[{"data":1,"prerenderedAt":3051},["ShallowReactive",2],{"blog-category-de-agents":3},[4,85,136,188,249,321,390,461,509,567,637,710,814,887,991,1108,1216,1342,1420,1497,1567,1628,1672,1737,1812,1865,1922,1967,2029,2085,2176,2232,2295,2363,2420,2473,2516,2568,2629,2685,2738,2767,2809,2863,2953,3006],{"slug":5,"published":6,"minutes":7,"category":8,"tags":9,"tagPages":15,"keywords":18,"about":29,"sources":38,"cover":75,"og":76,"expertise":77,"locales":78,"lang":80,"title":82,"description":83,"coverAlt":84},"claude-in-opencode","2026-10-30",12,"agents",[10,11,12,13,14],"OpenCode","Claude Code","Claude Agent SDK","Coding agents","LLM pricing",[16,17],"claude-code","coding-agents",[19,20,21,22,23,24,25,26,27,28],"claude in opencode","opencode claude einrichten","opencode claude agent","opencode claude abo","opencode claude max","opencode anthropic api key","claude agent sdk opencode","opencode claude code login","opencode github copilot claude","opencode claude kosten",[30,33,36],{"name":31,"url":32},"Claude (AI)","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FClaude_(AI)",{"name":34,"url":35},"Anthropic","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FAnthropic",{"name":10,"url":37},"https:\u002F\u002Fopencode.ai",[39,42,45,48,51,54,57,60,63,66,69,72],{"title":40,"url":41},"OpenCode v2.2.3 release notes (October 30, 2026)","https:\u002F\u002Fgithub.com\u002Fanomalyco\u002Fopencode\u002Freleases\u002Ftag\u002Fv2.2.3",{"title":43,"url":44},"OpenCode pull request #58782: add Claude Agent provider","https:\u002F\u002Fgithub.com\u002Fanomalyco\u002Fopencode\u002Fpull\u002F58782",{"title":46,"url":47},"Claude Agent provider design spec","https:\u002F\u002Fgithub.com\u002FTarquinen\u002Fopencode\u002Fblob\u002Fclaude-agent-provider\u002Fspecs\u002Fv2\u002Fclaude-agent-provider.md",{"title":49,"url":50},"OpenCode docs: Providers","https:\u002F\u002Fopencode.ai\u002Fv2\u002Fdocs\u002Fproviders\u002F",{"title":52,"url":53},"OpenCode docs: Models","https:\u002F\u002Fopencode.ai\u002Fv2\u002Fdocs\u002Fmodels\u002F",{"title":55,"url":56},"OpenCode docs (v1): Providers, note on Claude Pro\u002FMax plugins","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fproviders\u002F",{"title":58,"url":59},"OpenCode Console: models and pricing","https:\u002F\u002Fopencode.ai\u002Fv2\u002Fdocs\u002Fconsole\u002Fmodels\u002F",{"title":61,"url":62},"OpenCode Go: plans and usage limits","https:\u002F\u002Fopencode.ai\u002Fv2\u002Fdocs\u002Fconsole\u002Fgo\u002F",{"title":64,"url":65},"Claude Code docs: Legal and compliance","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Flegal-and-compliance",{"title":67,"url":68},"Claude Help Center: Use the Claude Agent SDK with your Claude plan","https:\u002F\u002Fsupport.claude.com\u002Fen\u002Farticles\u002F15036540-use-the-claude-agent-sdk-with-your-claude-plan",{"title":70,"url":71},"Claude Platform docs: Pricing","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fabout-claude\u002Fpricing",{"title":73,"url":74},"GitHub Docs: Supported AI models in GitHub Copilot","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Freference\u002Fai-models\u002Fsupported-models","\u002Fimages\u002Fblog\u002Fclaude-in-opencode\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fclaude-in-opencode\u002Fog.jpg","ai-engineer",[79,80,81],"en","de","hu","Claude in OpenCode: der Claude-Agent-Provider, API-Keys und die anderen Wege","Claude in OpenCode nutzen: der neue Claude-Agent-Provider mit Ihrem Claude-Abo, API-Keys, Console, Copilot und OpenRouter, mit Kosten und Grenzen.","Claude in OpenCode: Eine Hand steckt einen von zwei Adaptern in einen Laptop mit Terminalfenster.",{"slug":86,"published":87,"minutes":88,"category":8,"tags":89,"tagPages":94,"keywords":95,"about":106,"sources":111,"cover":130,"og":131,"expertise":77,"locales":132,"lang":80,"title":133,"description":134,"coverAlt":135},"claude-code-review","2026-10-21",11,[11,90,91,92,93],"Code review","GitHub","Pull requests","Review costs",[16],[96,97,98,99,100,101,102,103,104,105],"claude code review","claude code review github action","claude code review kosten","claude code review allgemein verfügbar","ki pull request review","claude github app review","review-stufen quick standard deep","claude code review einrichten","review-ausgabenlimit","automatisierte code review agenten",[107,109],{"name":108,"url":32},"Claude",{"name":90,"url":110},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FCode_review",[112,115,118,121,124,127],{"title":113,"url":114},"Claude: Code Review is now generally available (Oct 15, 2026)","https:\u002F\u002Fclaude.com\u002Fresources\u002Farticles\u002Fcode-review-is-now-generally-available",{"title":116,"url":117},"Claude Code docs: Code Review","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcode-review",{"title":119,"url":120},"Claude Code docs: Set up Code Review","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcode-review-setup",{"title":122,"url":123},"Claude Code docs: Code Review costs and usage","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcode-review-costs",{"title":125,"url":126},"Claude: Code Review research preview announcement","https:\u002F\u002Fclaude.com\u002Fresources\u002Farticles\u002Fcode-review",{"title":128,"url":129},"Claude Code docs: GitHub Actions","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fgithub-actions","\u002Fimages\u002Fblog\u002Fclaude-code-review\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fclaude-code-review\u002Fog.jpg",[79,80,81],"Claude Code Review ist allgemein verfügbar: wie das Review arbeitet und was es kostet","Claude Code Review ist allgemein verfügbar. Wie Agenten und Prüfschritt arbeiten, Review-Stufen, Ausgabenlimits und wann die GitHub Action passt.","Claude Code Review: Drei Lupen prüfen ein Blatt mit Zeilen, eine Zeile ist eingekreist und abgehakt.",{"slug":137,"published":138,"minutes":7,"category":8,"tags":139,"tagPages":144,"keywords":145,"about":157,"sources":160,"cover":182,"og":183,"expertise":77,"locales":184,"lang":80,"title":185,"description":186,"coverAlt":187},"claude-skills-guide","2026-10-20",[140,141,11,142,143],"Claude skills","SKILL.md","Agent Skills","Progressive disclosure",[16],[146,147,148,149,150,151,152,153,154,155,156],"claude skills","claude code skills","claude skill erstellen","skill.md format","agent skills spezifikation","claude skill frontmatter felder","skill-beschreibung auslösen","progressive disclosure bei skills","claude skills vs mcp vergleich","skills api anleitung","eigene slash-commands als skills",[158,159],{"name":31,"url":32},{"name":34,"url":35},[161,164,167,170,173,176,179],{"title":162,"url":163},"Claude Code documentation: skills","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fskills",{"title":165,"url":166},"Agent Skills overview, Claude API documentation","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fagents-and-tools\u002Fagent-skills\u002Foverview",{"title":168,"url":169},"Skill authoring best practices, Claude API documentation","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fagents-and-tools\u002Fagent-skills\u002Fbest-practices",{"title":171,"url":172},"Agent Skills specification","https:\u002F\u002Fagentskills.io\u002Fspecification",{"title":174,"url":175},"Evaluating skill output quality, Agent Skills documentation","https:\u002F\u002Fagentskills.io\u002Fskill-creation\u002Fevaluating-skills",{"title":177,"url":178},"Equipping agents for the real world with Agent Skills, Anthropic engineering blog","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fequipping-agents-for-the-real-world-with-agent-skills",{"title":180,"url":181},"The state of Claude skills in 2026, SkillGild analysis of Ahrefs data","https:\u002F\u002Fdev.to\u002Fskillgild\u002Fthe-state-of-claude-skills-in-2026-what-38000-searches-say-248n","\u002Fimages\u002Fblog\u002Fclaude-skills-guide\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fclaude-skills-guide\u002Fog.jpg",[79,80,81],"Claude Skills: So schreiben Sie eine SKILL.md, die zum richtigen Zeitpunkt lädt","So schreiben Sie einen Claude Skill: Verzeichnisaufbau, Frontmatter-Felder und Grenzen, progressives Laden, auslösende Beschreibungen, Skripte und Tests.","Claude Skills: Ein offener Werkzeugkasten mit stehenden Mappen, eine Mappe mit einem Blatt ist herausgezogen.",{"slug":189,"published":190,"minutes":88,"category":8,"tags":191,"tagPages":197,"keywords":200,"about":211,"sources":221,"cover":243,"og":244,"expertise":77,"locales":245,"lang":80,"title":246,"description":247,"coverAlt":248},"agent-tool-design-descriptions-errors","2026-10-17",[192,193,194,195,196],"AI agents","Tool use","Function calling","MCP","Agent design",[198,199],"ai-agents","mcp",[201,202,203,204,205,206,207,208,209,210],"tool-design für ki-agenten","tool-beschreibungen schreiben llm","function calling tipps","tool use fehlerbehandlung","mcp tool design","tool calling is_error","wie viele tools für einen agenten","tool search defer_loading","agent-computer-interface gestalten","llm tool-schema design",[212,215,218],{"name":213,"url":214},"Intelligent agent","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FIntelligent_agent",{"name":216,"url":217},"Model Context Protocol","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"name":219,"url":220},"Poka-yoke","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPoka-yoke",[222,225,228,231,234,237,240],{"title":223,"url":224},"Anthropic Engineering: Writing effective tools for agents, with agents (Sep 2025)","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fwriting-tools-for-agents",{"title":226,"url":227},"Anthropic Engineering: Building effective agents (Dec 2024)","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fbuilding-effective-agents",{"title":229,"url":230},"Claude Platform Docs: Define tools","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fagents-and-tools\u002Ftool-use\u002Fdefine-tools",{"title":232,"url":233},"Claude Platform Docs: Handle tool calls","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fagents-and-tools\u002Ftool-use\u002Fhandle-tool-calls",{"title":235,"url":236},"Claude Platform Docs: Tool search tool","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fagents-and-tools\u002Ftool-use\u002Ftool-search-tool",{"title":238,"url":239},"Model Context Protocol specification 2025-11-25: Tools","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2025-11-25\u002Fserver\u002Ftools",{"title":241,"url":242},"OpenAI API Docs: Function calling","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Ffunction-calling","\u002Fimages\u002Fblog\u002Fagent-tool-design-descriptions-errors\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fagent-tool-design-descriptions-errors\u002Fog.jpg",[79,80,81],"Tools für KI-Agenten gestalten: Namen, Beschreibungen, Schemas und Fehlermeldungen","Tools für KI-Agenten richtig gestalten: aufgabenorientierte Tools, Namen und Beschreibungen, Schemas, kompakte Antworten und verwertbare Fehlermeldungen.","Tools für Agenten: Eine Roboterhand greift nach einem Schraubenzieher an einer Lochwand mit Umrissen für jedes Werkzeug.",{"slug":250,"published":190,"minutes":88,"category":8,"tags":251,"tagPages":255,"keywords":256,"about":269,"sources":279,"cover":315,"og":316,"expertise":77,"locales":317,"lang":80,"title":318,"description":319,"coverAlt":320},"coding-agents-legacy-codebase-migration",[252,13,253,254,90],"Legacy migration","Strangler fig","Testing",[17],[257,258,259,260,261,262,263,264,265,266,267,268],"legacy-migration mit ki","legacy-codebase coding-agent","strangler fig muster","characterization tests legacy-code","ki-code migration review","agentengestütztes refactoring","legacy modernisierung mit coding-agenten","differentielles testen migration","schattenverkehr migration","review-gate für ki-code","test harness vor migration","llm code-migration",[270,273,276],{"name":271,"url":272},"Legacy code","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLegacy_code",{"name":274,"url":275},"Characterization test","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FCharacterization_test",{"name":277,"url":278},"Strangler fig pattern","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FStrangler_fig_pattern",[280,283,285,288,291,294,297,300,303,306,309,312],{"title":281,"url":282},"Martin Fowler: Strangler Fig (2024)","https:\u002F\u002Fmartinfowler.com\u002Fbliki\u002FStranglerFigApplication.html",{"title":284,"url":275},"Wikipedia: Characterization test",{"title":286,"url":287},"Google Research: Accelerating code migrations with AI (2024)","https:\u002F\u002Fresearch.google\u002Fblog\u002Faccelerating-code-migrations-with-ai\u002F",{"title":289,"url":290},"Ziftci et al.: Migrating Code At Scale With LLMs At Google (arXiv 2504.09691)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2504.09691",{"title":292,"url":293},"Anthropic: Effective harnesses for long-running agents (2025)","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Feffective-harnesses-for-long-running-agents",{"title":295,"url":296},"Anthropic: Redesigning source control at Anthropic (2026)","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fredesigning-source-control",{"title":298,"url":299},"METR: Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity","https:\u002F\u002Fmetr.org\u002Fblog\u002F2025-07-10-early-2025-ai-experienced-os-dev-study\u002F",{"title":301,"url":302},"Chand et al.: Why Industry Migrates and When It Trusts LLMs (ESEM 2026)","https:\u002F\u002Fdrops.dagstuhl.de\u002Fentities\u002Fdocument\u002F10.4230\u002FLIPIcs.ESEM.2026.85",{"title":304,"url":305},"Li et al.: Environment-in-the-Loop: Rethinking Code Migration with LLM-based Agents (arXiv 2602.09944)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2602.09944",{"title":307,"url":308},"AWS: Amazon Q Developer just reached a $260 million dollar milestone (2024)","https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fdevops\u002Famazon-q-developer-just-reached-a-260-million-dollar-milestone\u002F",{"title":310,"url":311},"OpenAI: Why SWE-bench Verified no longer measures frontier coding capabilities (2026)","https:\u002F\u002Fopenai.com\u002Findex\u002Fwhy-we-no-longer-evaluate-swe-bench-verified\u002F",{"title":313,"url":314},"GitHub Docs: About GitHub Copilot cloud agent","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fconcepts\u002Fagents\u002Fcoding-agent\u002Fabout-coding-agent","\u002Fimages\u002Fblog\u002Fcoding-agents-legacy-codebase-migration\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fcoding-agents-legacy-codebase-migration\u002Fog.jpg",[79,80,81],"Legacy-Codebase mit Coding-Agenten migrieren: ein Strangler-Fig-Playbook","Wie Coding-Agenten eine Legacy-Migration tragen: Characterization-Tests zuerst, ein Seam pro Task, Review-Gates und differentielle Verifikation.","Legacy-Migration mit Agenten: Ein Roboter trägt einen Ziegel vom alten, bewachsenen Haus zu einem neuen Bau.",{"slug":322,"published":190,"minutes":7,"category":8,"tags":323,"tagPages":326,"keywords":327,"about":339,"sources":349,"cover":384,"og":385,"expertise":77,"locales":386,"lang":80,"title":387,"description":388,"coverAlt":389},"background-agents-async-pr-workflow",[13,92,324,90,325],"CI","Automation",[17],[328,329,330,331,332,333,334,335,336,337,338],"hintergrund-coding-agent","asynchroner coding-agent","cloud coding-agent pull request","copilot coding agent grenzen","codex cloud aufgaben","claude code cloud-sitzungen","jules coding agent grenzen","agenten-pull-request review","sandbox coding-agent","ci-freigabe für agenten","kosten pro gemergtem pull request",[340,343,346],{"name":341,"url":342},"Software agent","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FSoftware_agent",{"name":344,"url":345},"Pull request","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FDistributed_version_control",{"name":347,"url":348},"Continuous integration","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FContinuous_integration",[350,351,354,357,360,363,366,369,372,375,378,381],{"title":313,"url":314},{"title":352,"url":353},"GitHub Docs: Risks and mitigations for Copilot cloud agent","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fconcepts\u002Fagents\u002Fcloud-agent\u002Frisks-and-mitigations",{"title":355,"url":356},"OpenAI Developers: Codex cloud environments","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcloud\u002Fenvironments",{"title":358,"url":359},"Anthropic: Use Claude Code in the cloud","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fclaude-code-on-the-web",{"title":361,"url":362},"Google Jules: Limits and plans","https:\u002F\u002Fjules.google\u002Fdocs\u002Fusage-limits\u002F",{"title":364,"url":365},"Google Jules: Getting started","https:\u002F\u002Fjules.google\u002Fdocs\u002F",{"title":367,"url":368},"GitHub Docs: About protected branches","https:\u002F\u002Fdocs.github.com\u002Fen\u002Frepositories\u002Fconfiguring-branches-and-merges-in-your-repository\u002Fmanaging-protected-branches\u002Fabout-protected-branches",{"title":370,"url":371},"GitHub Docs: Models and pricing for GitHub Copilot","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Freference\u002Fcopilot-billing\u002Fmodels-and-pricing",{"title":373,"url":374},"OpenAI Developers: Codex pricing","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fpricing",{"title":376,"url":377},"Ehsani et al.: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub (MSR 2026, arXiv 2601.15195)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2601.15195",{"title":379,"url":380},"Peralta et al.: Why Are Agentic Pull Requests Merged or Rejected? An Empirical Study (MSR 2026, arXiv 2605.22534)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.22534",{"title":382,"url":383},"DORA: State of AI-assisted Software Development 2025","https:\u002F\u002Fdora.dev\u002Fdora-report-2025","\u002Fimages\u002Fblog\u002Fbackground-agents-async-pr-workflow\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fbackground-agents-async-pr-workflow\u002Fog.jpg",[79,80,81],"Coding-Agenten im Hintergrund: Pull Requests, Queues und Review","Wie asynchrone Coding-Agenten Tasks einreihen, in Sandboxes laufen, Draft-PRs öffnen und CI passieren. Grenzen, Kosten, Review und Fehlerbilder.","Hintergrund-Agenten: Eine Person döst im Sessel, während ein Roboter im Hintergrund einen Umschlag einwirft.",{"slug":391,"published":392,"minutes":393,"category":8,"tags":394,"tagPages":400,"keywords":402,"about":414,"sources":422,"cover":455,"og":456,"expertise":77,"locales":457,"lang":80,"title":458,"description":459,"coverAlt":460},"context-rot-compaction-long-running-agents","2026-10-16",10,[395,396,397,398,399],"Context rot","Compaction","Context engineering","Long-running agents","Agent memory",[401],"context-engineering",[403,404,405,406,407,408,409,410,411,412,413],"context rot","kontextverfall llm","compaction ki-agenten","kontext-engineering","langlaufende agenten kontextfenster","claude compaction api","context editing tool-ergebnisse leeren","openai responses compaction","lost in the middle effekt","kontextmanagement agenten","sub-agenten kontext-isolation",[415,418,421],{"name":416,"url":417},"Context window","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLarge_language_model#Context_window",{"name":419,"url":420},"Attention (machine learning)","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FAttention_(machine_learning)",{"name":213,"url":214},[423,426,429,432,435,437,440,443,446,449,452],{"title":424,"url":425},"Chroma: Context Rot: How Increasing Input Tokens Impacts LLM Performance (Jul 2025)","https:\u002F\u002Fresearch.trychroma.com\u002Fcontext-rot",{"title":427,"url":428},"Liu et al.: Lost in the Middle: How Language Models Use Long Contexts (2023)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2307.03172",{"title":430,"url":431},"Modarressi et al.: NoLiMa: Long-Context Evaluation Beyond Literal Matching (2025)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2502.05167",{"title":433,"url":434},"Anthropic: Effective context engineering for AI agents (Sep 2025)","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Feffective-context-engineering-for-ai-agents",{"title":436,"url":293},"Anthropic: Effective harnesses for long-running agents (Nov 2025)",{"title":438,"url":439},"Claude API docs: Compaction at a token threshold","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fbuild-with-claude\u002Fcompaction-threshold",{"title":441,"url":442},"Claude API docs: Compaction on demand","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fbuild-with-claude\u002Fcompaction-on-demand",{"title":444,"url":445},"Claude API docs: Context editing","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fbuild-with-claude\u002Fcontext-editing",{"title":447,"url":448},"Claude API docs: Memory tool","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fagents-and-tools\u002Ftool-use\u002Fmemory-tool",{"title":450,"url":451},"OpenAI API docs: Compaction","https:\u002F\u002Fplatform.openai.com\u002Fdocs\u002Fguides\u002Fcompaction",{"title":453,"url":454},"Cognition: Don't Build Multi-Agents","https:\u002F\u002Fcognition.ai\u002Fblog\u002Fdont-build-multi-agents","\u002Fimages\u002Fblog\u002Fcontext-rot-compaction-long-running-agents\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fcontext-rot-compaction-long-running-agents\u002Fog.jpg",[79,80,81],"Context Rot bei langlaufenden Agenten: Leeren, Compaction, Memory und Sub-Agenten","Warum die Genauigkeit von LLMs mit wachsendem Kontext sinkt und wie Leeren, Compaction, Notizen und Sub-Agenten lange Agentenläufe stabil halten.","Context Rot: Ein Roboter unter einem Papierstapel, daneben presst eine Presse den Stapel zu einem Blatt.",{"slug":462,"published":392,"minutes":463,"category":8,"tags":464,"tagPages":468,"keywords":469,"about":480,"sources":487,"cover":503,"og":504,"expertise":77,"locales":505,"lang":80,"title":506,"description":507,"coverAlt":508},"browser-agents-e2e-testing-playwright",7,[465,466,13,195,467],"Playwright","E2E testing","Test automation",[17,199],[470,471,472,473,474,475,476,477,478,479],"playwright test-agenten","playwright planner generator healer","ki e2e-testing","playwright mcp","llm generierte playwright-tests","selbstheilende tests","browser-agenten testing","playwright init-agents","ki testautomatisierung 2026","playwright cli skills",[481,483,486],{"name":465,"url":482},"https:\u002F\u002Fplaywright.dev\u002F",{"name":484,"url":485},"End-to-end testing","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FSystem_testing",{"name":216,"url":217},[488,491,494,497,500],{"title":489,"url":490},"Playwright docs: Test agents (planner, generator, healer)","https:\u002F\u002Fplaywright.dev\u002Fdocs\u002Ftest-agents",{"title":492,"url":493},"Microsoft: Playwright MCP README (MCP vs CLI, accessibility snapshots)","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fplaywright-mcp",{"title":495,"url":496},"Playwright docs: Best practices","https:\u002F\u002Fplaywright.dev\u002Fdocs\u002Fbest-practices",{"title":498,"url":499},"Playwright docs: Locators","https:\u002F\u002Fplaywright.dev\u002Fdocs\u002Flocators",{"title":501,"url":502},"Browserbase: Stagehand README (act, extract, observe)","https:\u002F\u002Fgithub.com\u002Fbrowserbase\u002Fstagehand","\u002Fimages\u002Fblog\u002Fbrowser-agents-e2e-testing-playwright\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fbrowser-agents-e2e-testing-playwright\u002Fog.jpg",[79,80,81],"Browser-Agenten für E2E-Tests: Agenten Playwright-Tests schreiben lassen, nicht ausführen","Wo KI-Agenten bei E2E-Tests helfen: Playwright Planner, Generator und Healer, MCP oder CLI und die Leitplanken, die geheilte Tests ehrlich halten.","Browser-Agenten für E2E-Tests: Ein Roboter schreibt mit Bleistift vor einem Browserfenster mit Theatermaske.",{"slug":510,"published":392,"minutes":7,"category":8,"tags":511,"tagPages":515,"keywords":516,"about":528,"sources":536,"cover":561,"og":562,"expertise":77,"locales":563,"lang":80,"title":564,"description":565,"coverAlt":566},"a2a-protocol-agent-interoperability",[512,192,195,513,514],"A2A","Interoperability","Agent security",[198,199],[517,518,519,520,521,522,523,524,525,526,527],"a2a protokoll","agent2agent protokoll","a2a mcp vergleich","a2a agent card","agent card json well-known","a2a protokoll 1.0","a2a task lebenszyklus","agent-zu-agent kommunikation","a2a sicherheit","a2a json-rpc grpc","agent session smuggling",[529,532,533],{"name":530,"url":531},"Agent2Agent protocol","https:\u002F\u002Fa2a-protocol.org\u002F",{"name":216,"url":217},{"name":534,"url":535},"Linux Foundation","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLinux_Foundation",[537,540,543,546,549,552,555,558],{"title":538,"url":539},"A2A Protocol Specification (latest, v1.0)","https:\u002F\u002Fa2a-protocol.org\u002Flatest\u002Fspecification\u002F",{"title":541,"url":542},"A2A: a2a.proto, the normative data model (GitHub)","https:\u002F\u002Fgithub.com\u002Fa2aproject\u002FA2A\u002Fblob\u002Fmain\u002Fspecification\u002Fa2a.proto",{"title":544,"url":545},"A2A docs: A2A and MCP","https:\u002F\u002Fa2a-protocol.org\u002Flatest\u002Ftopics\u002Fa2a-and-mcp\u002F",{"title":547,"url":548},"A2A docs: Agent discovery","https:\u002F\u002Fa2a-protocol.org\u002Flatest\u002Ftopics\u002Fagent-discovery\u002F",{"title":550,"url":551},"Google Developers Blog: Announcing the Agent2Agent Protocol (Apr 2025)","https:\u002F\u002Fdevelopers.googleblog.com\u002Fen\u002Fa2a-a-new-era-of-agent-interoperability\u002F",{"title":553,"url":554},"Linux Foundation: Launch of the Agent2Agent Protocol Project (Jun 2025)","https:\u002F\u002Fwww.linuxfoundation.org\u002Fpress\u002Flinux-foundation-launches-the-agent2agent-protocol-project-to-enable-secure-intelligent-communication-between-ai-agents",{"title":556,"url":557},"Linux Foundation: A2A surpasses 150 organizations in its first year (Apr 2026)","https:\u002F\u002Fwww.linuxfoundation.org\u002Fpress\u002Fa2a-protocol-surpasses-150-organizations-lands-in-major-cloud-platforms-and-sees-enterprise-production-use-in-first-year",{"title":559,"url":560},"Unit 42: Agent Session Smuggling in Agent2Agent Systems (Oct 2025)","https:\u002F\u002Funit42.paloaltonetworks.com\u002Fagent-session-smuggling-in-agent2agent-systems\u002F","\u002Fimages\u002Fblog\u002Fa2a-protocol-agent-interoperability\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fa2a-protocol-agent-interoperability\u002Fog.jpg",[79,80,81],"Das A2A-Protokoll erklärt: Agent Cards, Tasks und sein Platz neben MCP","Was das Agent2Agent-Protokoll in v1.0 standardisiert: Agent Cards, Tasks, Bindings, Sicherheit, der Unterschied zu MCP und wann es sich lohnt.","A2A-Protokoll: Zwei Roboter geben sich über einen Tisch die Hand, jeder hält eine Ausweiskarte hoch.",{"slug":568,"published":569,"updated":190,"minutes":393,"category":8,"tags":570,"tagPages":576,"keywords":577,"about":589,"sources":599,"cover":630,"og":631,"expertise":632,"locales":633,"lang":80,"title":634,"description":635,"coverAlt":636},"sales-rep-ai-copilot-b2b","2026-10-15",[571,572,573,574,575],"AI copilot","B2B sales","Quotes","Permissions","Works council",[],[578,579,580,581,582,583,584,585,586,587,588],"ki-copilot für b2b-vertrieb","ki copilot für b2b vertriebsmitarbeiter","interner vertriebs-copilot","angebotsautomatisierung b2b vertrieb","vertrieb copilot datenzugriff","ki angebotsentwurf","roi ki-assistent vertrieb","angebotsdurchlaufzeit","sales copilot dsgvo betriebsrat","kundenkontext crm erp","ki vertrieb berechtigungen",[590,593,596],{"name":591,"url":592},"Customer relationship management","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FCustomer_relationship_management",{"name":594,"url":595},"Enterprise resource planning","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FEnterprise_resource_planning",{"name":597,"url":598},"Artificial Intelligence Act","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FArtificial_Intelligence_Act",[600,603,606,609,612,615,618,621,624,627],{"title":601,"url":602},"Harvard Business Review: The Short Life of Online Sales Leads (March 2011)","https:\u002F\u002Fhbr.org\u002F2011\u002F03\u002Fthe-short-life-of-online-sales-leads",{"title":604,"url":605},"Salesforce: State of Sales statistics, 7th edition (2026)","https:\u002F\u002Fwww.salesforce.com\u002Fsales\u002Fstate-of-sales\u002Fsales-statistics\u002F",{"title":607,"url":608},"Gartner: sellers who partner with AI are 3.7 times more likely to meet quota (16 Sep 2024)","https:\u002F\u002Fwww.gartner.com\u002Fen\u002Fnewsroom\u002Fpress-releases\u002F2024-09-16-gartner-sales-survey-reveals-sellers-who-partner-with-ai-re-three-point-seven-times-more-likely-to-meet-quota",{"title":610,"url":611},"Gartner: 61 percent of B2B buyers prefer a rep-free buying experience (25 Jun 2025)","https:\u002F\u002Fwww.gartner.com\u002Fen\u002Fnewsroom\u002Fpress-releases\u002F2025-06-25-gartner-sales-survey-finds-61-percent-of-b2b-buyers-prefer-a-rep-free-buying-experience",{"title":613,"url":614},"Gartner: by 2030, 75 percent of B2B buyers will prefer human-first sales experiences (25 Aug 2025)","https:\u002F\u002Fwww.gartner.com\u002Fen\u002Fnewsroom\u002Fpress-releases\u002F2025-08-25-gartner-says-by-2030-that-75-percent-of-b2b-buyers-will-prefer-sales-experiences-that-prioritize-human-interaction-over-ai",{"title":616,"url":617},"Microsoft: Copilot for Sales and Copilot for Service generally available (1 Feb 2024)","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fdynamics-365\u002Fblog\u002Fbusiness-leader\u002F2024\u002F02\u002F01\u002Fmicrosoft-copilot-for-sales-and-copilot-for-service-are-now-generally-available\u002F",{"title":619,"url":620},"WKO: Überwachung im Homeoffice, BVwG 27.6.2025 W218 2298555-1 (21 Apr 2026)","https:\u002F\u002Fwww.wko.at\u002Fktn\u002Findustrie\u002Fueberwachung-im-homeoffice-wo-sind-die-grenzen-",{"title":622,"url":623},"EU AI Act, Annex III (high-risk use cases)","https:\u002F\u002Fartificialintelligenceact.eu\u002Fannex\u002F3\u002F",{"title":625,"url":626},"EU AI Act, Article 26 (obligations of deployers)","https:\u002F\u002Fartificialintelligenceact.eu\u002Farticle\u002F26\u002F",{"title":628,"url":629},"Regulation (EU) 2026\u002F1744 (Digital Omnibus on AI), EUR-Lex","https:\u002F\u002Feur-lex.europa.eu\u002Feli\u002Freg\u002F2026\u002F1744\u002Foj\u002Feng","\u002Fimages\u002Fblog\u002Fsales-rep-ai-copilot-b2b\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fsales-rep-ai-copilot-b2b\u002Fog.jpg","b2b-ecommerce-developer",[79,80,81],"KI-Copilot für B2B-Vertriebsmitarbeiter: Kundenkontext, Angebote und Freigaben","Ein interner KI-Copilot für den B2B-Vertrieb: welche Kundendaten er braucht, Rechte pro Vertriebler, Freigaben, Kennzahlen und der Betriebsrat.","KI-Copilot für B2B-Vertrieb: Eine hohe Karte mit einem kleinen Hilfspanel an der Schulter, links ein Headset.",{"slug":638,"published":639,"updated":190,"minutes":640,"category":8,"tags":641,"tagPages":646,"keywords":647,"about":658,"sources":668,"cover":704,"og":705,"expertise":632,"locales":706,"lang":80,"title":707,"description":708,"coverAlt":709},"aftersales-agent-rma-spare-parts","2026-10-13",8,[642,643,644,192,645],"After-sales","Spare parts","RMA","Aftermarket",[198],[648,649,650,651,652,653,654,655,656,657],"ki-agent after-sales-service","ersatzteil-identifikation ki","rma automatisierung","seriennummer zu ersatzteil","ersatzteil-agent","rag service-wissen","first-time-fix-rate","aftermarket-umsatz","explosionszeichnung ersatzteilkatalog","teilenummer halluzination ki",[659,662,665],{"name":660,"url":661},"Return merchandise authorization","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FReturn_merchandise_authorization",{"name":663,"url":664},"Bill of materials","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FBill_of_materials",{"name":666,"url":667},"S1000D","https:\u002F\u002Fwww.s-series.org\u002Fs1000d",[669,672,675,678,681,684,687,690,692,695,698,701],{"title":670,"url":671},"McKinsey: Industrial aftermarket services, growing the core (2017)","https:\u002F\u002Fwww.mckinsey.com\u002Findustries\u002Findustrials\u002Four-insights\u002Findustrial-aftermarket-services-growing-the-core",{"title":673,"url":674},"McKinsey: Why aftermarket and service are vital to OEMs (2024)","https:\u002F\u002Fwww.mckinsey.com\u002Findustries\u002Findustrials\u002Four-insights\u002Fwhy-aftermarket-and-service-are-vital-to-oems-and-how-to-excel",{"title":676,"url":677},"BCG: Aftermarket services drive growth for industrial manufacturers (2025)","https:\u002F\u002Fwww.bcg.com\u002Fpublications\u002F2025\u002Faftermarket-services-drive-growth-for-industrial-manufacturers",{"title":679,"url":680},"Aquant: 2026 Field Service Benchmark (press release, 19 Feb 2026)","https:\u002F\u002Fwww.globenewswire.com\u002Fnews-release\u002F2026\u002F02\u002F19\u002F3241231\u002F0\u002Fen\u002Faquant-s-2026-field-service-benchmark-companies-can-unlock-up-to-26-in-service-cost-savings-by-scaling-knowledge-across-the-workforce.html",{"title":682,"url":683},"Microsoft Learn: Sales returns in Dynamics 365 Supply Chain Management","https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fdynamics365\u002Fsupply-chain\u002Fsales-marketing\u002Fsales-returns",{"title":685,"url":686},"SAP Learning: Configuring and creating bills of material in SAP S\u002F4HANA Service","https:\u002F\u002Flearning.sap.com\u002Fcourses\u002Fconfiguring-organizational-and-master-data-in-sap-s-4hana-service\u002Fconfiguring-and-creating-bills-of-material",{"title":688,"url":689},"Spracklen et al.: package hallucinations by code-generating LLMs (USENIX Security 2025)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2406.10279",{"title":691,"url":667},"S-Series: S1000D specification",{"title":693,"url":694},"IEC 61406-2:2024 Identification link, Part 2","https:\u002F\u002Fwebstore.iec.ch\u002Fen\u002Fpublication\u002F77973",{"title":696,"url":697},"Directive (EU) 2024\u002F1799 on the repair of goods, EUR-Lex","https:\u002F\u002Feur-lex.europa.eu\u002Feli\u002Fdir\u002F2024\u002F1799\u002Foj\u002Feng",{"title":699,"url":700},"European Commission: Machinery Regulation (EU) 2023\u002F1230","https:\u002F\u002Fsingle-market-economy.ec.europa.eu\u002Fsectors\u002Fmechanical-engineering\u002Fmachinery_en",{"title":702,"url":703},"X12: transaction sets (180 Return Merchandise Authorization and Notification)","https:\u002F\u002Fx12.org\u002Fproducts\u002Ftransaction-sets","\u002Fimages\u002Fblog\u002Faftersales-agent-rma-spare-parts\u002Fcover.webp","\u002Fimages\u002Fblog\u002Faftersales-agent-rma-spare-parts\u002Fog.jpg",[79,80,81],"KI-Agent für den After-Sales-Service: RMA, Ersatzteile und Exakt-Match-Regeln","Ein KI-Agent für den After-Sales-Service: von der Seriennummer zum Ersatzteil, RMA-Entwürfe, RAG über Handbücher und Kennungen nur aus Werkzeugen.","After-Sales-Agent: Ein Ersatzteil steigt aus einer offenen Kiste, ein Rückpfeil kommt von einem Paket.",{"slug":711,"published":712,"updated":713,"minutes":640,"category":8,"tags":714,"tagPages":719,"keywords":721,"about":729,"sources":739,"cover":808,"og":809,"expertise":77,"locales":810,"lang":80,"title":811,"description":812,"coverAlt":813},"opencode","2026-10-09","2026-10-10",[715,716,717,718,195],"AI coding agent","Terminal","Open source","Local models",[720,199],"open-source",[711,722,723,724,725,726,727,728],"opencode test","quelloffener coding-agent","opencode vs claude code vergleich","terminal-coding-agent","opencode lokale modelle","opencode berechtigungen","opencode mcp einrichten",[730,731,734,736],{"name":10,"url":37},{"name":732,"url":733},"Large language model","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLarge_language_model",{"name":216,"url":735},"https:\u002F\u002Fmodelcontextprotocol.io",{"name":737,"url":738},"Language Server Protocol","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLanguage_Server_Protocol",[740,743,745,748,751,754,757,760,763,766,769,772,775,778,781,784,787,790,793,796,799,802,805],{"title":741,"url":742},"OpenCode docs: intro and installation","https:\u002F\u002Fopencode.ai\u002Fdocs\u002F",{"title":744,"url":56},"OpenCode docs: providers, Models.dev and local models",{"title":746,"url":747},"OpenCode docs: agents, Build, Plan and subagents","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fagents\u002F",{"title":749,"url":750},"OpenCode docs: permissions and defaults","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fpermissions\u002F",{"title":752,"url":753},"OpenCode docs: MCP servers","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fmcp-servers\u002F",{"title":755,"url":756},"OpenCode docs: LSP servers","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Flsp\u002F",{"title":758,"url":759},"OpenCode docs: server and web interface","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fserver\u002F",{"title":761,"url":762},"OpenCode docs: config and precedence","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fconfig\u002F",{"title":764,"url":765},"OpenCode docs: Zen, pay-as-you-go models","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fzen\u002F",{"title":767,"url":768},"OpenCode docs: Go subscription plans","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fgo\u002F",{"title":770,"url":771},"OpenCode docs: share and data retention","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fshare\u002F",{"title":773,"url":774},"OpenCode docs: enterprise and data handling","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fenterprise\u002F",{"title":776,"url":777},"GitHub: anomalyco\u002Fopencode, MIT licence and README","https:\u002F\u002Fgithub.com\u002Fanomalyco\u002Fopencode",{"title":779,"url":780},"OpenCode release v1.18.35 (6 October 2026)","https:\u002F\u002Fgithub.com\u002Fanomalyco\u002Fopencode\u002Freleases\u002Ftag\u002Fv1.18.35",{"title":782,"url":783},"Claude Code licence file (LICENSE.md)","https:\u002F\u002Fraw.githubusercontent.com\u002Fanthropics\u002Fclaude-code\u002Fmain\u002FLICENSE.md",{"title":785,"url":786},"Claude pricing: plans and Claude Code access","https:\u002F\u002Fclaude.com\u002Fpricing",{"title":788,"url":789},"Claude Code docs: connect to an LLM gateway","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fllm-gateway",{"title":791,"url":792},"OpenAI Codex CLI repository (Apache-2.0)","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex",{"title":794,"url":795},"ChatGPT pricing: Codex included in plans","https:\u002F\u002Flearn.chatgpt.com\u002Fdocs\u002Fpricing",{"title":797,"url":798},"Codex configuration: model providers and config.toml","https:\u002F\u002Flearn.chatgpt.com\u002Fdocs\u002Fconfig-file\u002Fconfig-advanced",{"title":800,"url":801},"Aider website: git integration and LLM support","https:\u002F\u002Faider.chat\u002F",{"title":803,"url":804},"Aider licence file (Apache-2.0)","https:\u002F\u002Fraw.githubusercontent.com\u002FAider-AI\u002Faider\u002Fmain\u002FLICENSE.txt",{"title":806,"url":807},"GDPR, Regulation (EU) 2016\u002F679, Article 28","https:\u002F\u002Feur-lex.europa.eu\u002Flegal-content\u002FEN\u002FTXT\u002FHTML\u002F?uri=CELEX:32016R0679","\u002Fimages\u002Fblog\u002Fopencode\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fopencode\u002Fog.jpg",[79,80,81],"OpenCode im Test: der Open-Source-Coding-Agent für jedes Modell","OpenCode im Test: der MIT-lizenzierte Terminal-Coding-Agent für jedes Modell, gehostet oder lokal. Agenten, Berechtigungen, MCP, LSP und Datenschutzfragen.","OpenCode: Ein offener Werkzeugkasten neben einem Terminal, daneben verschiedene Batterien.",{"slug":815,"published":712,"updated":190,"minutes":640,"category":8,"tags":816,"tagPages":821,"keywords":822,"about":834,"sources":844,"cover":881,"og":882,"expertise":632,"locales":883,"lang":80,"title":884,"description":885,"coverAlt":886},"erp-integration-error-agent",[817,818,819,820,192],"ERP integration","SAP","Error handling","Retries",[198],[823,824,825,826,827,828,829,830,831,832,833],"erp-integrationsfehler behandeln","erp-schnittstelle fehlerbehandlung","idoc status 51 fehler","sap odata fehlerbehandlung","dead letter queue schnittstelle","integration retry idempotenz","auftragssynchronisation fehlgeschlagen shop erp","ki-agent log-triage","sap integration suite retry","integrationsfehler taxonomie","incident-deduplizierung",[835,838,841],{"name":836,"url":837},"IDoc","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FIDoc",{"name":839,"url":840},"Dead letter queue","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FDead_letter_queue",{"name":842,"url":843},"Exponential backoff","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FExponential_backoff",[845,848,851,854,857,860,863,866,869,872,875,878],{"title":846,"url":847},"SAP Library: IDoc interface and ALE exception handling","https:\u002F\u002Fhelp.sap.com\u002Fsaphelp_aii710\u002Fhelpdata\u002Fen\u002F0b\u002F2a6743507d11d18ee90000e8366fc2\u002Fcontent.htm",{"title":849,"url":850},"SAP Community: IDoc status codes","https:\u002F\u002Fcommunity.sap.com\u002Ft5\u002Ftechnology-q-a\u002Fidoc-status-codes\u002Fqaq-p\u002F3961848",{"title":852,"url":853},"SAP CAP: indicating errors (Java)","https:\u002F\u002Fcap.cloud.sap\u002Fdocs\u002Fjava\u002Fevent-handlers\u002Findicating-errors",{"title":855,"url":856},"SAP Community: Cloud Integration asynchronous messaging with retry using JMS (2017)","https:\u002F\u002Fcommunity.sap.com\u002Ft5\u002Fintegration-blog-posts\u002Fcloud-integration-configure-asynchronous-messaging-with-retry-using-jms\u002Fba-p\u002F13315669",{"title":858,"url":859},"SAP Community: Cloud Integration dead-letter handling in the JMS adapter (2017)","https:\u002F\u002Fcommunity.sap.com\u002Ft5\u002Ftechnology-blogs-by-sap\u002Fcloud-integration-configure-dead-letter-handling-in-jms-adapter\u002Fba-p\u002F13325734",{"title":861,"url":862},"Temporal: retry policies","https:\u002F\u002Fdocs.temporal.io\u002Fencyclopedia\u002Fretry-policies",{"title":864,"url":865},"Amazon SQS: dead-letter queues","https:\u002F\u002Fdocs.aws.amazon.com\u002FAWSSimpleQueueService\u002Flatest\u002FSQSDeveloperGuide\u002Fsqs-dead-letter-queues.html",{"title":867,"url":868},"Azure Service Bus: dead-letter queues","https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fservice-bus-messaging\u002Fservice-bus-dead-letter-queues",{"title":870,"url":871},"Stripe API reference: idempotent requests","https:\u002F\u002Fdocs.stripe.com\u002Fapi\u002Fidempotent_requests",{"title":873,"url":874},"AWS Architecture Blog: Exponential backoff and jitter","https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Farchitecture\u002Fexponential-backoff-and-jitter\u002F",{"title":876,"url":877},"MuleSoft: 2026 Connectivity Benchmark Report","https:\u002F\u002Fblogs.mulesoft.com\u002Fagentic-perspectives\u002Fconnectivity-benchmark-report\u002F",{"title":879,"url":880},"OWASP GenAI Security Project: LLM06:2025 Excessive Agency","https:\u002F\u002Fgenai.owasp.org\u002Fllmrisk\u002Fllm062025-excessive-agency\u002F","\u002Fimages\u002Fblog\u002Ferp-integration-error-agent\u002Fcover.webp","\u002Fimages\u002Fblog\u002Ferp-integration-error-agent\u002Fog.jpg",[79,80,81],"Ein Agent für ERP-Integrationsfehler: Taxonomie, Runbooks und sichere Wiederholungen","Ein Agent für Fehler in ERP-Integrationen: Fehlertaxonomie aus IDoc- und OData-Verträgen, freigegebene Runbooks, sichere Retries und Deduplizierung.","ERP-Fehler-Agent: Ein Rohr mit Warnzeichen an einer Verbindung, darunter Karten in einem Sortierfach.",{"slug":888,"published":889,"updated":712,"minutes":640,"category":8,"tags":890,"tagPages":896,"keywords":898,"about":907,"sources":918,"cover":985,"og":986,"expertise":77,"locales":987,"lang":80,"title":988,"description":989,"coverAlt":990},"pydantic-ai","2026-10-08",[891,892,893,894,895],"Agent framework","Typed Python","Structured output","Dependency injection","OpenTelemetry",[897],"opentelemetry",[899,900,901,902,903,904,905,906],"pydantic ai","pydantic ai test","pydantic ai vs langgraph vergleich","pydantic ai vs openai agents sdk vergleich","typisierte python-agenten","pydantic ai logfire kosten","pydantic ai 2.0 migration","python llm-agenten framework",[908,911,914,916],{"name":909,"url":910},"Pydantic","https:\u002F\u002Fpydantic.dev",{"name":912,"url":913},"Python (programming language)","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPython_(programming_language)",{"name":894,"url":915},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FDependency_injection",{"name":895,"url":917},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FOpenTelemetry",[919,922,925,928,931,934,937,940,943,946,949,952,955,958,961,964,967,970,973,976,979,982],{"title":920,"url":921},"Pydantic AI documentation","https:\u002F\u002Fai.pydantic.dev\u002F",{"title":923,"url":924},"pydantic-ai 2.55.0 on PyPI (released 9 October 2026)","https:\u002F\u002Fpypi.org\u002Fproject\u002Fpydantic-ai\u002F",{"title":926,"url":927},"pydantic\u002Fpydantic-ai on GitHub: licence, stars and README","https:\u002F\u002Fgithub.com\u002Fpydantic\u002Fpydantic-ai",{"title":929,"url":930},"Pydantic AI release notes: 2.51.0 to 2.55.0 and the 2.52.0 security fix","https:\u002F\u002Fgithub.com\u002Fpydantic\u002Fpydantic-ai\u002Freleases",{"title":932,"url":933},"Pydantic AI version policy","https:\u002F\u002Fai.pydantic.dev\u002Fversion-policy\u002F",{"title":935,"url":936},"Pydantic AI upgrade guide: the V2 betas and the stable release","https:\u002F\u002Fai.pydantic.dev\u002Fproject\u002Fchangelog\u002F",{"title":938,"url":939},"Pydantic AI output: tool output, retries and output validators","https:\u002F\u002Fai.pydantic.dev\u002Foutput\u002F",{"title":941,"url":942},"Pydantic AI dependencies and RunContext","https:\u002F\u002Fai.pydantic.dev\u002Fdependencies\u002F",{"title":944,"url":945},"Pydantic AI models and providers","https:\u002F\u002Fai.pydantic.dev\u002Fmodels\u002Foverview\u002F",{"title":947,"url":948},"Pydantic AI unit testing with TestModel and FunctionModel","https:\u002F\u002Fai.pydantic.dev\u002Ftesting\u002F",{"title":950,"url":951},"Pydantic AI durable execution overview","https:\u002F\u002Fai.pydantic.dev\u002Fdurable_execution\u002Foverview\u002F",{"title":953,"url":954},"Pydantic Logfire: observability for Pydantic AI","https:\u002F\u002Fai.pydantic.dev\u002Flogfire\u002F",{"title":956,"url":957},"Pydantic Logfire pricing","https:\u002F\u002Fpydantic.dev\u002Fpricing",{"title":959,"url":960},"Pydantic security and compliance","https:\u002F\u002Fpydantic.dev\u002Fsecurity",{"title":962,"url":963},"OpenAI Agents SDK documentation","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002F",{"title":965,"url":966},"OpenAI Agents SDK tracing","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Ftracing\u002F",{"title":968,"url":969},"openai\u002Fopenai-agents-python on GitHub","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fopenai-agents-python",{"title":971,"url":972},"openai-agents 0.23.1 on PyPI","https:\u002F\u002Fpypi.org\u002Fproject\u002Fopenai-agents\u002F",{"title":974,"url":975},"langchain-ai\u002Flanggraph on GitHub","https:\u002F\u002Fgithub.com\u002Flangchain-ai\u002Flanggraph",{"title":977,"url":978},"langgraph 1.2.14 on PyPI","https:\u002F\u002Fpypi.org\u002Fproject\u002Flanggraph\u002F",{"title":980,"url":981},"LangGraph overview","https:\u002F\u002Fdocs.langchain.com\u002Foss\u002Fpython\u002Flanggraph\u002Foverview",{"title":983,"url":984},"LangGraph interrupts","https:\u002F\u002Fdocs.langchain.com\u002Foss\u002Fpython\u002Flanggraph\u002Finterrupts","\u002Fimages\u002Fblog\u002Fpydantic-ai\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fpydantic-ai\u002Fog.jpg",[79,80,81],"Pydantic AI im Test: typisierte Python-Agenten mit geprüfter Ausgabe","Pydantic AI 2.55 bringt typisierte Abhängigkeiten, geprüfte Ausgaben und OpenTelemetry. Was 2.0 änderte, was Logfire kostet und wer es nehmen sollte.","Pydantic AI: Ein Roboter steckt Formklötze in eine Steckbox, um die sich eine kleine Schlange windet.",{"slug":992,"published":993,"updated":713,"minutes":994,"category":8,"tags":995,"tagPages":1000,"keywords":1001,"about":1010,"sources":1021,"cover":1102,"og":1103,"expertise":77,"locales":1104,"lang":80,"title":1105,"description":1106,"coverAlt":1107},"gemini-cli","2026-10-07",9,[996,997,195,998,999],"Terminal agent","Gemini","Sandboxing","Data protection",[199],[1002,1003,1004,1005,1006,1007,1008,1009],"gemini cli","gemini cli kostenlos","gemini cli kosten","gemini cli datenschutz","gemini cli vs claude code vergleich","antigravity cli","gemini cli github-action einrichten","gemini cli sandbox test",[1011,1014,1017,1020],{"name":1012,"url":1013},"Gemini CLI","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli",{"name":1015,"url":1016},"Vertex AI","https:\u002F\u002Fcloud.google.com\u002Fvertex-ai",{"name":1018,"url":1019},"Apache License","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FApache_License",{"name":216,"url":735},[1022,1025,1028,1031,1033,1036,1039,1042,1045,1048,1051,1054,1057,1060,1063,1066,1069,1072,1075,1077,1080,1083,1086,1089,1092,1094,1096,1099],{"title":1023,"url":1024},"Google Developers Blog: transitioning Gemini CLI to Antigravity CLI","https:\u002F\u002Fdevelopers.googleblog.com\u002Fen\u002Fan-important-update-transitioning-gemini-cli-to-antigravity-cli\u002F",{"title":1026,"url":1027},"Gemini CLI: quotas and pricing","https:\u002F\u002Fgeminicli.com\u002Fdocs\u002Fresources\u002Fquota-and-pricing\u002F",{"title":1029,"url":1030},"Gemini CLI: licence, terms of service and privacy notices","https:\u002F\u002Fgeminicli.com\u002Fdocs\u002Fresources\u002Ftos-privacy",{"title":1032,"url":1013},"GitHub: google-gemini\u002Fgemini-cli, the repository and README",{"title":1034,"url":1035},"Gemini CLI changelog: v0.63.0 released 6 October 2026","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Fchangelogs\u002Flatest.md",{"title":1037,"url":1038},"Gemini CLI reference: flags and approval modes","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Fcli\u002Fcli-reference.md",{"title":1040,"url":1041},"Gemini CLI configuration: settings.json and approval defaults","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Freference\u002Fconfiguration.md",{"title":1043,"url":1044},"Gemini CLI sandboxing","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Fcli\u002Fsandbox.md",{"title":1046,"url":1047},"Gemini CLI: context files (GEMINI.md)","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Fcli\u002Fgemini-md.md",{"title":1049,"url":1050},"Gemini CLI: MCP servers","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Ftools\u002Fmcp-server.md",{"title":1052,"url":1053},"Gemini API Additional Terms of Service","https:\u002F\u002Fai.google.dev\u002Fgemini-api\u002Fterms",{"title":1055,"url":1056},"Gemini Developer API pricing","https:\u002F\u002Fai.google.dev\u002Fgemini-api\u002Fdocs\u002Fpricing",{"title":1058,"url":1059},"Gemini Code Assist FAQs","https:\u002F\u002Fdocs.cloud.google.com\u002Fgemini\u002Fdocs\u002Fcodeassist\u002Ffaqs",{"title":1061,"url":1062},"Vertex AI data governance and zero data retention","https:\u002F\u002Fdocs.cloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Fdata-governance",{"title":1064,"url":1065},"Vertex AI data residency","https:\u002F\u002Fdocs.cloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Fdata-residency",{"title":1067,"url":1068},"Vertex AI locations and endpoints","https:\u002F\u002Fdocs.cloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Flocations",{"title":1070,"url":1071},"run-gemini-cli: the GitHub Action for Gemini CLI","https:\u002F\u002Fgithub.com\u002Fgoogle-github-actions\u002Frun-gemini-cli",{"title":1073,"url":1074},"Antigravity CLI migration guide","https:\u002F\u002Fantigravity.google\u002Fdocs\u002Fcli\u002Fgcli-migration",{"title":1076,"url":786},"Claude pricing",{"title":1078,"url":1079},"Claude Code: data usage","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fdata-usage",{"title":1081,"url":1082},"Claude Code: setup and plan requirements","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fsetup",{"title":1084,"url":1085},"Claude Code: permission modes","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fpermission-modes",{"title":1087,"url":1088},"Claude Code: sandboxing","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fsandboxing",{"title":1090,"url":1091},"Claude Code licence (LICENSE.md)","https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\u002Fblob\u002Fmain\u002FLICENSE.md",{"title":1093,"url":374},"OpenAI Codex pricing",{"title":1095,"url":792},"OpenAI Codex CLI repository",{"title":1097,"url":1098},"Codex: agent approvals and security","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fagent-approvals-security",{"title":1100,"url":1101},"Codex: sandboxing","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fconcepts\u002Fsandboxing","\u002Fimages\u002Fblog\u002Fgemini-cli\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fgemini-cli\u002Fog.jpg",[79,80,81],"Gemini CLI im Test: Open Source, aber für Einzelnutzer nicht mehr kostenlos","Gemini CLI: Apache-2.0, doch der kostenlose Einzelzugang endete am 18. Juni 2026. Übrig bleiben Code Assist, abgerechnete API-Schlüssel und Vertex AI.","Gemini CLI: Zwei Zwillingsroboter stehen an einem Terminal neben einem Münzeinwurf.",{"slug":1109,"published":993,"minutes":640,"category":8,"tags":1110,"tagPages":1115,"keywords":1117,"about":1126,"sources":1137,"cover":1210,"og":1211,"expertise":77,"locales":1212,"lang":80,"title":1213,"description":1214,"coverAlt":1215},"temporal",[1111,1112,1113,192,1114],"Durable execution","Workflow orchestration","Human in the loop","Self-hosting",[198,1116],"self-hosting",[1118,1119,1120,1121,1122,1123,1124,1125],"temporal workflows erklärt","temporal ki-agenten","durable execution für ki-agenten","temporal vs langgraph vergleich","temporal cloud preise","temporal openai agents sdk integration","temporal selbst hosten","temporal determinismus-regeln",[1127,1130,1133,1134],{"name":1128,"url":1129},"Temporal","https:\u002F\u002Ftemporal.io",{"name":1131,"url":1132},"Workflow engine","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FWorkflow_engine",{"name":732,"url":733},{"name":1135,"url":1136},"Human-in-the-loop","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FHuman-in-the-loop",[1138,1141,1144,1147,1150,1152,1155,1158,1161,1164,1167,1170,1173,1176,1179,1182,1185,1188,1191,1194,1197,1200,1201,1204,1207],{"title":1139,"url":1140},"Temporal Cloud pricing","https:\u002F\u002Ftemporal.io\u002Fpricing",{"title":1142,"url":1143},"Temporal Cloud pricing documentation","https:\u002F\u002Fdocs.temporal.io\u002Fcloud\u002Fpricing",{"title":1145,"url":1146},"OpenAI Agents SDK integration for Python","https:\u002F\u002Fdocs.temporal.io\u002Fdevelop\u002Fpython\u002Fintegrations\u002Fopenai-agents",{"title":1148,"url":1149},"Workflow definition and determinism","https:\u002F\u002Fdocs.temporal.io\u002Fworkflow-definition",{"title":1151,"url":862},"Retry policies",{"title":1153,"url":1154},"Activity timeouts","https:\u002F\u002Fdocs.temporal.io\u002Fencyclopedia\u002Fdetecting-activity-failures",{"title":1156,"url":1157},"Cloud actions reference","https:\u002F\u002Fdocs.temporal.io\u002Fcloud\u002Factions",{"title":1159,"url":1160},"Event history limits","https:\u002F\u002Fdocs.temporal.io\u002Fworkflow-execution\u002Fevent",{"title":1162,"url":1163},"Message passing in Python: signals, queries and updates","https:\u002F\u002Fdocs.temporal.io\u002Fdevelop\u002Fpython\u002Fmessage-passing",{"title":1165,"url":1166},"Human-in-the-loop AI agent sample","https:\u002F\u002Fdocs.temporal.io\u002Fai\u002Fcookbook\u002Fhuman-in-the-loop-python",{"title":1168,"url":1169},"Cloud security model","https:\u002F\u002Fdocs.temporal.io\u002Fcloud\u002Fsecurity",{"title":1171,"url":1172},"Cloud service regions","https:\u002F\u002Fdocs.temporal.io\u002Fcloud\u002Fregions",{"title":1174,"url":1175},"Data processing agreement","https:\u002F\u002Ftemporal.io\u002Fdpa",{"title":1177,"url":1178},"Self-hosted deployment guide","https:\u002F\u002Fdocs.temporal.io\u002Fself-hosted-guide\u002Fdeployment",{"title":1180,"url":1181},"Self-hosted production checklist","https:\u002F\u002Fdocs.temporal.io\u002Fself-hosted-guide\u002Fproduction-checklist",{"title":1183,"url":1184},"Self-hosted visibility stores","https:\u002F\u002Fdocs.temporal.io\u002Fself-hosted-guide\u002Fvisibility",{"title":1186,"url":1187},"Temporal Server architecture","https:\u002F\u002Fdocs.temporal.io\u002Ftemporal-service\u002Ftemporal-server",{"title":1189,"url":1190},"Temporal server LICENSE file","https:\u002F\u002Fgithub.com\u002Ftemporalio\u002Ftemporal\u002Fblob\u002Fmain\u002FLICENSE",{"title":1192,"url":1193},"Temporal integrations index","https:\u002F\u002Fdocs.temporal.io\u002Fintegrations",{"title":1195,"url":1196},"LangGraph integration with Temporal","https:\u002F\u002Fdocs.temporal.io\u002Fdevelop\u002Fpython\u002Fintegrations\u002Flanggraph",{"title":1198,"url":1199},"LangGraph persistence","https:\u002F\u002Fdocs.langchain.com\u002Foss\u002Fpython\u002Flanggraph\u002Fpersistence",{"title":983,"url":984},{"title":1202,"url":1203},"Self-hosted guide and development server","https:\u002F\u002Fdocs.temporal.io\u002Fself-hosted-guide",{"title":1205,"url":1206},"Python SDK reference: workflow.wait_condition","https:\u002F\u002Fpython.temporal.io\u002Ftemporalio.workflow._context.html",{"title":1208,"url":1209},"Python SDK reference: ApplicationError","https:\u002F\u002Fpython.temporal.io\u002Ftemporalio.exceptions.ApplicationError.html","\u002Fimages\u002Fblog\u002Ftemporal\u002Fcover.webp","\u002Fimages\u002Fblog\u002Ftemporal\u002Fog.jpg",[79,80,81],"Temporal im Test: Agenten, die Abstürze überstehen und auf Menschen warten","Temporal im Test: Agenten als dauerhafte Workflows, in denen Retries, Freigaben und Timer Abstürze überstehen. Kosten, Datenschutz und wann du verzichtest.","Temporal: Ein Roboter hält ein Lesezeichen in einem Buch neben einer Standuhr.",{"slug":1217,"published":1218,"minutes":7,"category":8,"tags":1219,"tagPages":1223,"keywords":1224,"about":1233,"sources":1245,"cover":1336,"og":1337,"expertise":77,"locales":1338,"lang":80,"title":1339,"description":1340,"coverAlt":1341},"e2b","2026-10-02",[1220,192,1221,1114,1222],"Code sandbox","Firecracker","EU data residency",[198,1116],[1225,1226,1227,1228,1229,1230,1231,1232],"e2b sandbox","e2b preise","e2b vs modal vergleich","e2b selbst hosten","e2b code interpreter","ki-agent code-ausführung sandbox","e2b eu-region","firecracker microvm für ki-agenten",[1234,1237,1239,1242],{"name":1235,"url":1236},"E2B","https:\u002F\u002Fe2b.dev",{"name":1221,"url":1238},"https:\u002F\u002Ffirecracker-microvm.github.io\u002F",{"name":1240,"url":1241},"Kernel-based Virtual Machine","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FKernel-based_Virtual_Machine",{"name":1243,"url":1244},"General Data Protection Regulation","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FGeneral_Data_Protection_Regulation",[1246,1249,1252,1255,1258,1261,1264,1267,1270,1273,1276,1279,1282,1285,1288,1291,1294,1297,1300,1303,1306,1309,1312,1315,1318,1321,1324,1327,1330,1333],{"title":1247,"url":1248},"E2B documentation: isolated sandboxes for agents","https:\u002F\u002Fe2b.dev\u002Fdocs",{"title":1250,"url":1251},"E2B billing and limits: plans, rates and API rate limits","https:\u002F\u002Fdocs.e2b.dev\u002Fbilling",{"title":1253,"url":1254},"E2B: how long a sandbox lives, timeouts and auto-pause","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fsandbox-lifetime",{"title":1256,"url":1257},"E2B: sandbox persistence, pause and resume","https:\u002F\u002Fdocs.e2b.dev\u002Fsandbox\u002Fpersistence",{"title":1259,"url":1260},"E2B: how template builds work, snapshots and kernel versions","https:\u002F\u002Fdocs.e2b.dev\u002Ftemplate\u002Fhow-it-works",{"title":1262,"url":1263},"E2B: template quickstart, build limits and templates versus snapshots","https:\u002F\u002Fdocs.e2b.dev\u002Ftemplate\u002Fquickstart",{"title":1265,"url":1266},"E2B: running your first sandbox","https:\u002F\u002Fdocs.e2b.dev\u002Fquickstart",{"title":1268,"url":1269},"E2B: run Python code in the code interpreter","https:\u002F\u002Fdocs.e2b.dev\u002Fcode-interpreting\u002Fsupported-languages\u002Fpython",{"title":1271,"url":1272},"E2B: internet access controls","https:\u002F\u002Fdocs.e2b.dev\u002Fnetwork\u002Finternet-access",{"title":1274,"url":1275},"E2B: secrets injected by the egress proxy","https:\u002F\u002Fdocs.e2b.dev\u002Fsecrets",{"title":1277,"url":1278},"E2B: is it SOC 2 compliant? Trust Center, DPA and sub-processors","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fsecurity-and-compliance",{"title":1280,"url":1281},"E2B: can I run sandboxes in the EU?","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Feu-region",{"title":1283,"url":1284},"E2B: egress IP ranges and regions","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fegress-ip-ranges",{"title":1286,"url":1287},"E2B: does it support GPUs?","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fgpu-support",{"title":1289,"url":1290},"E2B: how to calculate the price of a sandbox, with current rates","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fcalculate-sandbox-price",{"title":1292,"url":1293},"E2B: Volumes beta limitations: file locking, mounts and regions","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fvolumes-beta-limitations",{"title":1295,"url":1296},"E2B: bring your own cloud (BYOC)","https:\u002F\u002Fdocs.e2b.dev\u002Fbyoc",{"title":1298,"url":1299},"E2B changelog: E2B Embed, the access token change and weekly releases","https:\u002F\u002Fdocs.e2b.dev\u002Fchangelog",{"title":1301,"url":1302},"E2B Embed: self-hosting on one machine (README)","https:\u002F\u002Fgithub.com\u002Fe2b-dev\u002Fruntime\u002Ftree\u002Fmain\u002Fembed",{"title":1304,"url":1305},"E2B Embed: Docker Compose requirements and sizing","https:\u002F\u002Fgithub.com\u002Fe2b-dev\u002Fruntime\u002Fblob\u002Fmain\u002Fembed\u002Fcompose\u002FREADME.md",{"title":1307,"url":1308},"E2B SDK repository, Apache-2.0","https:\u002F\u002Fgithub.com\u002Fe2b-dev\u002FE2B",{"title":1310,"url":1311},"Firecracker: lightweight microVMs on KVM","https:\u002F\u002Fgithub.com\u002Ffirecracker-microvm\u002Ffirecracker",{"title":1313,"url":1314},"Modal pricing: per-second CPU, memory and GPU","https:\u002F\u002Fmodal.com\u002Fpricing",{"title":1316,"url":1317},"Modal sandboxes: lifetime, gVisor and VM runtimes","https:\u002F\u002Fmodal.com\u002Fdocs\u002Fguide\u002Fsandbox",{"title":1319,"url":1320},"Modal region selection: region codes","https:\u002F\u002Fmodal.com\u002Fdocs\u002Fguide\u002Fregion-selection",{"title":1322,"url":1323},"Daytona pricing: vCPU and GiB rates","https:\u002F\u002Fwww.daytona.io\u002Fpricing",{"title":1325,"url":1326},"Daytona documentation: sandbox isolation and start time","https:\u002F\u002Fwww.daytona.io\u002Fdocs\u002Fen\u002F",{"title":1328,"url":1329},"Daytona regions: shared United States and Europe","https:\u002F\u002Fwww.daytona.io\u002Fdocs\u002Fen\u002Fregions\u002F",{"title":1331,"url":1332},"Docker security: kernel namespaces, control groups and capabilities","https:\u002F\u002Fdocs.docker.com\u002Fengine\u002Fsecurity\u002F",{"title":1334,"url":1335},"Regulation (EU) 2016\u002F679 (GDPR), EUR-Lex","https:\u002F\u002Feur-lex.europa.eu\u002Feli\u002Freg\u002F2016\u002F679\u002Foj","\u002Fimages\u002Fblog\u002Fe2b\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fe2b\u002Fog.jpg",[79,80,81],"E2B-Test: Firecracker-Sandboxes für Agenten-Code, nach Sekunden abgerechnet","E2B-Test: Agentenläufe in eigenen Firecracker-microVMs, mit Pause, Fortsetzung und Abrechnung pro Sekunde. Wo es passt und was die EU-Option kostet.","E2B-Sandboxes: Ein Roboter baut in einem Glaswürfel mit Klötzen, außen hängt eine Stoppuhr.",{"slug":1343,"published":1344,"minutes":88,"category":8,"tags":1345,"tagPages":1351,"keywords":1353,"about":1362,"sources":1370,"cover":1414,"og":1415,"expertise":77,"locales":1416,"lang":80,"title":1417,"description":1418,"coverAlt":1419},"ai-assisted-development-economics","2026-10-01",[1346,1347,1348,1349,1350],"AI coding agents","Developer productivity","Engineering economics","Team cost","GDPR",[1352],"gdpr",[1354,1355,1356,1357,1358,1359,1360,1361],"kosten coding-agenten","produktivität entwickler ki studie","metr ki entwickler verlangsamung","ki coding break-even kostenmodell","ein senior engineer vs team","ki coding-agent vs agentur","dora ki-bericht","dsgvo auftragsverarbeitung ki coding-tools",[1363,1364,1367],{"name":1243,"url":1244},{"name":1365,"url":1366},"Randomized controlled trial","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FRandomized_controlled_trial",{"name":1368,"url":1369},"Bus factor","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FBus_factor",[1371,1373,1376,1379,1382,1385,1387,1390,1393,1395,1398,1401,1403,1406,1408,1411],{"title":1372,"url":299},"METR: early-2025 AI and experienced open-source developers",{"title":1374,"url":1375},"Becker et al.: arXiv 2507.09089","https:\u002F\u002Farxiv.org\u002Fabs\u002F2507.09089",{"title":1377,"url":1378},"METR: developer productivity experiment design, February 2026","https:\u002F\u002Fmetr.org\u002Fblog\u002F2026-02-24-uplift-update\u002F",{"title":1380,"url":1381},"Peng et al.: GitHub Copilot controlled experiment, arXiv 2302.06590","https:\u002F\u002Farxiv.org\u002Fhtml\u002F2302.06590v1",{"title":1383,"url":1384},"Cui et al.: three field experiments with software developers","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fresearch\u002F?p=1148213",{"title":382,"url":1386},"https:\u002F\u002Fresearch.google\u002Fpubs\u002Fdora-2025-state-of-ai-assisted-software-development-report\u002F",{"title":1388,"url":1389},"Google Cloud: highlights from the 2024 DORA report","https:\u002F\u002Fcloud.google.com\u002Fblog\u002Fproducts\u002Fdevops-sre\u002Fannouncing-the-2024-dora-report",{"title":1391,"url":1392},"Stack Overflow: Developer Survey 2025, AI","https:\u002F\u002Fsurvey.stackoverflow.co\u002F2025\u002Fai",{"title":1394,"url":290},"Ziftci et al.: Migrating Code At Scale With LLMs At Google",{"title":1396,"url":1397},"Alshahwan et al.: Automated Unit Test Improvement using Large Language Models at Meta","https:\u002F\u002Farxiv.org\u002Fabs\u002F2402.09171",{"title":1399,"url":1400},"GitClear: AI Copilot Code Quality: 2025 Look Back at 12 Months of Data","https:\u002F\u002Fwww.gitclear.com\u002Fai_assistant_code_quality_2025_research",{"title":806,"url":1402},"https:\u002F\u002Feur-lex.europa.eu\u002Feli\u002Freg\u002F2016\u002F679\u002Foj\u002Feng",{"title":1404,"url":1405},"Anthropic: Commercial Terms of Service","https:\u002F\u002Fwww.anthropic.com\u002Flegal\u002Fcommercial-terms",{"title":1407,"url":786},"Claude: pricing",{"title":1409,"url":1410},"Claude Platform: data residency","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fbuild-with-claude\u002Fdata-residency",{"title":1412,"url":1413},"GitHub Copilot: plans and pricing","https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot\u002Fplans","\u002Fimages\u002Fblog\u002Fai-assisted-development-economics\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fai-assisted-development-economics\u002Fog.jpg",[79,80,81],"Ein Senior mit Coding-Agenten gegen ein Team: was die Belege sagen","Ein Senior mit Coding-Agenten gegen ein Team oder eine Agentur: was die Studien von METR, DORA, Microsoft und GitHub belegen und was nicht.","Senior mit Agenten vs. Team: Eine Waage wiegt eine Person mit zwei Robotern gegen eine Gruppe von vier Personen ab.",{"slug":1421,"published":1422,"updated":1344,"minutes":88,"category":8,"tags":1423,"tagPages":1428,"keywords":1429,"about":1438,"sources":1451,"cover":1491,"og":1492,"expertise":77,"locales":1493,"lang":80,"title":1494,"description":1495,"coverAlt":1496},"spec-driven-development-coding-agents","2026-09-30",[1424,13,1425,1426,1427],"Spec-driven development","Acceptance criteria","Plan mode","AI engineering",[17],[1430,1431,1432,1433,1434,1435,1436,1437],"spec-driven development erklärt","spezifikationsgetriebene entwicklung ki-agenten","akzeptanzkriterien für coding-agenten","ai coding-agent plan-modus","github spec kit einrichten","kiro specs anforderungen design tasks","vibe coding vs spec-driven development vergleich","ears anforderungssyntax",[1439,1442,1445,1448],{"name":1440,"url":1441},"Vibe coding","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FVibe_coding",{"name":1443,"url":1444},"GitHub Spec Kit","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fspec-kit",{"name":1446,"url":1447},"EARS (Easy Approach to Requirements Syntax)","https:\u002F\u002Falistairmavin.com\u002Fears\u002F",{"name":1449,"url":1450},"Kiro","https:\u002F\u002Fkiro.dev",[1452,1455,1457,1460,1463,1466,1468,1471,1474,1477,1479,1481,1484,1486,1488],{"title":1453,"url":1454},"Birgitta Böckeler: Understanding Spec-Driven-Development: Kiro, spec-kit, and Tessl (martinfowler.com, 15 October 2025)","https:\u002F\u002Fmartinfowler.com\u002Farticles\u002Fexploring-gen-ai\u002Fsdd-3-tools.html",{"title":1456,"url":1444},"GitHub Spec Kit: README",{"title":1458,"url":1459},"GitHub Spec Kit: spec-driven.md methodology","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fspec-kit\u002Fblob\u002Fmain\u002Fspec-driven.md",{"title":1461,"url":1462},"Kiro documentation: specs","https:\u002F\u002Fkiro.dev\u002Fdocs\u002Fspecs\u002F",{"title":1464,"url":1465},"Kiro: Introducing Kiro","https:\u002F\u002Fkiro.dev\u002Fblog\u002Fintroducing-kiro\u002F",{"title":1467,"url":1447},"Alistair Mavin: EARS, the Easy Approach to Requirements Syntax",{"title":1469,"url":1470},"Anthropic: Best practices for Claude Code","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fbest-practices",{"title":1472,"url":1473},"Cline documentation: Plan and Act","https:\u002F\u002Fdocs.cline.bot\u002Ffeatures\u002Fplan-and-act",{"title":1475,"url":1476},"OpenAI: Codex slash command reference","https:\u002F\u002Flearn.chatgpt.com\u002Fdocs\u002Freference\u002Fslash-commands",{"title":1478,"url":299},"METR: early-2025 AI and experienced open-source developer productivity (July 2025)",{"title":1480,"url":1378},"METR: We are changing our developer productivity experiment design (February 2026)",{"title":1482,"url":1483},"Thoughtworks Technology Radar: Spec-driven development","https:\u002F\u002Fwww.thoughtworks.com\u002Fradar\u002Ftechniques\u002Fspec-driven-development",{"title":1485,"url":1441},"Wikipedia: Vibe coding",{"title":1487,"url":71},"Anthropic: Claude API pricing",{"title":1489,"url":1490},"Anthropic: Prompt caching","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fbuild-with-claude\u002Fprompt-caching","\u002Fimages\u002Fblog\u002Fspec-driven-development-coding-agents\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fspec-driven-development-coding-agents\u002Fog.jpg",[79,80,81],"Spec-driven Development für Coding-Agenten: den Plan vor dem Code festlegen","Vibe Coding scheitert an echten Codebasen: Schreib eine Spec mit Akzeptanzkriterien, Plan und Tasks, lass den Agenten abhaken und prüfe vor dem Code.","Spec-driven Development: Eine Person und ein Roboter geben sich über einem Bauplan die Hand, daneben Bausteine.",{"slug":1498,"published":1422,"updated":1218,"minutes":1499,"category":8,"tags":1500,"tagPages":1504,"keywords":1505,"about":1516,"sources":1524,"cover":1561,"og":1562,"expertise":77,"locales":1563,"lang":80,"title":1564,"description":1565,"coverAlt":1566},"openai-dots-always-on-agents-impact",14,[1501,192,1502,1503],"OpenAI dots","GPT-6 Astra","AI governance",[198],[1506,1507,1508,1509,1510,1511,1512,1513,1514,1515],"openai dots","was sind openai dots","openai dots auswirkungen","always-on ki-agenten","gpt-6 astra agenten","dots auto-review custom rules","spezialisierte dots für unternehmen","openai dots eu verfügbarkeit","openai devday 2026 ankündigungen","ki-agenten am arbeitsplatz",[1517,1520,1523],{"name":1518,"url":1519},"OpenAI","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FOpenAI",{"name":1521,"url":1522},"ChatGPT","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FChatGPT",{"name":213,"url":214},[1525,1528,1531,1534,1537,1540,1543,1546,1549,1552,1555,1558],{"title":1526,"url":1527},"OpenAI: Introducing dots (29 September 2026)","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-dots\u002F",{"title":1529,"url":1530},"OpenAI: How we build safety, security and privacy into dots","https:\u002F\u002Fopenai.com\u002Findex\u002Fhow-we-build-safety-security-and-privacy-into-dots\u002F",{"title":1532,"url":1533},"OpenAI Help Center: Dots privacy, security, and safety FAQs","https:\u002F\u002Fhelp.openai.com\u002Fen\u002Farticles\u002F20001529-dots-privacy-security-and-safety-faqs",{"title":1535,"url":1536},"TechCrunch: OpenAI launches Dots, its bubbly agentic avatar","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F09\u002F29\u002Fopenai-launches-dots-its-bubbly-agentic-avatar\u002F",{"title":1538,"url":1539},"Unite.AI: OpenAI rolls out dots agents powered by GPT-6 Astra in ChatGPT","https:\u002F\u002Fwww.unite.ai\u002Fopenai-rolls-out-dots-agents-powered-by-gpt-6-astra-in-chatgpt\u002F",{"title":1541,"url":1542},"MediaNama: OpenAI launches dots that keep working without user prompts","https:\u002F\u002Fwww.medianama.com\u002F2026\u002F10\u002F223-openai-launches-dots-devday-2026\u002F",{"title":1544,"url":1545},"PYMNTS: OpenAI launches dots to capture AI agent market","https:\u002F\u002Fwww.pymnts.com\u002Fnews\u002Fartificial-intelligence\u002F2026\u002Fopenai-launches-dots-to-capture-ai-agent-market\u002F",{"title":1547,"url":1548},"Yahoo Finance: OpenAI debuts Dots AI agents in challenge to Meta's Muse","https:\u002F\u002Ffinance.yahoo.com\u002Ftechnology\u002Farticle\u002Fopenai-debuts-dots-ai-agents-in-challenge-to-metas-popular-muse-agent-174616593.html",{"title":1550,"url":1551},"CNBC: OpenAI abandons plan to release upcoming model as safety concerns escalate","https:\u002F\u002Fwww.cnbc.com\u002F2026\u002F09\u002F28\u002Fopenai-abandons-plan-to-release-upcoming-model-as-safety-concerns-escalate.html",{"title":1553,"url":1554},"The Hacker News: OpenAI shelves GPT-6.1 Astra after tests find deception and unauthorized actions","https:\u002F\u002Fthehackernews.com\u002F2026\u002F09\u002Fopenai-shelves-gpt-61-astra-after-tests.html",{"title":1556,"url":1557},"Al Jazeera: OpenAI launches dots, personal AI assistant built to handle everything","https:\u002F\u002Fwww.aljazeera.com\u002Feconomy\u002F2026\u002F9\u002F30\u002Fopenai-launches-dots-personal-ai-assistant-built-to-handle-everything",{"title":1559,"url":1560},"RedactSure: Do OpenAI dots Custom Rules control what the agent sees?","https:\u002F\u002Fredactsure.com\u002Fresearch\u002Fdo-openai-dots-custom-rules-control-what-the-agent-sees","\u002Fimages\u002Fblog\u002Fopenai-dots-always-on-agents-impact\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fopenai-dots-always-on-agents-impact\u002Fog.jpg",[79,80,81],"OpenAI dots: Was Always-on-Agenten verändern werden, und was nicht","OpenAI dots: Always-on-Agenten auf GPT-6 Astra mit eigenem Rechner. Was läuft, wo die Schutzmechanismen enden und was das für Arbeit und Europa heißt.","OpenAI dots: Ein Leuchtturm leuchtet stetig über ruhiger See, am Himmel Sonne und Mond.",{"slug":1568,"published":1569,"updated":1570,"minutes":994,"category":8,"tags":1571,"tagPages":1575,"keywords":1576,"about":1583,"sources":1586,"cover":1622,"og":1623,"expertise":77,"locales":1624,"lang":80,"title":1625,"description":1626,"coverAlt":1627},"mcp-reference-servers","2026-09-25","2026-10-05",[195,1572,1573,1574],"Reference servers","Tool protocol","Server SDKs",[199],[1577,1578,1579,1580,1581,1582],"mcp referenzserver","modelcontextprotocol servers review","mcp server schreiben","mcp server beispiele","mcp server sdk vergleich","mcp server sicherheit",[1584],{"name":216,"url":1585},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FModel_Context_Protocol",[1587,1590,1593,1596,1599,1602,1605,1608,1611,1613,1616,1619],{"title":1588,"url":1589},"MCP reference servers repository","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers",{"title":1591,"url":1592},"Repository README and server list","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002FREADME.md",{"title":1594,"url":1595},"Security policy","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002FSECURITY.md",{"title":1597,"url":1598},"Release process and trusted publishing","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002FRELEASING.md",{"title":1600,"url":1601},"Filesystem server README","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002Fsrc\u002Ffilesystem\u002FREADME.md",{"title":1603,"url":1604},"Everything server feature list","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002Fsrc\u002Feverything\u002Fdocs\u002Ffeatures.md",{"title":1606,"url":1607},"MCP Registry","https:\u002F\u002Fregistry.modelcontextprotocol.io\u002F",{"title":1609,"url":1610},"Archived reference servers","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers-archived",{"title":1612,"url":217},"Model Context Protocol documentation",{"title":1614,"url":1615},"TypeScript MCP SDK","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Ftypescript-sdk",{"title":1617,"url":1618},"Python MCP SDK","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fpython-sdk",{"title":1620,"url":1621},"FastMCP on PyPI","https:\u002F\u002Fpypi.org\u002Fproject\u002Ffastmcp\u002F","\u002Fimages\u002Fblog\u002Fmcp-reference-servers\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fmcp-reference-servers\u002Fog.jpg",[79,80,81],"MCP-Referenzserver: was sie zeigen und was sie auslassen","Review von modelcontextprotocol\u002Fservers: sieben Referenzserver, was jeder lehrt, die SDK-Versionen dahinter und warum keiner in Produktion gehört.","MCP-Referenzserver: Ein Pappmodell eines Hauses neben einer echten Tür, Bauplänen und Lineal.",{"slug":1629,"published":1630,"updated":1344,"minutes":393,"category":8,"tags":1631,"tagPages":1634,"keywords":1635,"about":1643,"sources":1649,"cover":1666,"og":1667,"expertise":77,"locales":1668,"lang":80,"title":1669,"description":1670,"coverAlt":1671},"aider","2026-09-23",[13,716,1632,1633,717],"Git workflow","BYO key",[17,720],[1629,1636,1637,1638,1639,1640,1641,1642],"aider vs claude code vergleich","aider polyglot benchmark","ki pair programming terminal","aider leaderboard","open-source coding-agent","aider architect-modus","aider installation",[1644,1646],{"name":1645,"url":801},"Aider",{"name":1647,"url":1648},"Aider on GitHub","https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[1650,1652,1655,1658,1661,1663],{"title":1651,"url":801},"Aider website",{"title":1653,"url":1654},"Aider LLM leaderboards","https:\u002F\u002Faider.chat\u002Fdocs\u002Fleaderboards\u002F",{"title":1656,"url":1657},"Aider linting and testing","https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Flint-test.html",{"title":1659,"url":1660},"Aider token limits","https:\u002F\u002Faider.chat\u002Fdocs\u002Ftroubleshooting\u002Ftoken-limits.html",{"title":1662,"url":1648},"Aider repository on GitHub",{"title":1664,"url":1665},"aider-chat on PyPI","https:\u002F\u002Fpypi.org\u002Fproject\u002Faider-chat\u002F","\u002Fimages\u002Fblog\u002Faider\u002Fcover.webp","\u002Fimages\u002Fblog\u002Faider\u002Fog.jpg",[79,80,81],"Aider im Test: Pair Programming im Terminal, git zuerst","Ein Test von Aider 0.86.2, ein Apache-2.0-Terminal-Pair-Programmierer mit ehrlichem Benchmark — und ohne Release seit acht Monaten.","Aider: Eine menschliche Hand und eine Roboterhand tippen auf einer Tastatur unter einem Git-Zweig.",{"slug":1673,"published":1674,"updated":1218,"minutes":393,"category":8,"tags":1675,"tagPages":1680,"keywords":1684,"about":1693,"sources":1703,"cover":1731,"og":1732,"expertise":77,"locales":1733,"lang":80,"title":1734,"description":1735,"coverAlt":1736},"openai-agents-sdk","2026-09-11",[1676,1677,1678,195,1679],"Agent runtime","Tracing","Guardrails","Python",[1681,1682,199,1683],"tracing","guardrails","python",[1685,1686,1687,1688,1689,1690,1691,1692],"openai agents sdk","openai agents sdk vs langgraph vergleich","python agent-framework vergleich","openai agents sdk guardrails einrichten","agenten-läufe tracing tool-calls","openai agents sdk freigabe","openai-agents pypi","agents sdk vs responses api vergleich",[1694,1697,1700],{"name":1695,"url":1696},"Model context protocol","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FModel_context_protocol",{"name":1698,"url":1699},"Software framework","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FSoftware_framework",{"name":1701,"url":1702},"Agentic AI","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FAgentic_AI",[1704,1706,1709,1712,1715,1717,1720,1722,1725,1728],{"title":1705,"url":963},"OpenAI Agents SDK documentation: Intro, and Agents SDK or Responses API",{"title":1707,"url":1708},"OpenAI Agents SDK documentation: Running agents","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Frunning_agents\u002F",{"title":1710,"url":1711},"OpenAI Agents SDK documentation: Guardrails","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Fguardrails\u002F",{"title":1713,"url":1714},"OpenAI Agents SDK documentation: Human-in-the-loop","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Fhuman_in_the_loop\u002F",{"title":1716,"url":966},"OpenAI Agents SDK documentation: Tracing",{"title":1718,"url":1719},"OpenAI Agents SDK documentation: Configuration","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Fconfig\u002F",{"title":1721,"url":972},"openai-agents 0.23.1 on PyPI, release history and licence",{"title":1723,"url":1724},"OpenAI: The next evolution of the Agents SDK (15 April 2026)","https:\u002F\u002Fopenai.com\u002Findex\u002Fthe-next-evolution-of-the-agents-sdk\u002F",{"title":1726,"url":1727},"OpenAI API documentation: Agents, comparison of the three runtimes","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Fagents",{"title":1729,"url":1730},"Arize: AI agent frameworks compared (1 October 2026)","https:\u002F\u002Farize.com\u002Fai-agents\u002Fagent-frameworks\u002F","\u002Fimages\u002Fblog\u002Fopenai-agents-sdk\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fopenai-agents-sdk\u002Fog.jpg",[79,80,81],"OpenAI Agents SDK: eine schlanke Agent-Runtime mit scharfen Kanten","Eine Bewertung des OpenAI Agents SDK: Runner-Schleife, Tracing, Guardrails und Approvals, plus was Release-Tempo und die Responses-only-Funktionen kosten.","OpenAI Agents SDK: Ein kleiner offener Werkzeugkoffer, darin ein Cuttermesser mit scharfer Klinge.",{"slug":1738,"published":1739,"updated":1218,"minutes":1740,"category":8,"tags":1741,"tagPages":1744,"keywords":1745,"about":1756,"sources":1762,"cover":1806,"og":1807,"expertise":77,"locales":1808,"lang":80,"title":1809,"description":1810,"coverAlt":1811},"ai-agent-memory-design","2026-09-10",13,[1742,397,1743,1350],"AI agent memory","Memory poisoning",[401,1352],[1746,1747,1748,1749,1750,1751,1752,1753,1754,1755],"memory für ki-agenten entwerfen","langzeitgedächtnis für ki-agenten","episodisches semantisches prozedurales gedächtnis llm","agent memory architektur","chatgpt memory vs claude memory","claude memory tool","ki-memory poisoning","llm kontext-kompaktierung","ki-agent memory dsgvo","kurzzeit- vs langzeitgedächtnis agenten",[1757,1758,1759],{"name":213,"url":214},{"name":1243,"url":1244},{"name":1760,"url":1761},"Prompt injection","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPrompt_injection",[1763,1765,1767,1769,1772,1775,1778,1781,1784,1787,1790,1793,1796,1797,1800,1803],{"title":1764,"url":448},"Anthropic docs: Memory tool",{"title":1766,"url":445},"Anthropic docs: Context editing",{"title":1768,"url":434},"Anthropic Engineering: Effective context engineering for AI agents",{"title":1770,"url":1771},"Sumers et al.: Cognitive Architectures for Language Agents (CoALA)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2309.02427",{"title":1773,"url":1774},"Packer et al.: MemGPT, Towards LLMs as Operating Systems","https:\u002F\u002Farxiv.org\u002Fabs\u002F2310.08560",{"title":1776,"url":1777},"Park et al.: Generative Agents, Interactive Simulacra of Human Behavior","https:\u002F\u002Farxiv.org\u002Fabs\u002F2304.03442",{"title":1779,"url":1780},"Unit 42: When AI Remembers Too Much, persistent behaviors in agents memory","https:\u002F\u002Funit42.paloaltonetworks.com\u002Findirect-prompt-injection-poisons-ai-longterm-memory\u002F",{"title":1782,"url":1783},"From Untrusted Input to Trusted Memory: A Systematic Study of Memory Poisoning Attacks in LLM Agents (preprint)","https:\u002F\u002Farxiv.org\u002Fhtml\u002F2606.04329v1",{"title":1785,"url":1786},"The Hacker News: ChatGPT macOS flaw could have enabled long-term spyware via memory function","https:\u002F\u002Fthehackernews.com\u002F2024\u002F09\u002Fchatgpt-macos-flaw-couldve-enabled-long.html",{"title":1788,"url":1789},"Vectorize: OWASP ASI06, Memory and Context Poisoning explained","https:\u002F\u002Fvectorize.io\u002Farticles\u002Fowasp-asi06",{"title":1791,"url":1792},"Claude Help Center: Use chat search and memory to build on previous context","https:\u002F\u002Fsupport.claude.com\u002Fen\u002Farticles\u002F11817273-use-claude-s-chat-search-and-memory-to-build-on-previous-context",{"title":1794,"url":1795},"OpenAI Help Center: Memory in ChatGPT","https:\u002F\u002Fhelp.openai.com\u002Fen\u002Farticles\u002F8590148-memory-faq",{"title":1532,"url":1533},{"title":1798,"url":1799},"Flavio Copes: A deep dive into OpenAI dots (quotes the dots documentation on memory)","https:\u002F\u002Fflaviocopes.com\u002Fopenai-dots\u002F",{"title":1801,"url":1802},"GDPR Article 5: Principles relating to processing of personal data","https:\u002F\u002Fgdpr-info.eu\u002Fart-5-gdpr\u002F",{"title":1804,"url":1805},"GDPR Article 17: Right to erasure","https:\u002F\u002Fgdpr-info.eu\u002Fart-17-gdpr\u002F","\u002Fimages\u002Fblog\u002Fai-agent-memory-design\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fai-agent-memory-design\u002Fog.jpg",[79,80,81],"Memory für KI-Agenten entwerfen: Ebenen, Schreibregeln, Poisoning und DSGVO","So entwirfst du das Gedächtnis von KI-Agenten: Kontext, Session, Langzeit, was du speicherst und nie speicherst, Retrieval, Compaction, Poisoning, DSGVO.","Memory für Agenten: Ein Roboter legt eine Karteikarte in die offene Schublade eines Schranks mit drei Fächern.",{"slug":1813,"published":1814,"updated":1815,"minutes":994,"category":8,"tags":1816,"tagPages":1821,"keywords":1822,"about":1830,"sources":1838,"cover":1859,"og":1860,"expertise":77,"locales":1861,"lang":80,"title":1862,"description":1863,"coverAlt":1864},"openhands","2026-09-09","2026-10-06",[13,1817,1818,1819,1820],"Sandboxed execution","Automations","Self-hosted","MIT licence",[17],[1813,1823,1824,1825,1826,1827,1828,1829],"openhands selbst hosten","open hands coding-agent","openhands vs claude code vergleich","openhands canvas","openhands docker-sandbox einrichten","open-source coding-agent selbst hosten","openhands cloud preise",[1831,1834,1837],{"name":1832,"url":1833},"OpenHands","https:\u002F\u002Fwww.openhands.dev",{"name":1835,"url":1836},"OpenHands on GitHub","https:\u002F\u002Fgithub.com\u002FOpenHands\u002FOpenHands",{"name":213,"url":214},[1839,1841,1844,1847,1850,1853,1856],{"title":1840,"url":1836},"OpenHands README",{"title":1842,"url":1843},"OpenHands licence (MIT)","https:\u002F\u002Fgithub.com\u002FOpenHands\u002FOpenHands\u002Fblob\u002Fmain\u002FLICENSE",{"title":1845,"url":1846},"Agent Canvas 1.25.0 release notes","https:\u002F\u002Fdocs.openhands.dev\u002Fopenhands\u002Fusage\u002Fagent-canvas\u002Frelease-notes\u002Fv1.25.0.md",{"title":1848,"url":1849},"OpenHands sandbox overview","https:\u002F\u002Fdocs.openhands.dev\u002Fopenhands\u002Fusage\u002Fsandboxes\u002Foverview.md",{"title":1851,"url":1852},"OpenHands quick start","https:\u002F\u002Fdocs.openhands.dev\u002Fopenhands\u002Fusage\u002Finstallation",{"title":1854,"url":1855},"OpenHands pricing","https:\u002F\u002Fwww.openhands.dev\u002Fpricing",{"title":1857,"url":1858},"Introducing the OpenHands Index","https:\u002F\u002Fwww.openhands.dev\u002Fblog\u002Fintroducing-the-openhands-index","\u002Fimages\u002Fblog\u002Fopenhands\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fopenhands\u002Fog.jpg",[79,80,81],"OpenHands: der Open-Source-Coding-Agent im Eigenbetrieb","OpenHands 1.25.0: MIT-Coding-Agent-Plattform mit Web-Canvas, CLI, Sandbox und geplanten Automatisierungen. Stärken und Betriebskosten im Review.","OpenHands: Zwei offene Hände halten einen kleinen Roboter hoch, umgeben von Zahnrädern.",{"slug":1866,"published":1867,"minutes":640,"category":8,"tags":1868,"tagPages":1873,"keywords":1874,"about":1884,"sources":1893,"cover":1916,"og":1917,"expertise":77,"locales":1918,"lang":80,"title":1919,"description":1920,"coverAlt":1921},"harness-engineering-coding-agents","2026-09-04",[1869,13,1870,1871,1872],"Harness engineering","Code quality","Mutation testing","TDD",[17],[1875,1876,1877,1878,1879,1880,1881,1882,1883],"harness engineering erklärt","harness engineering coding-agenten","ki-codequalität","coding-agent leitplanken","mutation testing ki-generierte tests","red\u002Fgreen tdd mit ki-agenten","guides und sensors coding-agenten","ki-agent pull requests mergebar machen","kann man tests von ki vertrauen",[1885,1887,1890],{"name":1871,"url":1886},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FMutation_testing",{"name":1888,"url":1889},"Test-driven development","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FTest-driven_development",{"name":1891,"url":1892},"Static program analysis","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FStatic_program_analysis",[1894,1897,1900,1903,1906,1907,1910,1913],{"title":1895,"url":1896},"Birgitta Böckeler: Harness engineering for coding agent users (Apr 2026)","https:\u002F\u002Fmartinfowler.com\u002Farticles\u002Fharness-engineering.html",{"title":1898,"url":1899},"Birgitta Böckeler: Maintainability sensors for coding agents (May 2026)","https:\u002F\u002Fmartinfowler.com\u002Farticles\u002Fsensors-for-coding-agents.html",{"title":1901,"url":1902},"Simon Willison: Agentic Engineering Patterns","https:\u002F\u002Fsimonwillison.net\u002Fguides\u002Fagentic-engineering-patterns\u002F",{"title":1904,"url":1905},"Simon Willison: First run the tests","https:\u002F\u002Fsimonwillison.net\u002Fguides\u002Fagentic-engineering-patterns\u002Ffirst-run-the-tests\u002F",{"title":436,"url":293},{"title":1908,"url":1909},"Claude Code docs: How Claude remembers your project","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fmemory",{"title":1911,"url":1912},"Stryker Mutator documentation","https:\u002F\u002Fstryker-mutator.io\u002Fdocs\u002F",{"title":1914,"url":1915},"Infection: command line options","https:\u002F\u002Finfection.github.io\u002Fguide\u002Fcommand-line-options.html","\u002Fimages\u002Fblog\u002Fharness-engineering-coding-agents\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fharness-engineering-coding-agents\u002Fog.jpg",[79,80,81],"Harness Engineering: Guides und Sensors, die Agent-PRs mergebar machen","Harness Engineering für Coding-Agenten: Guides und Sensors, wo jede Prüfung laufen soll, Rot\u002FGrün-TDD und Mutationstests für die Tests des Agenten.","Harness Engineering: Ein Roboter geht einen schmalen Weg mit Führungsschienen und Sensorpfosten zu einem offenen Tor.",{"slug":1923,"published":1924,"minutes":393,"category":8,"tags":1925,"tagPages":1929,"keywords":1930,"about":1938,"sources":1942,"cover":1961,"og":1962,"expertise":77,"locales":1963,"lang":80,"title":1964,"description":1965,"coverAlt":1966},"cursor","2026-09-02",[1926,13,1927,1928,195],"AI code editor","CLI","Usage-based pricing",[17,199],[1923,1931,1932,1933,1934,1935,1936,1937],"cursor test","cursor vs github copilot vergleich","cursor kosten","cursor cli","ki code-editor","cursor nutzungslimits","cursor pro plus",[1939],{"name":1940,"url":1941},"Cursor","https:\u002F\u002Fcursor.com",[1943,1946,1949,1952,1954,1955,1958],{"title":1944,"url":1945},"Cursor pricing","https:\u002F\u002Fcursor.com\u002Fpricing",{"title":1947,"url":1948},"Cursor models and pricing docs","https:\u002F\u002Fcursor.com\u002Fdocs\u002Fmodels-and-pricing",{"title":1950,"url":1951},"Cursor CLI documentation","https:\u002F\u002Fcursor.com\u002Fdocs\u002Fcli\u002Foverview",{"title":1953,"url":1413},"GitHub Copilot plans",{"title":1076,"url":786},{"title":1956,"url":1957},"Claude Code cost documentation","https:\u002F\u002Fdocs.claude.com\u002Fen\u002Fdocs\u002Fclaude-code\u002Fcosts",{"title":1959,"url":1960},"Cline pricing","https:\u002F\u002Fcline.bot\u002Fpricing","\u002Fimages\u002Fblog\u002Fcursor\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fcursor\u002Fog.jpg",[79,80,81],"Cursor im Test: ein KI-Code-Editor, der über den Listenpreis hinaus abrechnet","Cursor im Test: Editor, Terminal-Agent und Cloud-Läufe in einem Abo. Was die Nutzungs-Pools kosten und wann Copilot, Claude Code oder Cline besser sind.","Cursor: Ein großer Mauszeiger mit Preisschild und längerem Beleg steht neben einem Editorfenster.",{"slug":16,"published":1968,"updated":1815,"minutes":393,"category":8,"tags":1969,"tagPages":1973,"keywords":1974,"about":1983,"sources":1991,"cover":2023,"og":2024,"expertise":77,"locales":2025,"lang":80,"title":2026,"description":2027,"coverAlt":2028},"2026-08-31",[996,1970,1971,195,1972],"Hooks","Subagents","Sandbox",[199],[1975,1976,1977,1978,1979,1980,1981,1982],"claude code","claude code kosten","claude code hooks anleitung","claude code vs cursor vergleich","claude code bash-sandbox","claude code subagenten","claude code kontextfenster","coding-agent vergleich",[1984,1987,1988],{"name":1985,"url":1986},"Claude (language model)","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FClaude_(language_model)",{"name":216,"url":1585},{"name":1989,"url":1990},"Software carpentry","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FSoftware_carpentry",[1992,1995,1998,2001,2004,2007,2009,2012,2015,2018,2020],{"title":1993,"url":1994},"Claude Code documentation: overview","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",{"title":1996,"url":1997},"Claude Code documentation: how Claude Code works","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fhow-claude-code-works",{"title":1999,"url":2000},"Claude Code documentation: extend Claude Code","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Ffeatures-overview",{"title":2002,"url":2003},"Claude Code documentation: hooks reference","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fhooks",{"title":2005,"url":2006},"Claude Code documentation: configure permissions","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fpermissions",{"title":2008,"url":1088},"Claude Code documentation: sandboxing",{"title":2010,"url":2011},"Claude Code documentation: manage costs effectively","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcosts",{"title":2013,"url":2014},"Claude Code documentation: explore the context window","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcontext-window",{"title":2016,"url":2017},"Claude Code changelog","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fchangelog",{"title":2019,"url":71},"Claude Platform pricing: model list prices and prompt caching",{"title":2021,"url":2022},"Anthropic pricing: Claude Free, Pro, Max, Team and Enterprise","https:\u002F\u002Fwww.anthropic.com\u002Fpricing","\u002Fimages\u002Fblog\u002Fclaude-code\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fclaude-code\u002Fog.jpg",[79,80,81],"Claude Code: der Coding-Agent im Terminal, im Test","Claude Code im Test: Erweiterungspunkte, echte Kosten pro Entwickler und die genaue Grenze der Bash-Sandbox.","Claude Code: Ein kleiner Roboter mit Schraubenschlüssel klettert aus einem Terminalfenster.",{"slug":2030,"published":1968,"updated":2031,"minutes":88,"category":8,"tags":2032,"tagPages":2034,"keywords":2035,"about":2044,"sources":2049,"cover":2079,"og":2080,"expertise":77,"locales":2081,"lang":80,"title":2082,"description":2083,"coverAlt":2084},"openai-codex-cli","2026-09-29",[13,716,1972,324,2033],"Rust",[17],[2036,2037,2038,2039,2040,2041,2042,2043],"openai codex cli test","codex cli config.toml konfigurieren","codex exec in ci","codex sandbox-modus","codex vs claude code vergleich","codex cli erfahrungen","codex cli preise","agents.md für codex",[2045,2048],{"name":2046,"url":2047},"OpenAI Codex","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex",{"name":216,"url":1585},[2050,2053,2056,2059,2062,2065,2068,2071,2073,2076],{"title":2051,"url":2052},"Codex CLI documentation","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcli",{"title":2054,"url":2055},"Codex: configuration","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fconfiguration",{"title":2057,"url":2058},"Codex: sample configuration","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fconfig-file\u002Fconfig-sample",{"title":2060,"url":2061},"Codex: permissions","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fpermission-modes",{"title":2063,"url":2064},"Codex: non-interactive mode","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fnon-interactive-mode",{"title":2066,"url":2067},"Codex: authentication","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fauth",{"title":2069,"url":2070},"Codex: Model Context Protocol","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fextend\u002Fmcp",{"title":2072,"url":374},"Codex: pricing",{"title":2074,"url":2075},"Codex: open-source components","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fopen-source",{"title":2077,"url":2078},"Codex changelog","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fchangelog","\u002Fimages\u002Fblog\u002Fopenai-codex-cli\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fopenai-codex-cli\u002Fog.jpg",[79,80,81],"OpenAI Codex CLI: der Agent, der Rechte als Konfigurationsdatei behandelt","OpenAI Codex CLI: quelloffener Terminal-Agent. Wie Sandbox, Freigaberichtlinie und config.toml zu bewerten sind und was unbewachte CI-Läufe kosten.","OpenAI Codex CLI: Ein Roboter betrachtet eine Reihe Kippschalter neben einem Terminalfenster.",{"slug":2086,"published":2087,"updated":1630,"minutes":2088,"category":8,"tags":2089,"tagPages":2092,"keywords":2093,"about":2106,"sources":2112,"cover":2170,"og":2171,"expertise":77,"locales":2172,"lang":80,"title":2173,"description":2174,"coverAlt":2175},"token-saving-tools-coding-agents-top-20","2026-08-26",17,[11,2090,397,2091],"token usage","developer tools",[16,401],[2094,2095,2096,2097,2098,2099,2100,2101,2102,2103,2104,2105],"claude code token-verbrauch senken","token-sparer coding-agenten","rtk token killer tool","lean-ctx","context-mode mcp server","serena mcp server","repomix komprimieren","mcp tool-suche","prompt caching kosten","ccusage","coding-agent kosten senken","kontext-engineering tokens",[2107,2108,2109],{"name":732,"url":733},{"name":1985,"url":1986},{"name":2110,"url":2111},"Prompt engineering","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPrompt_engineering",[2113,2116,2119,2122,2125,2128,2131,2134,2137,2140,2143,2146,2149,2152,2155,2158,2161,2163,2166,2168],{"title":2114,"url":2115},"rtk: a CLI proxy that filters shell output for coding agents (GitHub)","https:\u002F\u002Fgithub.com\u002Frtk-ai\u002Frtk",{"title":2117,"url":2118},"lean-ctx: context read modes and shell compression for coding agents (GitHub)","https:\u002F\u002Fgithub.com\u002Fyvgude\u002Flean-ctx",{"title":2120,"url":2121},"context-mode: sandboxed tool output with SQLite FTS5 search (GitHub)","https:\u002F\u002Fgithub.com\u002Fmksglu\u002Fcontext-mode",{"title":2123,"url":2124},"Serena: semantic code retrieval and editing over MCP (GitHub)","https:\u002F\u002Fgithub.com\u002Foraios\u002Fserena",{"title":2126,"url":2127},"token-savior: symbol index, memory and bash compaction over MCP (GitHub)","https:\u002F\u002Fgithub.com\u002FMibayy\u002Ftoken-savior",{"title":2129,"url":2130},"code-review-graph: a code graph for blast-radius reviews (GitHub)","https:\u002F\u002Fgithub.com\u002Ftirth8205\u002Fcode-review-graph",{"title":2132,"url":2133},"Aider documentation: repository map","https:\u002F\u002Faider.chat\u002Fdocs\u002Frepomap.html",{"title":2135,"url":2136},"Repomix: pack a repository into one AI-friendly file (GitHub)","https:\u002F\u002Fgithub.com\u002Fyamadashy\u002Frepomix",{"title":2138,"url":2139},"Context7: up-to-date library documentation for LLMs (GitHub)","https:\u002F\u002Fgithub.com\u002Fupstash\u002Fcontext7",{"title":2141,"url":2142},"claude-context: hybrid code search MCP (GitHub)","https:\u002F\u002Fgithub.com\u002Fzilliztech\u002Fclaude-context",{"title":2144,"url":2145},"caveman: terse output modes for coding agents (GitHub)","https:\u002F\u002Fgithub.com\u002FJuliusBrussee\u002Fcaveman",{"title":2147,"url":2148},"claude-token-efficient: an eight-rule CLAUDE.md (GitHub)","https:\u002F\u002Fgithub.com\u002Fdrona23\u002Fclaude-token-efficient",{"title":2150,"url":2151},"claude-code-router: a local model gateway for coding agents (GitHub)","https:\u002F\u002Fgithub.com\u002Fmusistudio\u002Fclaude-code-router",{"title":2153,"url":2154},"ccusage: token and cost reports from local agent logs (GitHub)","https:\u002F\u002Fgithub.com\u002Fryoppippi\u002Fccusage",{"title":2156,"url":2157},"LLMLingua: prompt compression (Microsoft, GitHub)","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002FLLMLingua",{"title":2159,"url":2160},"ComputingForGeeks: tools that reduce Claude Code token usage, tested (April 2026)","https:\u002F\u002Fcomputingforgeeks.com\u002Freduce-claude-code-token-usage-tools\u002F",{"title":2162,"url":2011},"Claude Code docs: manage costs effectively",{"title":2164,"url":2165},"Claude Code docs: MCP, output limits and tool search","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fmcp",{"title":2167,"url":236},"Claude API docs: tool search tool",{"title":2169,"url":1490},"Claude API docs: prompt caching","\u002Fimages\u002Fblog\u002Ftoken-saving-tools-coding-agents-top-20\u002Fcover.webp","\u002Fimages\u002Fblog\u002Ftoken-saving-tools-coding-agents-top-20\u002Fog.jpg",[79,80,81],"Top 20 Wege, Tokens bei Coding-Agents zu sparen: rtk, lean-ctx, Serena und mehr, nach Belegen gerankt","Top 20 Token-Sparer für Coding-Agents nach Belegen: rtk, lean-ctx, context-mode, Serena und 16 weitere, mit eigenen Messungen an einer Nuxt-Codebasis.","Token-Sparwerkzeuge: Eine Presse macht aus einem hohen Münzstapel einen niedrigen, daneben ein Roboter mit Pokal.",{"slug":2177,"published":2178,"minutes":393,"category":8,"tags":2179,"tagPages":2182,"keywords":2183,"about":2191,"sources":2202,"cover":2226,"og":2227,"expertise":77,"locales":2228,"lang":80,"title":2229,"description":2230,"coverAlt":2231},"github-copilot-coding-agent","2026-08-10",[13,92,2180,2181,90],"GitHub Actions","AI credits",[17],[2184,2185,2186,2187,2188,2189,2190],"github copilot coding agent test","github copilot cloud-agent","copilot coding agent einschränkungen","github copilot preise ai-credits","github copilot vs claude code vergleich","copilot agent tasks api nutzen","pull request agent review",[2192,2195,2197,2199],{"name":2193,"url":2194},"GitHub Copilot","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FGitHub_Copilot",{"name":2180,"url":2196},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FGitHub_Actions",{"name":344,"url":2198},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPull_request",{"name":2200,"url":2201},"Static application security testing","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FStatic_application_security_testing",[2203,2206,2209,2212,2215,2218,2221,2224],{"title":2204,"url":2205},"GitHub Docs: GitHub Copilot on GitHub.com, workflow and limitations","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fconcepts\u002Fagents\u002Fcloud-agent\u002Fabout-cloud-agent",{"title":2207,"url":2208},"GitHub Docs: Application card, GitHub Copilot Agents","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fresponsible-use\u002Fcopilot-coding-agent",{"title":2210,"url":2211},"GitHub Docs: Plans for GitHub Copilot, prices and AI credits","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fget-started\u002Fplans",{"title":2213,"url":2214},"GitHub Docs: Using Copilot cloud agent via the REST and GraphQL API","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fhow-tos\u002Fuse-copilot-agents\u002Fcloud-agent\u002Fuse-cloud-agent-via-the-api",{"title":2216,"url":2217},"GitHub Docs: Using Copilot cloud agent from the GitHub CLI","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fhow-tos\u002Fuse-copilot-agents\u002Fcloud-agent\u002Fuse-cloud-agent-from-cli",{"title":2219,"url":2220},"GitHub Copilot product page: plans, privacy and FAQ","https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",{"title":2222,"url":2223},"Anthropic: Claude Code product page","https:\u002F\u002Fclaude.com\u002Fproduct\u002Fclaude-code",{"title":2225,"url":2052},"OpenAI: Codex CLI documentation","\u002Fimages\u002Fblog\u002Fgithub-copilot-coding-agent\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fgithub-copilot-coding-agent\u002Fog.jpg",[79,80,81],"GitHub Copilot Coding Agent: ein Test des Pull-Request-Agenten","GitHubs Cloud-Coding-Agent nimmt ein Issue an und öffnet einen Pull Request. Was das 59-Minuten-Limit, AI-Credits und die Review-Pflicht wirklich kosten.","GitHub Copilot Coding Agent: Ein Roboter-Kopilot in einem kleinen Flugzeug reicht dem Piloten einen Umschlag.",{"slug":2233,"published":2234,"updated":1867,"minutes":7,"category":8,"tags":2235,"tagPages":2238,"keywords":2239,"about":2250,"sources":2256,"cover":2289,"og":2290,"expertise":77,"locales":2291,"lang":80,"title":2292,"description":2293,"coverAlt":2294},"multi-agent-systems-when-worth-it","2026-08-07",[2236,192,2237,397],"Multi-agent systems","Orchestrator-worker",[198,401],[2240,2241,2242,2243,2244,2245,2246,2247,2248,2249],"multi-agent-systeme wann sinnvoll","multi-agent vs einzelagent","orchestrator-worker muster","multi-agent llm token-kosten","warum multi-agent-systeme scheitern","keine multi-agents bauen","subagenten kontextisolation","multi-agent debatte sinnvoll","agent handoffs vs subagenten","wann mehrere ki-agenten einsetzen",[2251,2254,2255],{"name":2252,"url":2253},"Multi-agent system","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FMulti-agent_system",{"name":213,"url":214},{"name":732,"url":733},[2257,2260,2262,2265,2268,2271,2274,2277,2280,2283,2286],{"title":2258,"url":2259},"Anthropic Engineering: How we built our multi-agent research system","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fmulti-agent-research-system",{"title":2261,"url":227},"Anthropic: Building effective agents",{"title":2263,"url":2264},"Cognition: Don't Build Multi-Agents (12 June 2025)","https:\u002F\u002Fcognition.com\u002Fblog\u002Fdont-build-multi-agents",{"title":2266,"url":2267},"Cognition: Multi-Agents: What's Actually Working (22 April 2026)","https:\u002F\u002Fcognition.com\u002Fblog\u002Fmulti-agents-working",{"title":2269,"url":2270},"Google Research: Towards a science of scaling agent systems","https:\u002F\u002Fresearch.google\u002Fblog\u002Ftowards-a-science-of-scaling-agent-systems-when-and-why-agent-systems-work\u002F",{"title":2272,"url":2273},"arXiv 2512.08296: Towards a Science of Scaling Agent Systems","https:\u002F\u002Farxiv.org\u002Fabs\u002F2512.08296",{"title":2275,"url":2276},"arXiv 2503.13657: Why Do Multi-Agent LLM Systems Fail? (MAST)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2503.13657",{"title":2278,"url":2279},"arXiv 2305.14325: Improving Factuality and Reasoning in Language Models through Multiagent Debate","https:\u002F\u002Farxiv.org\u002Fabs\u002F2305.14325",{"title":2281,"url":2282},"arXiv 2502.08788: Stop Overvaluing Multi-Agent Debate","https:\u002F\u002Farxiv.org\u002Fabs\u002F2502.08788",{"title":2284,"url":2285},"OpenAI Agents SDK: Handoffs","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Fhandoffs\u002F",{"title":2287,"url":2288},"Claude Code documentation: Subagents","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fsub-agents","\u002Fimages\u002Fblog\u002Fmulti-agent-systems-when-worth-it\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fmulti-agent-systems-when-worth-it\u002Fog.jpg",[79,80,81],"Multi-Agent-Systeme: wann sie einen Agenten schlagen und wann nicht","Multi-Agent-Systeme: Orchestrator-Worker, Fan-out, Critic und Handoff. Was sie bringen, was sie an Tokens kosten, wie sie scheitern und wann nicht.","Multi-Agent-Systeme: Ein Roboter trägt eine kleine Kiste, vier Roboter einen langen Balken, dazwischen eine Waage.",{"slug":2296,"published":2297,"updated":2298,"minutes":994,"category":8,"tags":2299,"tagPages":2304,"keywords":2305,"about":2316,"sources":2326,"cover":2357,"og":2358,"expertise":77,"locales":2359,"lang":80,"title":2360,"description":2361,"coverAlt":2362},"mcp-2026-07-28-stateless-migration-guide","2026-07-29","2026-09-01",[195,2300,2301,2302,2303],"Protocol migration","Stateless APIs","OAuth","Agents",[199],[2306,2307,2308,2309,2310,2311,2312,2313,2314,2315],"mcp 2026-07-28","zustandslose mcp server","mcp migrationsleitfaden","mcp sessions entfernt","mcp-session-id entfernt","mcp server\u002Fdiscover erklärt","mcp multi-round-trip anfragen","mcp-server auf neue spec migrieren","mcp cimd client-id metadaten","mcp roots sampling logging veraltet",[2317,2318,2321,2324],{"name":216,"url":1585},{"name":2319,"url":2320},"Stateless protocol","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FStateless_protocol",{"name":2322,"url":2323},"Load balancing (computing)","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLoad_balancing_(computing)",{"name":2302,"url":2325},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FOAuth",[2327,2330,2333,2336,2339,2342,2345,2348,2351,2354],{"title":2328,"url":2329},"The 2026-07-28 Specification (MCP blog)","https:\u002F\u002Fblog.modelcontextprotocol.io\u002Fposts\u002F2026-07-28\u002F",{"title":2331,"url":2332},"MCP 2026-07-28 Key Changes","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fchangelog",{"title":2334,"url":2335},"MCP 2026-07-28: Versioning and Compatibility","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fbasic\u002Fversioning",{"title":2337,"url":2338},"MCP 2026-07-28: Streamable HTTP transport","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fbasic\u002Ftransports\u002Fstreamable-http",{"title":2340,"url":2341},"MCP 2026-07-28: Multi Round-Trip Requests","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fbasic\u002Fpatterns\u002Fmrtr",{"title":2343,"url":2344},"MCP 2026-07-28: Tools","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fserver\u002Ftools",{"title":2346,"url":2347},"MCP 2026-07-28: Client registration","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fbasic\u002Fauthorization\u002Fclient-registration",{"title":2349,"url":2350},"MCP 2026-07-28: Deprecated features","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fdeprecated",{"title":2352,"url":2353},"The 2026 MCP Roadmap","https:\u002F\u002Fblog.modelcontextprotocol.io\u002Fposts\u002F2026-mcp-roadmap\u002F",{"title":2355,"url":2356},"RFC 9207: OAuth 2.0 Authorization Server Issuer Identification","https:\u002F\u002Fwww.rfc-editor.org\u002Frfc\u002Frfc9207","\u002Fimages\u002Fblog\u002Fmcp-2026-07-28-stateless-migration-guide\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fmcp-2026-07-28-stateless-migration-guide\u002Fog.jpg",[79,80,81],"MCP 2026-07-28: Migrationsleitfaden für zustandslose MCP-Server","MCP 2026-07-28 entfernt Sessions und den initialize-Handshake. Leitfaden für Serverautoren: _meta, server\u002Fdiscover, MRTR, Autorisierung und Checkliste.","MCP 2026-07-28: Ein Roboter nutzt einen von mehreren gleichen Automaten, ein alter Automat wird abtransportiert.",{"slug":2364,"published":2365,"updated":1422,"minutes":1740,"category":8,"tags":2366,"tagPages":2369,"keywords":2370,"about":2381,"sources":2387,"cover":2414,"og":2415,"expertise":77,"locales":2416,"lang":80,"title":2417,"description":2418,"coverAlt":2419},"human-in-the-loop-ai-agents","2026-07-28",[1113,192,2367,2368],"Approval gates","Agent safety",[198],[2371,2372,2373,2374,2375,2376,2377,2378,2379,2380],"human in the loop ki-agenten","human in the loop agenten freigabe","mensch im loop ki-agenten","ki-agenten freigabe-gates","freigabe-ermüdung agenten","langgraph interrupt freigabe","openai agents sdk needs_approval","claude agent sdk canusetool","audit trail ki-agenten","risikostufen für agentenaktionen",[2382,2383,2384],{"name":1135,"url":1136},{"name":213,"url":214},{"name":2385,"url":2386},"Audit trail","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FAudit_trail",[2388,2390,2393,2396,2399,2402,2404,2407,2410,2413],{"title":2389,"url":984},"LangChain docs: LangGraph interrupts",{"title":2391,"url":2392},"LangChain docs: Human-in-the-loop (HumanInTheLoopMiddleware)","https:\u002F\u002Fdocs.langchain.com\u002Foss\u002Fpython\u002Flangchain\u002Fhuman-in-the-loop",{"title":2394,"url":2395},"OpenAI Agents SDK (Python): Human in the loop","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fopenai-agents-python\u002Fblob\u002Fmain\u002Fdocs\u002Fhuman_in_the_loop.md",{"title":2397,"url":2398},"Claude Agent SDK: Handle approvals and user input","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fagent-sdk\u002Fuser-input",{"title":2400,"url":2401},"Claude Agent SDK: Configure permissions","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fagent-sdk\u002Fpermissions",{"title":2403,"url":2003},"Claude Code docs: Hooks (PreToolUse defer, PermissionRequest)",{"title":2405,"url":2406},"Anthropic Engineering: Claude Code auto mode","https:\u002F\u002Fanthropic.com\u002Fengineering\u002Fclaude-code-auto-mode",{"title":2408,"url":2409},"DevOps.com: Anthropic makes Claude Code auto mode the default","https:\u002F\u002Fdevops.com\u002Fanthropic-makes-claude-codes-auto-mode-the-default-betting-automation-beats-manual-review\u002F",{"title":2411,"url":2412},"EU AI Act, Article 14: Human oversight","https:\u002F\u002Fartificialintelligenceact.eu\u002Farticle\u002F14\u002F",{"title":1529,"url":1530},"\u002Fimages\u002Fblog\u002Fhuman-in-the-loop-ai-agents\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fhuman-in-the-loop-ai-agents\u002Fog.jpg",[79,80,81],"Human in the Loop bei KI-Agenten: wo Freigaben hingehören","Human in the Loop: wo Freigaben hingehören, wie du Durchwinken vermeidest und wie Interrupt und Resume in LangGraph, OpenAI- und Claude-SDKs laufen.","Human in the Loop: Ein Roboter bringt ein Paket zu einem Tor, an dem eine Person mit Stempel wartet.",{"slug":2421,"published":2422,"minutes":393,"category":8,"tags":2423,"tagPages":2424,"keywords":2425,"about":2434,"sources":2439,"cover":2467,"og":2468,"expertise":77,"locales":2469,"lang":80,"title":2470,"description":2471,"coverAlt":2472},"goose-block","2026-07-17",[13,195,718,717],[17,199,720],[2426,2427,2428,2429,2430,2431,2432,2433],"goose ki-agent","goose vs claude code vergleich","block goose open-source-agent","goose mcp erweiterungen","goose rezepte","local-first ki-agent","goose berechtigungsmodi","linux foundation agentic ai",[2435,2436],{"name":216,"url":1585},{"name":2437,"url":2438},"goose documentation","https:\u002F\u002Fgoose-docs.ai\u002F",[2440,2443,2446,2449,2452,2455,2458,2461,2464],{"title":2441,"url":2442},"goose documentation: quickstart","https:\u002F\u002Fgoose-docs.ai\u002Fdocs\u002Fquickstart",{"title":2444,"url":2445},"goose documentation: configuration files","https:\u002F\u002Fgoose-docs.ai\u002Fdocs\u002Fguides\u002Fconfig-files",{"title":2447,"url":2448},"goose documentation: permission modes","https:\u002F\u002Fgoose-docs.ai\u002Fdocs\u002Fguides\u002Fmanaging-tools\u002Fgoose-permissions",{"title":2450,"url":2451},"goose documentation: smart context management","https:\u002F\u002Fgoose-docs.ai\u002Fdocs\u002Fguides\u002Fsessions\u002Fsmart-context-management",{"title":2453,"url":2454},"goose documentation: recipe reference","https:\u002F\u002Fgoose-docs.ai\u002Fdocs\u002Fguides\u002Frecipes\u002Frecipe-reference",{"title":2456,"url":2457},"goose documentation: CLI commands","https:\u002F\u002Fgoose-docs.ai\u002Fdocs\u002Fguides\u002Fgoose-cli-commands",{"title":2459,"url":2460},"goose documentation: known issues","https:\u002F\u002Fgoose-docs.ai\u002Fdocs\u002Ftroubleshooting\u002Fknown-issues",{"title":2462,"url":2463},"goose has a new home: the Agentic AI Foundation (7 April 2026)","https:\u002F\u002Fgoose-docs.ai\u002Fblog\u002F2026\u002F04\u002F07\u002Fgoose-moves-to-aaif\u002F",{"title":2465,"url":2466},"goose repository on GitHub","https:\u002F\u002Fgithub.com\u002Faaif-goose\u002Fgoose","\u002Fimages\u002Fblog\u002Fgoose-block\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fgoose-block\u002Fog.jpg",[79,80,81],"Goose: der quelloffene Agent, den man auf dem eigenen Rechner ausführt","Goose: quelloffener Rust-Coding-Agent unter Apache-2.0, inzwischen bei der Linux Foundation. Wie Berechtigungsmodi, Rezepte und MCP-Erweiterungen bestehen.","Goose: Eine Gans mit Werkzeuggürtel steht auf einem Schreibtisch neben einem Laptop.",{"slug":2474,"published":2422,"updated":1344,"minutes":393,"category":8,"tags":2475,"tagPages":2479,"keywords":2480,"about":2488,"sources":2495,"cover":2510,"og":2511,"expertise":77,"locales":2512,"lang":80,"title":2513,"description":2514,"coverAlt":2515},"langgraph",[2476,2477,1111,1113,2478],"LangGraph","Agent orchestration","State machines",[],[2474,2481,2482,2483,2484,2485,2486,2487],"langgraph vs langchain vergleich","langgraph checkpointer anleitung","durable execution agenten","langgraph postgres checkpointer einrichten","langsmith preise","langgraph mensch im loop","ki-agenten framework vergleich",[2489,2491,2492],{"name":2476,"url":2490},"https:\u002F\u002Fwww.langchain.com\u002Flanggraph",{"name":1131,"url":1132},{"name":2493,"url":2494},"Apache Beam","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FApache_Beam",[2496,2498,2501,2503,2504,2507],{"title":2497,"url":981},"LangGraph documentation: overview",{"title":2499,"url":2500},"LangGraph documentation: checkpointers and durability modes","https:\u002F\u002Fdocs.langchain.com\u002Foss\u002Fpython\u002Flanggraph\u002Fcheckpointers",{"title":2502,"url":984},"LangGraph documentation: interrupts and the rules of interrupts",{"title":974,"url":975},{"title":2505,"url":2506},"LangSmith pricing","https:\u002F\u002Fwww.langchain.com\u002Fpricing",{"title":2508,"url":2509},"Temporal: LangGraph integration for Python reaches public preview (16 July 2026)","https:\u002F\u002Ftemporal.io\u002Fblog\u002Ftemporal-langgraph-plugin-durable-execution","\u002Fimages\u002Fblog\u002Flanggraph\u002Fcover.webp","\u002Fimages\u002Fblog\u002Flanggraph\u002Fog.jpg",[79,80,81],"LangGraph: eine Low-Level-Laufzeit für zustandsbehaftete Agenten","LangGraph für Produktionsagenten: geprüfte Supersteps, Interrupts und Streaming, die Grenzen des Dauerhaftigkeitsmodells und die Kosten von LangSmith.","LangGraph: Eine Hand stellt eine Weiche an einer Modelleisenbahn mit Schleife und Lok.",{"slug":2517,"published":2518,"updated":1867,"minutes":393,"category":8,"tags":2519,"tagPages":2523,"keywords":2524,"about":2536,"sources":2540,"cover":2562,"og":2563,"expertise":77,"locales":2564,"lang":80,"title":2565,"description":2566,"coverAlt":2567},"agent-loop-explained","2026-07-16",[2520,13,2521,11,2522],"Agent loop","Tool calling","Stop conditions",[17,16],[2525,2526,2527,2528,2529,2530,2531,2532,2533,2534,2535],"agentenschleife","human in the loop ki-agent","agentische schleife","ki-agent schleife","tool-calling schleife","ralph loop coding-agent","claude code \u002Floop","claude code \u002Fgoal","ki-agent endlosschleife stoppen","react-agent muster","stop_reason tool_use",[2537,2538,2539],{"name":213,"url":214},{"name":732,"url":733},{"name":11,"url":1994},[2541,2543,2546,2549,2550,2553,2556,2559],{"title":2542,"url":227},"Anthropic: Building effective agents (Dec 2024)",{"title":2544,"url":2545},"Yao et al.: ReAct: Synergizing Reasoning and Acting in Language Models (2022)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2210.03629",{"title":2547,"url":2548},"Claude API docs: Handling stop reasons","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fbuild-with-claude\u002Fhandling-stop-reasons",{"title":436,"url":293},{"title":2551,"url":2552},"Simon Willison: Red\u002Fgreen TDD (Agentic Engineering Patterns)","https:\u002F\u002Fsimonwillison.net\u002Fguides\u002Fagentic-engineering-patterns\u002Fred-green-tdd\u002F",{"title":2554,"url":2555},"Geoffrey Huntley: Ralph Wiggum as a software engineer (Jul 2025)","https:\u002F\u002Fghuntley.com\u002Fralph\u002F",{"title":2557,"url":2558},"Claude Code docs: Run prompts on a schedule (\u002Floop)","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fscheduled-tasks",{"title":2560,"url":2561},"Claude Code docs: Keep Claude working toward a goal (\u002Fgoal)","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fgoal","\u002Fimages\u002Fblog\u002Fagent-loop-explained\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fagent-loop-explained\u002Fog.jpg",[79,80,81],"Die Agentenschleife erklärt: wie Coding-Agenten laufen und wie man sie stoppt","Wie die Agentenschleife im Code funktioniert, welche Abbruchbedingungen und Budgets man erzwingen sollte und wie sich Ralph, \u002Floop und \u002Fgoal verhalten.","Agentenschleife: Ein kleiner Roboter läuft eine Kreisbahn, über die neben einer Zielflagge ein Schrankenbaum reicht.",{"slug":2569,"published":2570,"updated":993,"minutes":88,"category":8,"tags":2571,"tagPages":2575,"keywords":2576,"about":2583,"sources":2590,"cover":2623,"og":2624,"expertise":77,"locales":2625,"lang":80,"title":2626,"description":2627,"coverAlt":2628},"mastra","2026-07-15",[2572,891,2573,195,2574],"TypeScript","Workflows","Evals",[199],[2569,2577,2578,2579,2580,2581,2582],"mastra vs langgraph vergleich","typescript-agenten framework","mastra erfahrungen","mastra workflows memory","mastra mcp-server","mastra preise",[2584,2587],{"name":2585,"url":2586},"Mastra","https:\u002F\u002Fmastra.ai",{"name":2588,"url":2589},"Mastra on GitHub","https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra",[2591,2594,2597,2600,2603,2606,2609,2612,2615,2618,2620],{"title":2592,"url":2593},"Mastra documentation: agents","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Fagents\u002Foverview",{"title":2595,"url":2596},"Mastra documentation: workflows","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Fworkflows\u002Foverview",{"title":2598,"url":2599},"Mastra documentation: memory","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Fmemory\u002Foverview",{"title":2601,"url":2602},"Mastra documentation: MCP","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Ftools-mcp\u002Fmcp-overview",{"title":2604,"url":2605},"Mastra documentation: guardrails","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Fagents\u002Fguardrails",{"title":2607,"url":2608},"Mastra documentation: evals","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Fevals\u002Foverview",{"title":2610,"url":2611},"Mastra documentation: observability","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Fobservability\u002Foverview",{"title":2613,"url":2614},"Mastra documentation: model providers","https:\u002F\u002Fmastra.ai\u002Fmodels",{"title":2616,"url":2617},"Mastra pricing","https:\u002F\u002Fmastra.ai\u002Fpricing",{"title":2619,"url":2589},"mastra-ai\u002Fmastra on GitHub",{"title":2621,"url":2622},"Mastra Enterprise Edition License v2.0","https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Fblob\u002Fmain\u002Fee\u002FLICENSE","\u002Fimages\u002Fblog\u002Fmastra\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fmastra\u002Fog.jpg",[79,80,81],"Mastra im Test: TypeScript-Agenten mit echter Evaluationsschleife","Mastra im Test: Agenten, Workflows, Memory, MCP und Evals in einem TypeScript-Framework. Was der Apache-2.0-Kern abdeckt und was die ee\u002F-Teilung kostet.","Mastra: Ein Roboter läuft durchs Zielband, ein Trainer mit Stoppuhr notiert.",{"slug":2630,"published":2631,"updated":2632,"minutes":393,"category":8,"tags":2633,"tagPages":2636,"keywords":2638,"about":2646,"sources":2653,"cover":2679,"og":2680,"expertise":77,"locales":2681,"lang":80,"title":2682,"description":2683,"coverAlt":2684},"llamaindex","2026-07-14","2026-09-21",[891,2634,1679,2635,2573],"RAG","Document parsing",[2637,1683],"rag",[2630,2639,2640,2641,2642,2643,2644,2645],"llamaindex vs langgraph vergleich","llamaindex workflows anleitung","llama index agenten framework","llamaparse preise","rag-framework python vergleich","dauerhafte workflows python","dokumenten-agent framework",[2647,2650],{"name":2648,"url":2649},"LlamaIndex","https:\u002F\u002Fgithub.com\u002Frun-llama\u002Fllama_index",{"name":2651,"url":2652},"Retrieval-augmented generation","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FRetrieval-augmented_generation",[2654,2656,2659,2662,2665,2668,2671,2674,2677],{"title":2655,"url":2649},"LlamaIndex repository README and focus note",{"title":2657,"url":2658},"Agent Workflows: introduction","https:\u002F\u002Fdevelopers.llamaindex.ai\u002Fpython\u002Fllamaagents\u002Fworkflows\u002F",{"title":2660,"url":2661},"Agent Workflows: writing durable workflows","https:\u002F\u002Fdevelopers.llamaindex.ai\u002Fpython\u002Fllamaagents\u002Fworkflows\u002Fdurable_workflows\u002F",{"title":2663,"url":2664},"Agent Workflows: observability","https:\u002F\u002Fdevelopers.llamaindex.ai\u002Fpython\u002Fllamaagents\u002Fworkflows\u002Fobservability\u002F",{"title":2666,"url":2667},"LlamaAgents overview","https:\u002F\u002Fdevelopers.llamaindex.ai\u002Fpython\u002Fllamaagents\u002Foverview\u002F",{"title":2669,"url":2670},"llama-index-core on PyPI","https:\u002F\u002Fpypi.org\u002Fproject\u002Fllama-index-core\u002F",{"title":2672,"url":2673},"LlamaIndex and LlamaParse pricing","https:\u002F\u002Fwww.llamaindex.ai\u002Fpricing",{"title":2675,"url":2676},"LiteParse documentation","https:\u002F\u002Fdevelopers.llamaindex.ai\u002Fliteparse\u002F",{"title":2678,"url":975},"LangGraph on GitHub","\u002Fimages\u002Fblog\u002Fllamaindex\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fllamaindex\u002Fog.jpg",[79,80,81],"LlamaIndex im Test: das breiteste Daten-Toolkit, dessen Schwerpunkt schon gewandert ist","LlamaIndex 2026: MIT-lizenziertes Python-Framework für Daten und Agenten mit über 300 Integrationen, Event-Workflows und einem Fokus auf LlamaParse.","LlamaIndex: Ein Lama neben einem großen offenen Werkzeugkasten blickt zu einer kleinen Wolke.",{"slug":2686,"published":2687,"updated":1422,"minutes":393,"category":8,"tags":2688,"tagPages":2691,"keywords":2692,"about":2700,"sources":2704,"cover":2732,"og":2733,"expertise":77,"locales":2734,"lang":80,"title":2735,"description":2736,"coverAlt":2737},"zed","2026-07-10",[2689,2303,2690,2033],"AI editor","ACP",[],[2693,2694,2695,2696,2697,2698,2699],"zed editor test","zed vs vscode vergleich","ki-editor test","zed preise","agent client protocol erklärt","zed agent-panel","zed erweiterungen",[2701],{"name":2702,"url":2703},"Zed","https:\u002F\u002Fzed.dev",[2705,2708,2711,2714,2717,2720,2723,2726,2729],{"title":2706,"url":2707},"Zed pricing","https:\u002F\u002Fzed.dev\u002Fpricing",{"title":2709,"url":2710},"Plans and pricing","https:\u002F\u002Fzed.dev\u002Fdocs\u002Faccount\u002Fplans-and-pricing",{"title":2712,"url":2713},"All settings","https:\u002F\u002Fzed.dev\u002Fdocs\u002Fconfiguring-zed",{"title":2715,"url":2716},"Parallel agents","https:\u002F\u002Fzed.dev\u002Fdocs\u002Fai\u002Fparallel-agents",{"title":2718,"url":2719},"Zed vs. VS Code","https:\u002F\u002Fzed.dev\u002Fcompare\u002Fvscode",{"title":2721,"url":2722},"The ACP Registry is Live","https:\u002F\u002Fzed.dev\u002Fblog\u002Facp-registry",{"title":2724,"url":2725},"JetBrains: ACP Agent Registry","https:\u002F\u002Fblog.jetbrains.com\u002Fai\u002F2026\u002F01\u002Facp-agent-registry\u002F",{"title":2727,"url":2728},"Zed on GitHub","https:\u002F\u002Fgithub.com\u002Fzed-industries\u002Fzed",{"title":2730,"url":2731},"Stable releases","https:\u002F\u002Fzed.dev\u002Freleases\u002Fstable","\u002Fimages\u002Fblog\u002Fzed\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fzed\u002Fog.jpg",[79,80,81],"Zed im Review: der Editor, der den Agenten ins Fenster holt","Ein Review von Zed 1.22: Edit-Predictions, externe ACP-Agenten, parallele Threads, die 20-Dollar-Deckel bei Pro und das geopferte Erweiterungs-Ökosystem.","Zed: Ein Roboter tippt auf einer kleinen Tastatur in einem Editorfenster-Rahmen.",{"slug":2739,"published":2740,"updated":1570,"minutes":463,"category":8,"tags":2741,"tagPages":2743,"keywords":2744,"about":2754,"sources":2760,"cover":2761,"og":2762,"expertise":77,"locales":2763,"lang":80,"title":2764,"description":2765,"coverAlt":2766},"coding-agent-skills-workflow","2026-07-02",[192,11,195,465,2742],"Developer workflow",[198,16,199],[2745,2746,2747,2748,2749,2750,2751,2752,2753],"bug-fix mit coding-agenten","claude code skills anleitung","agent skills beispiele","ki coding-agent","mcp server einrichten","playwright mcp tests","ki-gestützter code review","agentisches engineering","skill.md datei",[2755,2757,2758],{"name":11,"url":2756},"https:\u002F\u002Fdocs.anthropic.com\u002Fen\u002Fdocs\u002Fclaude-code\u002Foverview",{"name":216,"url":217},{"name":465,"url":2759},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPlaywright_(software)",[],"\u002Fimages\u002Fblog\u002Fcoding-agent-skills-workflow\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fcoding-agent-skills-workflow\u002Fog.jpg",[79,80,81],"Skills statt Prompts: Wie meine Coding-Agenten einen Bug vom Report bis zum Pull Request bringen","Rund 20 Agent-Skills für drei Coding-Agenten: wie meine Workflows Bugs mit echten Daten reproduzieren, die Ursache belegen und den Pull Request öffnen.","Coding-Agent-Skills: Ein Roboter geht über Trittsteine von einem Käfer zu einem Umschlag, auf jedem Stein ein Werkzeug.",{"slug":2768,"published":2769,"updated":2518,"minutes":640,"category":8,"tags":2770,"tagPages":2772,"keywords":2773,"about":2781,"sources":2785,"cover":2803,"og":2804,"expertise":77,"locales":2805,"lang":80,"title":2806,"description":2807,"coverAlt":2808},"agents-md-skills-mcp-cli-decision-matrix","2026-06-19",[397,2771,142,195],"AGENTS.md",[401,199],[406,2774,2775,2776,403,2777,2778,2779,2780],"agents.md anleitung","agent skills","mcp oder cli","kontextfenster coding-agent","token-budget für ki-agenten","wann mcp statt cli nutzen","subagenten für ki-agenten",[2782,2783,2784],{"name":732,"url":733},{"name":216,"url":1585},{"name":2110,"url":2111},[2786,2787,2790,2793,2794,2797,2800],{"title":433,"url":434},{"title":2788,"url":2789},"Chroma: Context Rot (Jul 2025)","https:\u002F\u002Fwww.trychroma.com\u002Fresearch\u002Fcontext-rot",{"title":2791,"url":2792},"AGENTS.md: the open format for agent instructions","https:\u002F\u002Fagents.md",{"title":171,"url":172},{"title":2795,"url":2796},"Anthropic: Advanced tool use, tool search and programmatic tool calling (Nov 2025)","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fadvanced-tool-use",{"title":2798,"url":2799},"Blocks.ai: MCP vs CLI, the context window cost","https:\u002F\u002Fblocks.ai\u002Fblog\u002Fmcp-vs-cli-context-window-cost",{"title":2801,"url":2802},"Thoughtworks Technology Radar: Context engineering (Adopt, Apr 2026)","https:\u002F\u002Fwww.thoughtworks.com\u002Fradar\u002Ftechniques\u002Fcontext-engineering","\u002Fimages\u002Fblog\u002Fagents-md-skills-mcp-cli-decision-matrix\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fagents-md-skills-mcp-cli-decision-matrix\u002Fog.jpg",[79,80,81],"Kontext-Engineering für Coding-Agenten: AGENTS.md, Skills, MCP oder CLI?","Kontext-Engineering für Coding-Agenten: Regeln in AGENTS.md, Prozeduren in Skills und wann ein MCP-Tool einen Shell-Befehl schlägt.","Kontext-Engineering: Ein Roboter steht vor einem Wegweiser mit vier Pfeilen: Seite, Werkzeugkasten, Stecker, Terminal.",{"slug":2810,"published":2811,"minutes":88,"category":8,"tags":2812,"tagPages":2815,"keywords":2816,"about":2824,"sources":2829,"cover":2857,"og":2858,"expertise":77,"locales":2859,"lang":80,"title":2860,"description":2861,"coverAlt":2862},"cline","2026-06-16",[13,2813,2814,195,717],"Plan and Act","Checkpoints",[17,199,720],[2817,2818,2819,2820,2821,2822,2823,1640],"cline test","cline vs claude code vergleich","cline vs cursor vergleich","cline cli headless","coding-agent auto-approve","cline checkpoints","cline pass kosten",[2825,2828],{"name":2826,"url":2827},"Cline","https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",{"name":216,"url":1585},[2830,2833,2836,2839,2842,2845,2848,2851,2854,2855],{"title":2831,"url":2832},"Cline docs: Overview","https:\u002F\u002Fdocs.cline.bot\u002Fintroduction\u002Foverview",{"title":2834,"url":2835},"Cline docs: Plan and Act mode","https:\u002F\u002Fdocs.cline.bot\u002Fcore-workflows\u002Fplan-and-act",{"title":2837,"url":2838},"Cline docs: CLI reference","https:\u002F\u002Fdocs.cline.bot\u002Fcli\u002Fcli-reference",{"title":2840,"url":2841},"Cline docs: Auto Approve and YOLO mode","https:\u002F\u002Fdocs.cline.bot\u002Ffeatures\u002Fauto-approve",{"title":2843,"url":2844},"Cline docs: Checkpoints","https:\u002F\u002Fdocs.cline.bot\u002Ffeatures\u002Fcheckpoints",{"title":2846,"url":2847},"Cline docs: MCP","https:\u002F\u002Fdocs.cline.bot\u002Fmcp\u002Fmcp-overview",{"title":2849,"url":2850},"Cline docs: Rules","https:\u002F\u002Fdocs.cline.bot\u002Fcustomization\u002Fcline-rules",{"title":2852,"url":2853},"Cline docs: ClinePass","https:\u002F\u002Fdocs.cline.bot\u002Fgetting-started\u002Fclinepass",{"title":1959,"url":1960},{"title":2856,"url":2827},"cline\u002Fcline on GitHub","\u002Fimages\u002Fblog\u002Fcline\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fcline\u002Fog.jpg",[79,80,81],"Cline im Test: ein offener Coding-Agent mit jedem Modell und ohne Leitplanken","Cline im Test: ein Apache-2.0-Coding-Agent für VS Code, JetBrains und Terminal. Was Plan und Act, Checkpoints und Auto-Approve garantieren und wo es leckt.","Cline: Ein Roboter wählt aus vielen Hüten in einem offenen Schrank.",{"slug":2864,"published":2865,"updated":1218,"minutes":1740,"category":8,"tags":2866,"tagPages":2872,"keywords":2873,"about":2884,"sources":2892,"cover":2947,"og":2948,"expertise":77,"locales":2949,"lang":80,"title":2950,"description":2951,"coverAlt":2952},"voice-agents-realtime-latency","2026-06-10",[2867,2868,2869,2870,2871],"Voice agents","Realtime API","Latency","Telephony","AI Act",[],[2874,2875,2876,2877,2878,2879,2880,2881,2882,2883],"voice agents bauen","speech-to-speech vs stt llm tts vergleich","openai realtime api nutzen","gemini live api nutzen","voice agent latenzbudget","turn detection und barge-in","pipecat vs livekit vergleich","ki-voice-agent sip telefonie","voice-ki deutsch ungarisch","ki-verordnung artikel 50 voicebot",[2885,2888,2891],{"name":2886,"url":2887},"Voice user interface","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FVoice_user_interface",{"name":2889,"url":2890},"Speech recognition","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FSpeech_recognition",{"name":597,"url":598},[2893,2896,2899,2902,2905,2908,2911,2914,2917,2920,2923,2926,2929,2932,2935,2938,2941,2944],{"title":2894,"url":2895},"OpenAI: Voice agents guide","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Fvoice-agents",{"title":2897,"url":2898},"OpenAI: gpt-realtime model page","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fmodels\u002Fgpt-realtime",{"title":2900,"url":2901},"OpenAI: Voice activity detection in the Realtime API","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Frealtime-vad",{"title":2903,"url":2904},"OpenAI: Realtime API with SIP","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Frealtime-sip",{"title":2906,"url":2907},"OpenAI: Realtime conversations (function calling, interruption)","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Frealtime-conversations",{"title":2909,"url":2910},"Google: Gemini Live API overview","https:\u002F\u002Fai.google.dev\u002Fgemini-api\u002Fdocs\u002Flive",{"title":2912,"url":2913},"Google: Gemini Live API capabilities guide","https:\u002F\u002Fai.google.dev\u002Fgemini-api\u002Fdocs\u002Flive-guide",{"title":2915,"url":2916},"Deepgram: Flux quickstart","https:\u002F\u002Fdevelopers.deepgram.com\u002Fdocs\u002Fflux\u002Fquickstart",{"title":2918,"url":2919},"Deepgram: Models and languages overview","https:\u002F\u002Fdevelopers.deepgram.com\u002Fdocs\u002Fmodels-languages-overview",{"title":2921,"url":2922},"ElevenLabs: Agents platform overview","https:\u002F\u002Felevenlabs.io\u002Fdocs\u002Feleven-agents\u002Foverview",{"title":2924,"url":2925},"ElevenLabs: Text to speech models and languages","https:\u002F\u002Felevenlabs.io\u002Fdocs\u002Foverview\u002Fcapabilities\u002Ftext-to-speech",{"title":2927,"url":2928},"LiveKit: Agents overview","https:\u002F\u002Fdocs.livekit.io\u002Fagents\u002F",{"title":2930,"url":2931},"LiveKit: Turn detector","https:\u002F\u002Fdocs.livekit.io\u002Fagents\u002Flogic\u002Fturns\u002Fturn-detector\u002F",{"title":2933,"url":2934},"Pipecat: Introduction","https:\u002F\u002Fdocs.pipecat.ai\u002Fgetting-started\u002Fintroduction",{"title":2936,"url":2937},"Pipecat: Smart Turn model (GitHub)","https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fsmart-turn",{"title":2939,"url":2940},"Fora Soft: Voice AI agents on LiveKit, 2026 engineer playbook","https:\u002F\u002Fwww.forasoft.com\u002Fblog\u002Farticle\u002Fvoice-ai-agents-livekit-guide",{"title":2942,"url":2943},"EU AI Act: Article 50, transparency obligations","https:\u002F\u002Fartificialintelligenceact.eu\u002Farticle\u002F50\u002F",{"title":2945,"url":2946},"Jones Walker: Yes, August 2 still matters (AI Act delay and Article 50)","https:\u002F\u002Fwww.joneswalker.com\u002Fen\u002Finsights\u002Fblogs\u002Fai-law-blog\u002Fyes-august-2-still-matters-the-eu-approved-a-high-risk-ai-delay-but-most-trans.html?id=102nbon","\u002Fimages\u002Fblog\u002Fvoice-agents-realtime-latency\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fvoice-agents-realtime-latency\u002Fog.jpg",[79,80,81],"Voice Agents bauen: Realtime Speech-to-Speech oder STT, LLM und TTS?","Voice Agents: Speech-to-Speech in Echtzeit oder kaskadierte Pipeline? Latenzbudget je Stufe, Turn-Taking, Tool-Calls, SIP, Deutsch und Ungarisch.","Voice Agents: Ein Roboter spricht in eines von zwei Telefonen, am Kabel hängt eine Stoppuhr.",{"slug":2954,"published":2955,"updated":2956,"minutes":393,"category":8,"tags":2957,"tagPages":2961,"keywords":2962,"about":2970,"sources":2974,"cover":3000,"og":3001,"expertise":77,"locales":3002,"lang":80,"title":3003,"description":3004,"coverAlt":3005},"crewai","2026-06-08","2026-09-28",[2958,2477,1679,2959,2960],"Multi-agent","Flows","Token cost",[1683],[2954,2963,2964,2965,2966,2967,2968,2969],"crewai vs langgraph vergleich","crewai erfahrungen","multiagenten-framework python","crewai flows anleitung","crewai gedächtnis","crewai kosten","agent framework vergleich",[2971],{"name":2972,"url":2973},"CrewAI","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FCrewAI",[2975,2978,2981,2984,2987,2990,2993,2996,2997],{"title":2976,"url":2977},"CrewAI documentation: introduction","https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Fintroduction",{"title":2979,"url":2980},"CrewAI on PyPI: crewai 1.15.23","https:\u002F\u002Fpypi.org\u002Fproject\u002Fcrewai\u002F",{"title":2982,"url":2983},"CrewAI docs: Flows","https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Fconcepts\u002Fflows",{"title":2985,"url":2986},"CrewAI docs: Memory","https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Fconcepts\u002Fmemory",{"title":2988,"url":2989},"CrewAI docs: tracing","https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Fobservability\u002Ftracing",{"title":2991,"url":2992},"CrewAI pricing","https:\u002F\u002Fwww.crewai.com\u002Fpricing",{"title":2994,"url":2995},"GitHub: crewAIInc\u002FcrewAI","https:\u002F\u002Fgithub.com\u002FcrewAIInc\u002FcrewAI",{"title":980,"url":981},{"title":2998,"url":2999},"AutoGen AgentChat user guide","https:\u002F\u002Fmicrosoft.github.io\u002Fautogen\u002Fstable\u002Fuser-guide\u002Fagentchat-user-guide\u002Findex.html","\u002Fimages\u002Fblog\u002Fcrewai\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fcrewai\u002Fog.jpg",[79,80,81],"CrewAI im Test: Crews, Flows und die Token-Rechnung","CrewAI im Test: MIT-lizenziertes Python-Framework mit Crews für autonome Zusammenarbeit und Flows für State. Was ein Lauf an Tokens kostet und wo es hakt.","CrewAI: Drei Roboter rudern gemeinsam ein Boot, hinter dem ein langer Kassenzettel treibt.",{"slug":3007,"published":3008,"updated":3009,"minutes":640,"category":8,"tags":3010,"tagPages":3014,"keywords":3015,"about":3025,"sources":3029,"cover":3045,"og":3046,"expertise":77,"locales":3047,"lang":80,"title":3048,"description":3049,"coverAlt":3050},"ai-generated-pr-review-bottleneck","2026-05-19","2026-09-17",[3011,92,3012,3013],"AI code review","Agentic engineering","Stacked PRs",[],[3016,3017,3018,3019,3020,3021,3022,3023,3024],"ki code review","was ist ein pull request","pull request engpass","ki-generierte pull requests","gestapelte pull requests","agent-geschriebene prs","code review prozess","pr-größenlimit","github copilot code review",[3026,3027,3028],{"name":90,"url":110},{"name":344,"url":2198},{"name":2193,"url":2194},[3030,3033,3036,3039,3042],{"title":3031,"url":3032},"LinearB: What 8 million pull requests reveal about engineering productivity (May 2026)","https:\u002F\u002Flinearb.io\u002Fblog\u002F8-million-prs-engineering-productivity",{"title":3034,"url":3035},"Faros AI: The AI Productivity Paradox report (Jul 2025)","https:\u002F\u002Fwww.faros.ai\u002Fblog\u002Fai-software-engineering",{"title":3037,"url":3038},"Google Engineering Practices: Small CLs","https:\u002F\u002Fgoogle.github.io\u002Feng-practices\u002Freview\u002Fdeveloper\u002Fsmall-cls.html",{"title":3040,"url":3041},"GitHub Changelog: Stacked pull requests are now in public preview (Jul 2026)","https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2026-07-30-stacked-pull-requests-are-now-in-public-preview\u002F",{"title":3043,"url":3044},"GitHub Docs: Copilot code review","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fconcepts\u002Fagents\u002Fcode-review","\u002Fimages\u002Fblog\u002Fai-generated-pr-review-bottleneck\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fai-generated-pr-review-bottleneck\u002Fog.jpg",[79,80,81],"KI-Code-Review ist der neue Engpass: Umgang mit einer Flut agentengeschriebener PRs","KI-Code-Review kommt bei agentengeschriebenen PRs nicht hinterher: Daten, Größenbudgets, gestapelte PRs, KI als erster Durchgang, Verantwortlichkeit.","KI-Code-Review: Ein Roboter legt Blätter auf einen hohen Stapel vor einem engen Trichter, unter dem eine Person prüft.",1793451238707]