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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 in long-running agents: clearing, compaction, memory and sub-agents","Why LLM accuracy drops as context grows, and how clearing tool results, compaction, notes and sub-agents keep long-running agents on track.","Context rot in long-running agents: a robot sits under a pile of papers while a press squeezes a stack into one sheet.",{"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":79,"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 agents","playwright planner generator healer","ai e2e testing","playwright mcp","llm generated playwright tests","self-healing tests","browser agent testing","playwright init-agents","ai test automation 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 agents for E2E testing: let agents write Playwright tests, not run them","Where AI agents help with end-to-end tests: Playwright planner, generator and healer, MCP or CLI, and the guardrails that keep healed tests honest.","Browser agents for E2E testing: a robot writes with a pencil in front of a browser window with a theatre mask.",{"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":79,"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 protocol","agent2agent protocol","a2a vs mcp","a2a agent card","agent-card.json well-known","a2a protocol 1.0","a2a task lifecycle","agent to agent communication protocol","a2a security","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],"The A2A protocol explained: agent cards, tasks, and where it fits next to MCP","What the Agent2Agent protocol standardizes in v1.0: agent cards, tasks, bindings, security, how it differs from MCP, and when it is worth using.","A2A protocol: two robots shake hands across a table, each holding up an identity card.",{"slug":568,"published":569,"updated":190,"minutes":393,"category":8,"tags":570,"tagPages":576,"keywords":577,"about":588,"sources":598,"cover":629,"og":630,"expertise":631,"locales":632,"lang":79,"title":633,"description":634,"coverAlt":635},"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],"AI copilot for B2B sales reps","internal sales copilot","quotation automation B2B","sales copilot data access","AI quote drafting","sales rep AI assistant ROI","quote turnaround time","sales copilot GDPR works council","account context CRM ERP","AI sales assistant permissioning",[589,592,595],{"name":590,"url":591},"Customer relationship management","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FCustomer_relationship_management",{"name":593,"url":594},"Enterprise resource planning","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FEnterprise_resource_planning",{"name":596,"url":597},"Artificial Intelligence Act","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FArtificial_Intelligence_Act",[599,602,605,608,611,614,617,620,623,626],{"title":600,"url":601},"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":603,"url":604},"Salesforce: State of Sales statistics, 7th edition (2026)","https:\u002F\u002Fwww.salesforce.com\u002Fsales\u002Fstate-of-sales\u002Fsales-statistics\u002F",{"title":606,"url":607},"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":609,"url":610},"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":612,"url":613},"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":615,"url":616},"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":618,"url":619},"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":621,"url":622},"EU AI Act, Annex III (high-risk use cases)","https:\u002F\u002Fartificialintelligenceact.eu\u002Fannex\u002F3\u002F",{"title":624,"url":625},"EU AI Act, Article 26 (obligations of deployers)","https:\u002F\u002Fartificialintelligenceact.eu\u002Farticle\u002F26\u002F",{"title":627,"url":628},"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],"An AI copilot for B2B sales reps: account context, quotes and approvals","How to build an internal AI copilot for B2B sales reps: the account data it needs, per-rep permissions, approval gates, KPIs and the works council.","AI copilot for B2B sales reps: a tall card with a small helper panel floating at its shoulder, a headset on the left.",{"slug":637,"published":638,"updated":190,"minutes":639,"category":8,"tags":640,"tagPages":645,"keywords":646,"about":657,"sources":667,"cover":703,"og":704,"expertise":631,"locales":705,"lang":79,"title":706,"description":707,"coverAlt":708},"aftersales-agent-rma-spare-parts","2026-10-13",8,[641,642,643,192,644],"After-sales","Spare parts","RMA","Aftermarket",[198],[647,648,649,650,651,652,653,654,655,656],"AI agent for after-sales service","spare parts identification AI","rma automation","serial number to spare part","service parts agent","service knowledge RAG","first-time-fix rate","aftermarket revenue","exploded diagram parts catalog","part number hallucination",[658,661,664],{"name":659,"url":660},"Return merchandise authorization","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FReturn_merchandise_authorization",{"name":662,"url":663},"Bill of materials","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FBill_of_materials",{"name":665,"url":666},"S1000D","https:\u002F\u002Fwww.s-series.org\u002Fs1000d",[668,671,674,677,680,683,686,689,691,694,697,700],{"title":669,"url":670},"McKinsey: Industrial aftermarket services, growing the core (2017)","https:\u002F\u002Fwww.mckinsey.com\u002Findustries\u002Findustrials\u002Four-insights\u002Findustrial-aftermarket-services-growing-the-core",{"title":672,"url":673},"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":675,"url":676},"BCG: Aftermarket services drive growth for industrial manufacturers (2025)","https:\u002F\u002Fwww.bcg.com\u002Fpublications\u002F2025\u002Faftermarket-services-drive-growth-for-industrial-manufacturers",{"title":678,"url":679},"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":681,"url":682},"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":684,"url":685},"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":687,"url":688},"Spracklen et al.: package hallucinations by code-generating LLMs (USENIX Security 2025)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2406.10279",{"title":690,"url":666},"S-Series: S1000D specification",{"title":692,"url":693},"IEC 61406-2:2024 Identification link, Part 2","https:\u002F\u002Fwebstore.iec.ch\u002Fen\u002Fpublication\u002F77973",{"title":695,"url":696},"Directive (EU) 2024\u002F1799 on the repair of goods, EUR-Lex","https:\u002F\u002Feur-lex.europa.eu\u002Feli\u002Fdir\u002F2024\u002F1799\u002Foj\u002Feng",{"title":698,"url":699},"European Commission: Machinery Regulation (EU) 2023\u002F1230","https:\u002F\u002Fsingle-market-economy.ec.europa.eu\u002Fsectors\u002Fmechanical-engineering\u002Fmachinery_en",{"title":701,"url":702},"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],"AI agent for after-sales service: RMA, spare parts and exact-match rules","AI agent for after-sales service: serial number to spare part, RMA drafting, manual RAG, and the rule that identifiers only come from tools.","After-sales agent for RMA and spare parts: a spare part rises from an open box, with a return arrow from a parcel.",{"slug":710,"published":711,"updated":712,"minutes":639,"category":8,"tags":713,"tagPages":718,"keywords":720,"about":728,"sources":738,"cover":807,"og":808,"expertise":77,"locales":809,"lang":79,"title":810,"description":811,"coverAlt":812},"opencode","2026-10-09","2026-10-10",[714,715,716,717,195],"AI coding agent","Terminal","Open source","Local models",[719,199],"open-source",[710,721,722,723,724,725,726,727],"opencode review","open source coding agent","opencode vs claude code","terminal coding agent","opencode local models","opencode permissions","opencode mcp",[729,730,733,735],{"name":10,"url":37},{"name":731,"url":732},"Large language model","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLarge_language_model",{"name":216,"url":734},"https:\u002F\u002Fmodelcontextprotocol.io",{"name":736,"url":737},"Language Server Protocol","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLanguage_Server_Protocol",[739,742,744,747,750,753,756,759,762,765,768,771,774,777,780,783,786,789,792,795,798,801,804],{"title":740,"url":741},"OpenCode docs: intro and installation","https:\u002F\u002Fopencode.ai\u002Fdocs\u002F",{"title":743,"url":56},"OpenCode docs: providers, Models.dev and local models",{"title":745,"url":746},"OpenCode docs: agents, Build, Plan and subagents","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fagents\u002F",{"title":748,"url":749},"OpenCode docs: permissions and defaults","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fpermissions\u002F",{"title":751,"url":752},"OpenCode docs: MCP servers","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fmcp-servers\u002F",{"title":754,"url":755},"OpenCode docs: LSP servers","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Flsp\u002F",{"title":757,"url":758},"OpenCode docs: server and web interface","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fserver\u002F",{"title":760,"url":761},"OpenCode docs: config and precedence","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fconfig\u002F",{"title":763,"url":764},"OpenCode docs: Zen, pay-as-you-go models","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fzen\u002F",{"title":766,"url":767},"OpenCode docs: Go subscription plans","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fgo\u002F",{"title":769,"url":770},"OpenCode docs: share and data retention","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fshare\u002F",{"title":772,"url":773},"OpenCode docs: enterprise and data handling","https:\u002F\u002Fopencode.ai\u002Fdocs\u002Fenterprise\u002F",{"title":775,"url":776},"GitHub: anomalyco\u002Fopencode, MIT licence and README","https:\u002F\u002Fgithub.com\u002Fanomalyco\u002Fopencode",{"title":778,"url":779},"OpenCode release v1.18.35 (6 October 2026)","https:\u002F\u002Fgithub.com\u002Fanomalyco\u002Fopencode\u002Freleases\u002Ftag\u002Fv1.18.35",{"title":781,"url":782},"Claude Code licence file (LICENSE.md)","https:\u002F\u002Fraw.githubusercontent.com\u002Fanthropics\u002Fclaude-code\u002Fmain\u002FLICENSE.md",{"title":784,"url":785},"Claude pricing: plans and Claude Code access","https:\u002F\u002Fclaude.com\u002Fpricing",{"title":787,"url":788},"Claude Code docs: connect to an LLM gateway","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fllm-gateway",{"title":790,"url":791},"OpenAI Codex CLI repository (Apache-2.0)","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex",{"title":793,"url":794},"ChatGPT pricing: Codex included in plans","https:\u002F\u002Flearn.chatgpt.com\u002Fdocs\u002Fpricing",{"title":796,"url":797},"Codex configuration: model providers and config.toml","https:\u002F\u002Flearn.chatgpt.com\u002Fdocs\u002Fconfig-file\u002Fconfig-advanced",{"title":799,"url":800},"Aider website: git integration and LLM support","https:\u002F\u002Faider.chat\u002F",{"title":802,"url":803},"Aider licence file (Apache-2.0)","https:\u002F\u002Fraw.githubusercontent.com\u002FAider-AI\u002Faider\u002Fmain\u002FLICENSE.txt",{"title":805,"url":806},"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 review: the open-source coding agent for any model","OpenCode is an MIT-licensed terminal coding agent for any model, hosted or local. Agents, permissions, MCP and LSP, plus the data-protection trade-offs.","OpenCode review: an open toolbox beside a terminal window, a row of different batteries next to it.",{"slug":814,"published":711,"updated":190,"minutes":639,"category":8,"tags":815,"tagPages":820,"keywords":821,"about":832,"sources":842,"cover":879,"og":880,"expertise":631,"locales":881,"lang":79,"title":882,"description":883,"coverAlt":884},"erp-integration-error-agent",[816,817,818,819,192],"ERP integration","SAP","Error handling","Retries",[198],[822,823,824,825,826,827,828,829,830,831],"ERP integration error handling","IDoc status 51","SAP OData error handling","dead letter queue integration","integration retry idempotency","order sync failed shop ERP","AI agent triage logs","SAP Integration Suite JMS retry","integration error taxonomy","incident deduplication",[833,836,839],{"name":834,"url":835},"IDoc","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FIDoc",{"name":837,"url":838},"Dead letter queue","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FDead_letter_queue",{"name":840,"url":841},"Exponential backoff","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FExponential_backoff",[843,846,849,852,855,858,861,864,867,870,873,876],{"title":844,"url":845},"SAP Library: IDoc interface and ALE exception handling","https:\u002F\u002Fhelp.sap.com\u002Fsaphelp_aii710\u002Fhelpdata\u002Fen\u002F0b\u002F2a6743507d11d18ee90000e8366fc2\u002Fcontent.htm",{"title":847,"url":848},"SAP Community: IDoc status codes","https:\u002F\u002Fcommunity.sap.com\u002Ft5\u002Ftechnology-q-a\u002Fidoc-status-codes\u002Fqaq-p\u002F3961848",{"title":850,"url":851},"SAP CAP: indicating errors (Java)","https:\u002F\u002Fcap.cloud.sap\u002Fdocs\u002Fjava\u002Fevent-handlers\u002Findicating-errors",{"title":853,"url":854},"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":856,"url":857},"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":859,"url":860},"Temporal: retry policies","https:\u002F\u002Fdocs.temporal.io\u002Fencyclopedia\u002Fretry-policies",{"title":862,"url":863},"Amazon SQS: dead-letter queues","https:\u002F\u002Fdocs.aws.amazon.com\u002FAWSSimpleQueueService\u002Flatest\u002FSQSDeveloperGuide\u002Fsqs-dead-letter-queues.html",{"title":865,"url":866},"Azure Service Bus: dead-letter queues","https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fservice-bus-messaging\u002Fservice-bus-dead-letter-queues",{"title":868,"url":869},"Stripe API reference: idempotent requests","https:\u002F\u002Fdocs.stripe.com\u002Fapi\u002Fidempotent_requests",{"title":871,"url":872},"AWS Architecture Blog: Exponential backoff and jitter","https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Farchitecture\u002Fexponential-backoff-and-jitter\u002F",{"title":874,"url":875},"MuleSoft: 2026 Connectivity Benchmark Report","https:\u002F\u002Fblogs.mulesoft.com\u002Fagentic-perspectives\u002Fconnectivity-benchmark-report\u002F",{"title":877,"url":878},"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],"An agent that triages ERP integration errors: taxonomy, runbooks and safe retries","How to build an agent for ERP integration error handling: an error taxonomy from IDoc and OData contracts, allowlisted runbooks, safe retries and dedup.","ERP integration error triage agent: a pipe with a warning at one joint, cards sorted into a tray below.",{"slug":886,"published":887,"updated":711,"minutes":639,"category":8,"tags":888,"tagPages":894,"keywords":896,"about":905,"sources":916,"cover":983,"og":984,"expertise":77,"locales":985,"lang":79,"title":986,"description":987,"coverAlt":988},"pydantic-ai","2026-10-08",[889,890,891,892,893],"Agent framework","Typed Python","Structured output","Dependency injection","OpenTelemetry",[895],"opentelemetry",[897,898,899,900,901,902,903,904],"pydantic ai","pydantic ai review","pydantic ai vs langgraph","pydantic ai vs openai agents sdk","typed python agent framework","pydantic ai logfire pricing","pydantic ai 2.0 upgrade","python llm agent framework",[906,909,912,914],{"name":907,"url":908},"Pydantic","https:\u002F\u002Fpydantic.dev",{"name":910,"url":911},"Python (programming language)","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPython_(programming_language)",{"name":892,"url":913},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FDependency_injection",{"name":893,"url":915},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FOpenTelemetry",[917,920,923,926,929,932,935,938,941,944,947,950,953,956,959,962,965,968,971,974,977,980],{"title":918,"url":919},"Pydantic AI documentation","https:\u002F\u002Fai.pydantic.dev\u002F",{"title":921,"url":922},"pydantic-ai 2.55.0 on PyPI (released 9 October 2026)","https:\u002F\u002Fpypi.org\u002Fproject\u002Fpydantic-ai\u002F",{"title":924,"url":925},"pydantic\u002Fpydantic-ai on GitHub: licence, stars and README","https:\u002F\u002Fgithub.com\u002Fpydantic\u002Fpydantic-ai",{"title":927,"url":928},"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":930,"url":931},"Pydantic AI version policy","https:\u002F\u002Fai.pydantic.dev\u002Fversion-policy\u002F",{"title":933,"url":934},"Pydantic AI upgrade guide: the V2 betas and the stable release","https:\u002F\u002Fai.pydantic.dev\u002Fproject\u002Fchangelog\u002F",{"title":936,"url":937},"Pydantic AI output: tool output, retries and output validators","https:\u002F\u002Fai.pydantic.dev\u002Foutput\u002F",{"title":939,"url":940},"Pydantic AI dependencies and RunContext","https:\u002F\u002Fai.pydantic.dev\u002Fdependencies\u002F",{"title":942,"url":943},"Pydantic AI models and providers","https:\u002F\u002Fai.pydantic.dev\u002Fmodels\u002Foverview\u002F",{"title":945,"url":946},"Pydantic AI unit testing with TestModel and FunctionModel","https:\u002F\u002Fai.pydantic.dev\u002Ftesting\u002F",{"title":948,"url":949},"Pydantic AI durable execution overview","https:\u002F\u002Fai.pydantic.dev\u002Fdurable_execution\u002Foverview\u002F",{"title":951,"url":952},"Pydantic Logfire: observability for Pydantic AI","https:\u002F\u002Fai.pydantic.dev\u002Flogfire\u002F",{"title":954,"url":955},"Pydantic Logfire pricing","https:\u002F\u002Fpydantic.dev\u002Fpricing",{"title":957,"url":958},"Pydantic security and compliance","https:\u002F\u002Fpydantic.dev\u002Fsecurity",{"title":960,"url":961},"OpenAI Agents SDK documentation","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002F",{"title":963,"url":964},"OpenAI Agents SDK tracing","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Ftracing\u002F",{"title":966,"url":967},"openai\u002Fopenai-agents-python on GitHub","https:\u002F\u002Fgithub.com\u002Fopenai\u002Fopenai-agents-python",{"title":969,"url":970},"openai-agents 0.23.1 on PyPI","https:\u002F\u002Fpypi.org\u002Fproject\u002Fopenai-agents\u002F",{"title":972,"url":973},"langchain-ai\u002Flanggraph on GitHub","https:\u002F\u002Fgithub.com\u002Flangchain-ai\u002Flanggraph",{"title":975,"url":976},"langgraph 1.2.14 on PyPI","https:\u002F\u002Fpypi.org\u002Fproject\u002Flanggraph\u002F",{"title":978,"url":979},"LangGraph overview","https:\u002F\u002Fdocs.langchain.com\u002Foss\u002Fpython\u002Flanggraph\u002Foverview",{"title":981,"url":982},"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 review: typed Python agents with validated output","Pydantic AI 2.55: typed dependencies, validated output and OpenTelemetry tracing for Python agents. What 2.0 changed, Logfire costs, who should pick it.","Pydantic AI review: a robot drops shaped blocks into a shape sorter with a small snake curled around it.",{"slug":990,"published":991,"updated":712,"minutes":992,"category":8,"tags":993,"tagPages":998,"keywords":999,"about":1008,"sources":1019,"cover":1100,"og":1101,"expertise":77,"locales":1102,"lang":79,"title":1103,"description":1104,"coverAlt":1105},"gemini-cli","2026-10-07",9,[994,995,195,996,997],"Terminal agent","Gemini","Sandboxing","Data protection",[199],[1000,1001,1002,1003,1004,1005,1006,1007],"gemini cli","gemini cli free tier","gemini cli pricing","gemini cli data privacy","gemini cli vs claude code","antigravity cli","gemini cli github action","gemini cli sandbox",[1009,1012,1015,1018],{"name":1010,"url":1011},"Gemini CLI","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli",{"name":1013,"url":1014},"Vertex AI","https:\u002F\u002Fcloud.google.com\u002Fvertex-ai",{"name":1016,"url":1017},"Apache License","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FApache_License",{"name":216,"url":734},[1020,1023,1026,1029,1031,1034,1037,1040,1043,1046,1049,1052,1055,1058,1061,1064,1067,1070,1073,1075,1078,1081,1084,1087,1090,1092,1094,1097],{"title":1021,"url":1022},"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":1024,"url":1025},"Gemini CLI: quotas and pricing","https:\u002F\u002Fgeminicli.com\u002Fdocs\u002Fresources\u002Fquota-and-pricing\u002F",{"title":1027,"url":1028},"Gemini CLI: licence, terms of service and privacy notices","https:\u002F\u002Fgeminicli.com\u002Fdocs\u002Fresources\u002Ftos-privacy",{"title":1030,"url":1011},"GitHub: google-gemini\u002Fgemini-cli, the repository and README",{"title":1032,"url":1033},"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":1035,"url":1036},"Gemini CLI reference: flags and approval modes","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Fcli\u002Fcli-reference.md",{"title":1038,"url":1039},"Gemini CLI configuration: settings.json and approval defaults","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Freference\u002Fconfiguration.md",{"title":1041,"url":1042},"Gemini CLI sandboxing","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Fcli\u002Fsandbox.md",{"title":1044,"url":1045},"Gemini CLI: context files (GEMINI.md)","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Fcli\u002Fgemini-md.md",{"title":1047,"url":1048},"Gemini CLI: MCP servers","https:\u002F\u002Fgithub.com\u002Fgoogle-gemini\u002Fgemini-cli\u002Fblob\u002Fmain\u002Fdocs\u002Ftools\u002Fmcp-server.md",{"title":1050,"url":1051},"Gemini API Additional Terms of Service","https:\u002F\u002Fai.google.dev\u002Fgemini-api\u002Fterms",{"title":1053,"url":1054},"Gemini Developer API pricing","https:\u002F\u002Fai.google.dev\u002Fgemini-api\u002Fdocs\u002Fpricing",{"title":1056,"url":1057},"Gemini Code Assist FAQs","https:\u002F\u002Fdocs.cloud.google.com\u002Fgemini\u002Fdocs\u002Fcodeassist\u002Ffaqs",{"title":1059,"url":1060},"Vertex AI data governance and zero data retention","https:\u002F\u002Fdocs.cloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Fdata-governance",{"title":1062,"url":1063},"Vertex AI data residency","https:\u002F\u002Fdocs.cloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Fdata-residency",{"title":1065,"url":1066},"Vertex AI locations and endpoints","https:\u002F\u002Fdocs.cloud.google.com\u002Fvertex-ai\u002Fgenerative-ai\u002Fdocs\u002Flearn\u002Flocations",{"title":1068,"url":1069},"run-gemini-cli: the GitHub Action for Gemini CLI","https:\u002F\u002Fgithub.com\u002Fgoogle-github-actions\u002Frun-gemini-cli",{"title":1071,"url":1072},"Antigravity CLI migration guide","https:\u002F\u002Fantigravity.google\u002Fdocs\u002Fcli\u002Fgcli-migration",{"title":1074,"url":785},"Claude pricing",{"title":1076,"url":1077},"Claude Code: data usage","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fdata-usage",{"title":1079,"url":1080},"Claude Code: setup and plan requirements","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fsetup",{"title":1082,"url":1083},"Claude Code: permission modes","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fpermission-modes",{"title":1085,"url":1086},"Claude Code: sandboxing","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fsandboxing",{"title":1088,"url":1089},"Claude Code licence (LICENSE.md)","https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fclaude-code\u002Fblob\u002Fmain\u002FLICENSE.md",{"title":1091,"url":374},"OpenAI Codex pricing",{"title":1093,"url":791},"OpenAI Codex CLI repository",{"title":1095,"url":1096},"Codex: agent approvals and security","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fagent-approvals-security",{"title":1098,"url":1099},"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 review: open source, but no longer free for individuals","Gemini CLI review: Apache-2.0 and still releasing, but the free individual route closed on 18 June 2026. Left: Code Assist, billed API keys and Vertex AI.","Gemini CLI review: twin robots stand at a terminal next to a coin slot box.",{"slug":1107,"published":991,"minutes":639,"category":8,"tags":1108,"tagPages":1113,"keywords":1115,"about":1124,"sources":1135,"cover":1208,"og":1209,"expertise":77,"locales":1210,"lang":79,"title":1211,"description":1212,"coverAlt":1213},"temporal",[1109,1110,1111,192,1112],"Durable execution","Workflow orchestration","Human in the loop","Self-hosting",[198,1114],"self-hosting",[1116,1117,1118,1119,1120,1121,1122,1123],"temporal workflow","temporal ai agents","durable execution for ai agents","temporal vs langgraph","temporal cloud pricing","temporal openai agents sdk","self-hosted temporal","temporal determinism rules",[1125,1128,1131,1132],{"name":1126,"url":1127},"Temporal","https:\u002F\u002Ftemporal.io",{"name":1129,"url":1130},"Workflow engine","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FWorkflow_engine",{"name":731,"url":732},{"name":1133,"url":1134},"Human-in-the-loop","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FHuman-in-the-loop",[1136,1139,1142,1145,1148,1150,1153,1156,1159,1162,1165,1168,1171,1174,1177,1180,1183,1186,1189,1192,1195,1198,1199,1202,1205],{"title":1137,"url":1138},"Temporal Cloud pricing","https:\u002F\u002Ftemporal.io\u002Fpricing",{"title":1140,"url":1141},"Temporal Cloud pricing documentation","https:\u002F\u002Fdocs.temporal.io\u002Fcloud\u002Fpricing",{"title":1143,"url":1144},"OpenAI Agents SDK integration for Python","https:\u002F\u002Fdocs.temporal.io\u002Fdevelop\u002Fpython\u002Fintegrations\u002Fopenai-agents",{"title":1146,"url":1147},"Workflow definition and determinism","https:\u002F\u002Fdocs.temporal.io\u002Fworkflow-definition",{"title":1149,"url":860},"Retry policies",{"title":1151,"url":1152},"Activity timeouts","https:\u002F\u002Fdocs.temporal.io\u002Fencyclopedia\u002Fdetecting-activity-failures",{"title":1154,"url":1155},"Cloud actions reference","https:\u002F\u002Fdocs.temporal.io\u002Fcloud\u002Factions",{"title":1157,"url":1158},"Event history limits","https:\u002F\u002Fdocs.temporal.io\u002Fworkflow-execution\u002Fevent",{"title":1160,"url":1161},"Message passing in Python: signals, queries and updates","https:\u002F\u002Fdocs.temporal.io\u002Fdevelop\u002Fpython\u002Fmessage-passing",{"title":1163,"url":1164},"Human-in-the-loop AI agent sample","https:\u002F\u002Fdocs.temporal.io\u002Fai\u002Fcookbook\u002Fhuman-in-the-loop-python",{"title":1166,"url":1167},"Cloud security model","https:\u002F\u002Fdocs.temporal.io\u002Fcloud\u002Fsecurity",{"title":1169,"url":1170},"Cloud service regions","https:\u002F\u002Fdocs.temporal.io\u002Fcloud\u002Fregions",{"title":1172,"url":1173},"Data processing agreement","https:\u002F\u002Ftemporal.io\u002Fdpa",{"title":1175,"url":1176},"Self-hosted deployment guide","https:\u002F\u002Fdocs.temporal.io\u002Fself-hosted-guide\u002Fdeployment",{"title":1178,"url":1179},"Self-hosted production checklist","https:\u002F\u002Fdocs.temporal.io\u002Fself-hosted-guide\u002Fproduction-checklist",{"title":1181,"url":1182},"Self-hosted visibility stores","https:\u002F\u002Fdocs.temporal.io\u002Fself-hosted-guide\u002Fvisibility",{"title":1184,"url":1185},"Temporal Server architecture","https:\u002F\u002Fdocs.temporal.io\u002Ftemporal-service\u002Ftemporal-server",{"title":1187,"url":1188},"Temporal server LICENSE file","https:\u002F\u002Fgithub.com\u002Ftemporalio\u002Ftemporal\u002Fblob\u002Fmain\u002FLICENSE",{"title":1190,"url":1191},"Temporal integrations index","https:\u002F\u002Fdocs.temporal.io\u002Fintegrations",{"title":1193,"url":1194},"LangGraph integration with Temporal","https:\u002F\u002Fdocs.temporal.io\u002Fdevelop\u002Fpython\u002Fintegrations\u002Flanggraph",{"title":1196,"url":1197},"LangGraph persistence","https:\u002F\u002Fdocs.langchain.com\u002Foss\u002Fpython\u002Flanggraph\u002Fpersistence",{"title":981,"url":982},{"title":1200,"url":1201},"Self-hosted guide and development server","https:\u002F\u002Fdocs.temporal.io\u002Fself-hosted-guide",{"title":1203,"url":1204},"Python SDK reference: workflow.wait_condition","https:\u002F\u002Fpython.temporal.io\u002Ftemporalio.workflow._context.html",{"title":1206,"url":1207},"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 review: durable agents that survive crashes and wait for people","Temporal: agent loops as durable workflows, so retries, approvals and timers survive crashes. Costs, data residency, determinism, when to skip it.","Temporal review: a robot holds a bookmark in an open book beside a grandfather clock.",{"slug":1215,"published":1216,"minutes":7,"category":8,"tags":1217,"tagPages":1221,"keywords":1222,"about":1231,"sources":1243,"cover":1334,"og":1335,"expertise":77,"locales":1336,"lang":79,"title":1337,"description":1338,"coverAlt":1339},"e2b","2026-10-02",[1218,192,1219,1112,1220],"Code sandbox","Firecracker","EU data residency",[198,1114],[1223,1224,1225,1226,1227,1228,1229,1230],"e2b sandbox","e2b pricing","e2b vs modal","e2b self-hosted","e2b code interpreter","ai agent code execution sandbox","e2b eu region","firecracker microvm for ai agents",[1232,1235,1237,1240],{"name":1233,"url":1234},"E2B","https:\u002F\u002Fe2b.dev",{"name":1219,"url":1236},"https:\u002F\u002Ffirecracker-microvm.github.io\u002F",{"name":1238,"url":1239},"Kernel-based Virtual Machine","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FKernel-based_Virtual_Machine",{"name":1241,"url":1242},"General Data Protection Regulation","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FGeneral_Data_Protection_Regulation",[1244,1247,1250,1253,1256,1259,1262,1265,1268,1271,1274,1277,1280,1283,1286,1289,1292,1295,1298,1301,1304,1307,1310,1313,1316,1319,1322,1325,1328,1331],{"title":1245,"url":1246},"E2B documentation: isolated sandboxes for agents","https:\u002F\u002Fe2b.dev\u002Fdocs",{"title":1248,"url":1249},"E2B billing and limits: plans, rates and API rate limits","https:\u002F\u002Fdocs.e2b.dev\u002Fbilling",{"title":1251,"url":1252},"E2B: how long a sandbox lives, timeouts and auto-pause","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fsandbox-lifetime",{"title":1254,"url":1255},"E2B: sandbox persistence, pause and resume","https:\u002F\u002Fdocs.e2b.dev\u002Fsandbox\u002Fpersistence",{"title":1257,"url":1258},"E2B: how template builds work, snapshots and kernel versions","https:\u002F\u002Fdocs.e2b.dev\u002Ftemplate\u002Fhow-it-works",{"title":1260,"url":1261},"E2B: template quickstart, build limits and templates versus snapshots","https:\u002F\u002Fdocs.e2b.dev\u002Ftemplate\u002Fquickstart",{"title":1263,"url":1264},"E2B: running your first sandbox","https:\u002F\u002Fdocs.e2b.dev\u002Fquickstart",{"title":1266,"url":1267},"E2B: run Python code in the code interpreter","https:\u002F\u002Fdocs.e2b.dev\u002Fcode-interpreting\u002Fsupported-languages\u002Fpython",{"title":1269,"url":1270},"E2B: internet access controls","https:\u002F\u002Fdocs.e2b.dev\u002Fnetwork\u002Finternet-access",{"title":1272,"url":1273},"E2B: secrets injected by the egress proxy","https:\u002F\u002Fdocs.e2b.dev\u002Fsecrets",{"title":1275,"url":1276},"E2B: is it SOC 2 compliant? Trust Center, DPA and sub-processors","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fsecurity-and-compliance",{"title":1278,"url":1279},"E2B: can I run sandboxes in the EU?","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Feu-region",{"title":1281,"url":1282},"E2B: egress IP ranges and regions","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fegress-ip-ranges",{"title":1284,"url":1285},"E2B: does it support GPUs?","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fgpu-support",{"title":1287,"url":1288},"E2B: how to calculate the price of a sandbox, with current rates","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fcalculate-sandbox-price",{"title":1290,"url":1291},"E2B: Volumes beta limitations: file locking, mounts and regions","https:\u002F\u002Fdocs.e2b.dev\u002Ffaq\u002Fvolumes-beta-limitations",{"title":1293,"url":1294},"E2B: bring your own cloud (BYOC)","https:\u002F\u002Fdocs.e2b.dev\u002Fbyoc",{"title":1296,"url":1297},"E2B changelog: E2B Embed, the access token change and weekly releases","https:\u002F\u002Fdocs.e2b.dev\u002Fchangelog",{"title":1299,"url":1300},"E2B Embed: self-hosting on one machine (README)","https:\u002F\u002Fgithub.com\u002Fe2b-dev\u002Fruntime\u002Ftree\u002Fmain\u002Fembed",{"title":1302,"url":1303},"E2B Embed: Docker Compose requirements and sizing","https:\u002F\u002Fgithub.com\u002Fe2b-dev\u002Fruntime\u002Fblob\u002Fmain\u002Fembed\u002Fcompose\u002FREADME.md",{"title":1305,"url":1306},"E2B SDK repository, Apache-2.0","https:\u002F\u002Fgithub.com\u002Fe2b-dev\u002FE2B",{"title":1308,"url":1309},"Firecracker: lightweight microVMs on KVM","https:\u002F\u002Fgithub.com\u002Ffirecracker-microvm\u002Ffirecracker",{"title":1311,"url":1312},"Modal pricing: per-second CPU, memory and GPU","https:\u002F\u002Fmodal.com\u002Fpricing",{"title":1314,"url":1315},"Modal sandboxes: lifetime, gVisor and VM runtimes","https:\u002F\u002Fmodal.com\u002Fdocs\u002Fguide\u002Fsandbox",{"title":1317,"url":1318},"Modal region selection: region codes","https:\u002F\u002Fmodal.com\u002Fdocs\u002Fguide\u002Fregion-selection",{"title":1320,"url":1321},"Daytona pricing: vCPU and GiB rates","https:\u002F\u002Fwww.daytona.io\u002Fpricing",{"title":1323,"url":1324},"Daytona documentation: sandbox isolation and start time","https:\u002F\u002Fwww.daytona.io\u002Fdocs\u002Fen\u002F",{"title":1326,"url":1327},"Daytona regions: shared United States and Europe","https:\u002F\u002Fwww.daytona.io\u002Fdocs\u002Fen\u002Fregions\u002F",{"title":1329,"url":1330},"Docker security: kernel namespaces, control groups and capabilities","https:\u002F\u002Fdocs.docker.com\u002Fengine\u002Fsecurity\u002F",{"title":1332,"url":1333},"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 review: Firecracker sandboxes for agent code, billed per second","E2B gives each agent run its own Firecracker microVM, billed per second. Where it fits, what the EU option costs, and where self-hosting stops.","E2B review: a robot builds with blocks inside a glass cube, a stopwatch on the outside.",{"slug":1341,"published":1342,"minutes":88,"category":8,"tags":1343,"tagPages":1349,"keywords":1351,"about":1360,"sources":1368,"cover":1412,"og":1413,"expertise":77,"locales":1414,"lang":79,"title":1415,"description":1416,"coverAlt":1417},"ai-assisted-development-economics","2026-10-01",[1344,1345,1346,1347,1348],"AI coding agents","Developer productivity","Engineering economics","Team cost","GDPR",[1350],"gdpr",[1352,1353,1354,1355,1356,1357,1358,1359],"AI coding agents cost","developer productivity AI study","METR AI developer slowdown","AI coding break-even cost model","one senior engineer vs team","AI coding agent vs agency","DORA AI adoption report","GDPR processor contract AI coding tools",[1361,1362,1365],{"name":1241,"url":1242},{"name":1363,"url":1364},"Randomized controlled trial","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FRandomized_controlled_trial",{"name":1366,"url":1367},"Bus factor","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FBus_factor",[1369,1371,1374,1377,1380,1383,1385,1388,1391,1393,1396,1399,1401,1404,1406,1409],{"title":1370,"url":299},"METR: early-2025 AI and experienced open-source developers",{"title":1372,"url":1373},"Becker et al.: arXiv 2507.09089","https:\u002F\u002Farxiv.org\u002Fabs\u002F2507.09089",{"title":1375,"url":1376},"METR: developer productivity experiment design, February 2026","https:\u002F\u002Fmetr.org\u002Fblog\u002F2026-02-24-uplift-update\u002F",{"title":1378,"url":1379},"Peng et al.: GitHub Copilot controlled experiment, arXiv 2302.06590","https:\u002F\u002Farxiv.org\u002Fhtml\u002F2302.06590v1",{"title":1381,"url":1382},"Cui et al.: three field experiments with software developers","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fresearch\u002F?p=1148213",{"title":382,"url":1384},"https:\u002F\u002Fresearch.google\u002Fpubs\u002Fdora-2025-state-of-ai-assisted-software-development-report\u002F",{"title":1386,"url":1387},"Google Cloud: highlights from the 2024 DORA report","https:\u002F\u002Fcloud.google.com\u002Fblog\u002Fproducts\u002Fdevops-sre\u002Fannouncing-the-2024-dora-report",{"title":1389,"url":1390},"Stack Overflow: Developer Survey 2025, AI","https:\u002F\u002Fsurvey.stackoverflow.co\u002F2025\u002Fai",{"title":1392,"url":290},"Ziftci et al.: Migrating Code At Scale With LLMs At Google",{"title":1394,"url":1395},"Alshahwan et al.: Automated Unit Test Improvement using Large Language Models at Meta","https:\u002F\u002Farxiv.org\u002Fabs\u002F2402.09171",{"title":1397,"url":1398},"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":805,"url":1400},"https:\u002F\u002Feur-lex.europa.eu\u002Feli\u002Freg\u002F2016\u002F679\u002Foj\u002Feng",{"title":1402,"url":1403},"Anthropic: Commercial Terms of Service","https:\u002F\u002Fwww.anthropic.com\u002Flegal\u002Fcommercial-terms",{"title":1405,"url":785},"Claude: pricing",{"title":1407,"url":1408},"Claude Platform: data residency","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fbuild-with-claude\u002Fdata-residency",{"title":1410,"url":1411},"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],"One senior with coding agents versus a team: what the evidence says","AI coding economics: what the METR, DORA, Microsoft and GitHub studies show, what they do not prove, and a break-even model for one senior vs a team.","AI-assisted development economics: a balance scale weighs one person with two robots against a group of four people.",{"slug":1419,"published":1420,"updated":1342,"minutes":88,"category":8,"tags":1421,"tagPages":1426,"keywords":1427,"about":1436,"sources":1448,"cover":1488,"og":1489,"expertise":77,"locales":1490,"lang":79,"title":1491,"description":1492,"coverAlt":1493},"spec-driven-development-coding-agents","2026-09-30",[1422,13,1423,1424,1425],"Spec-driven development","Acceptance criteria","Plan mode","AI engineering",[17],[1428,1429,1430,1431,1432,1433,1434,1435],"spec-driven development","spec driven development coding agents","acceptance criteria for coding agents","AI coding agent plan mode","GitHub Spec Kit","Kiro specs requirements design tasks","vibe coding vs spec-driven development","EARS requirements syntax",[1437,1440,1442,1445],{"name":1438,"url":1439},"Vibe coding","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FVibe_coding",{"name":1432,"url":1441},"https:\u002F\u002Fgithub.com\u002Fgithub\u002Fspec-kit",{"name":1443,"url":1444},"EARS (Easy Approach to Requirements Syntax)","https:\u002F\u002Falistairmavin.com\u002Fears\u002F",{"name":1446,"url":1447},"Kiro","https:\u002F\u002Fkiro.dev",[1449,1452,1454,1457,1460,1463,1465,1468,1471,1474,1476,1478,1481,1483,1485],{"title":1450,"url":1451},"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":1453,"url":1441},"GitHub Spec Kit: README",{"title":1455,"url":1456},"GitHub Spec Kit: spec-driven.md methodology","https:\u002F\u002Fgithub.com\u002Fgithub\u002Fspec-kit\u002Fblob\u002Fmain\u002Fspec-driven.md",{"title":1458,"url":1459},"Kiro documentation: specs","https:\u002F\u002Fkiro.dev\u002Fdocs\u002Fspecs\u002F",{"title":1461,"url":1462},"Kiro: Introducing Kiro","https:\u002F\u002Fkiro.dev\u002Fblog\u002Fintroducing-kiro\u002F",{"title":1464,"url":1444},"Alistair Mavin: EARS, the Easy Approach to Requirements Syntax",{"title":1466,"url":1467},"Anthropic: Best practices for Claude Code","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fbest-practices",{"title":1469,"url":1470},"Cline documentation: Plan and Act","https:\u002F\u002Fdocs.cline.bot\u002Ffeatures\u002Fplan-and-act",{"title":1472,"url":1473},"OpenAI: Codex slash command reference","https:\u002F\u002Flearn.chatgpt.com\u002Fdocs\u002Freference\u002Fslash-commands",{"title":1475,"url":299},"METR: early-2025 AI and experienced open-source developer productivity (July 2025)",{"title":1477,"url":1376},"METR: We are changing our developer productivity experiment design (February 2026)",{"title":1479,"url":1480},"Thoughtworks Technology Radar: Spec-driven development","https:\u002F\u002Fwww.thoughtworks.com\u002Fradar\u002Ftechniques\u002Fspec-driven-development",{"title":1482,"url":1439},"Wikipedia: Vibe coding",{"title":1484,"url":71},"Anthropic: Claude API pricing",{"title":1486,"url":1487},"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 for coding agents: agree the plan before the code","Vibe coding breaks on real codebases. Write a spec with acceptance criteria, a plan and tasks, let the agent tick them off, and agree it before any code.","Spec-driven development: a person and a robot shake hands over a blueprint, building blocks waiting nearby.",{"slug":1495,"published":1420,"updated":1216,"minutes":1496,"category":8,"tags":1497,"tagPages":1501,"keywords":1502,"about":1512,"sources":1520,"cover":1557,"og":1558,"expertise":77,"locales":1559,"lang":79,"title":1560,"description":1561,"coverAlt":1562},"openai-dots-always-on-agents-impact",14,[1498,192,1499,1500],"OpenAI dots","GPT-6 Astra","AI governance",[198],[1498,1503,1504,1505,1506,1507,1508,1509,1510,1511],"what are OpenAI dots","OpenAI dots impact","always-on AI agents","GPT-6 Astra agents","dots Auto-review and Custom Rules","specialist dots for enterprise","OpenAI dots EU availability","OpenAI DevDay 2026","AI agents in the workplace",[1513,1516,1519],{"name":1514,"url":1515},"OpenAI","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FOpenAI",{"name":1517,"url":1518},"ChatGPT","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FChatGPT",{"name":213,"url":214},[1521,1524,1527,1530,1533,1536,1539,1542,1545,1548,1551,1554],{"title":1522,"url":1523},"OpenAI: Introducing dots (29 September 2026)","https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-dots\u002F",{"title":1525,"url":1526},"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":1528,"url":1529},"OpenAI Help Center: Dots privacy, security, and safety FAQs","https:\u002F\u002Fhelp.openai.com\u002Fen\u002Farticles\u002F20001529-dots-privacy-security-and-safety-faqs",{"title":1531,"url":1532},"TechCrunch: OpenAI launches Dots, its bubbly agentic avatar","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F09\u002F29\u002Fopenai-launches-dots-its-bubbly-agentic-avatar\u002F",{"title":1534,"url":1535},"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":1537,"url":1538},"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":1540,"url":1541},"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":1543,"url":1544},"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":1546,"url":1547},"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":1549,"url":1550},"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":1552,"url":1553},"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":1555,"url":1556},"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: what always-on agents will change, and what they will not","OpenAI dots: always-on GPT-6 Astra agents with their own computer. What launched, how the safeguards work, and what changes for work, IT, SaaS and Europe.","OpenAI dots and always-on agents: a lighthouse glows steadily over a calm sea under both sun and moon.",{"slug":1564,"published":1565,"updated":1566,"minutes":992,"category":8,"tags":1567,"tagPages":1571,"keywords":1572,"about":1579,"sources":1582,"cover":1618,"og":1619,"expertise":77,"locales":1620,"lang":79,"title":1621,"description":1622,"coverAlt":1623},"mcp-reference-servers","2026-09-25","2026-10-05",[195,1568,1569,1570],"Reference servers","Tool protocol","Server SDKs",[199],[1573,1574,1575,1576,1577,1578],"mcp reference servers","modelcontextprotocol servers github","write an mcp server","mcp server examples","mcp server sdk","mcp server security",[1580],{"name":216,"url":1581},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FModel_Context_Protocol",[1583,1586,1589,1592,1595,1598,1601,1604,1607,1609,1612,1615],{"title":1584,"url":1585},"MCP reference servers repository","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers",{"title":1587,"url":1588},"Repository README and server list","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002FREADME.md",{"title":1590,"url":1591},"Security policy","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002FSECURITY.md",{"title":1593,"url":1594},"Release process and trusted publishing","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002FRELEASING.md",{"title":1596,"url":1597},"Filesystem server README","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002Fsrc\u002Ffilesystem\u002FREADME.md",{"title":1599,"url":1600},"Everything server feature list","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Fblob\u002Fmain\u002Fsrc\u002Feverything\u002Fdocs\u002Ffeatures.md",{"title":1602,"url":1603},"MCP Registry","https:\u002F\u002Fregistry.modelcontextprotocol.io\u002F",{"title":1605,"url":1606},"Archived reference servers","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers-archived",{"title":1608,"url":217},"Model Context Protocol documentation",{"title":1610,"url":1611},"TypeScript MCP SDK","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Ftypescript-sdk",{"title":1613,"url":1614},"Python MCP SDK","https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fpython-sdk",{"title":1616,"url":1617},"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 reference servers: what they demonstrate and what they omit","modelcontextprotocol\u002Fservers reviewed: seven reference servers, what each one teaches, their SDK versions, and why none belongs in production.","MCP reference servers: a cardboard model house on a table next to a real door, blueprints and a ruler.",{"slug":1625,"published":1626,"updated":1342,"minutes":393,"category":8,"tags":1627,"tagPages":1630,"keywords":1631,"about":1638,"sources":1644,"cover":1661,"og":1662,"expertise":77,"locales":1663,"lang":79,"title":1664,"description":1665,"coverAlt":1666},"aider","2026-09-23",[13,715,1628,1629,716],"Git workflow","BYO key",[17,719],[1625,1632,1633,1634,1635,722,1636,1637],"aider vs claude code","aider polyglot benchmark","ai pair programming terminal","aider leaderboard","aider architect mode","aider install",[1639,1641],{"name":1640,"url":800},"Aider",{"name":1642,"url":1643},"Aider on GitHub","https:\u002F\u002Fgithub.com\u002FAider-AI\u002Faider",[1645,1647,1650,1653,1656,1658],{"title":1646,"url":800},"Aider website",{"title":1648,"url":1649},"Aider LLM leaderboards","https:\u002F\u002Faider.chat\u002Fdocs\u002Fleaderboards\u002F",{"title":1651,"url":1652},"Aider linting and testing","https:\u002F\u002Faider.chat\u002Fdocs\u002Fusage\u002Flint-test.html",{"title":1654,"url":1655},"Aider token limits","https:\u002F\u002Faider.chat\u002Fdocs\u002Ftroubleshooting\u002Ftoken-limits.html",{"title":1657,"url":1643},"Aider repository on GitHub",{"title":1659,"url":1660},"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 review: git-first pair programming in the terminal","A review of Aider 0.86.2, an Apache-2.0 terminal pair programmer whose benchmark ranks models honestly and whose release cadence has stopped.","Aider review: a human hand and a robot hand type on one keyboard beneath a git branch arc.",{"slug":1668,"published":1669,"updated":1216,"minutes":393,"category":8,"tags":1670,"tagPages":1675,"keywords":1679,"about":1688,"sources":1698,"cover":1726,"og":1727,"expertise":77,"locales":1728,"lang":79,"title":1729,"description":1730,"coverAlt":1731},"openai-agents-sdk","2026-09-11",[1671,1672,1673,195,1674],"Agent runtime","Tracing","Guardrails","Python",[1676,1677,199,1678],"tracing","guardrails","python",[1680,1681,1682,1683,1684,1685,1686,1687],"openai agents sdk","openai agents sdk vs langgraph","python agent framework comparison","openai agents sdk guardrails","agent run tracing tool calls","openai agents sdk human in the loop","openai-agents pypi","agents sdk vs responses api",[1689,1692,1695],{"name":1690,"url":1691},"Model context protocol","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FModel_context_protocol",{"name":1693,"url":1694},"Software framework","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FSoftware_framework",{"name":1696,"url":1697},"Agentic AI","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FAgentic_AI",[1699,1701,1704,1707,1710,1712,1715,1717,1720,1723],{"title":1700,"url":961},"OpenAI Agents SDK documentation: Intro, and Agents SDK or Responses API",{"title":1702,"url":1703},"OpenAI Agents SDK documentation: Running agents","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Frunning_agents\u002F",{"title":1705,"url":1706},"OpenAI Agents SDK documentation: Guardrails","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Fguardrails\u002F",{"title":1708,"url":1709},"OpenAI Agents SDK documentation: Human-in-the-loop","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Fhuman_in_the_loop\u002F",{"title":1711,"url":964},"OpenAI Agents SDK documentation: Tracing",{"title":1713,"url":1714},"OpenAI Agents SDK documentation: Configuration","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Fconfig\u002F",{"title":1716,"url":970},"openai-agents 0.23.1 on PyPI, release history and licence",{"title":1718,"url":1719},"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":1721,"url":1722},"OpenAI API documentation: Agents, comparison of the three runtimes","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Fagents",{"title":1724,"url":1725},"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: a small agent runtime with sharp edges","A review of the OpenAI Agents SDK: the runner loop, tracing, guardrails and approvals, plus what the release churn and the Responses-only features cost.","OpenAI Agents SDK: a small open toolkit with a few tools, one craft knife with a sharp blade.",{"slug":1733,"published":1734,"updated":1216,"minutes":1735,"category":8,"tags":1736,"tagPages":1739,"keywords":1740,"about":1751,"sources":1757,"cover":1801,"og":1802,"expertise":77,"locales":1803,"lang":79,"title":1804,"description":1805,"coverAlt":1806},"ai-agent-memory-design","2026-09-10",13,[1737,397,1738,1348],"AI agent memory","Memory poisoning",[401,1350],[1741,1742,1743,1744,1745,1746,1747,1748,1749,1750],"AI agent memory design","long-term memory for AI agents","episodic semantic procedural memory LLM","agent memory architecture","ChatGPT memory vs Claude memory","Claude memory tool","AI memory poisoning","LLM context compaction","AI agent memory GDPR","short-term vs long-term memory agents",[1752,1753,1754],{"name":213,"url":214},{"name":1241,"url":1242},{"name":1755,"url":1756},"Prompt injection","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPrompt_injection",[1758,1760,1762,1764,1767,1770,1773,1776,1779,1782,1785,1788,1791,1792,1795,1798],{"title":1759,"url":448},"Anthropic docs: Memory tool",{"title":1761,"url":445},"Anthropic docs: Context editing",{"title":1763,"url":434},"Anthropic Engineering: Effective context engineering for AI agents",{"title":1765,"url":1766},"Sumers et al.: Cognitive Architectures for Language Agents (CoALA)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2309.02427",{"title":1768,"url":1769},"Packer et al.: MemGPT, Towards LLMs as Operating Systems","https:\u002F\u002Farxiv.org\u002Fabs\u002F2310.08560",{"title":1771,"url":1772},"Park et al.: Generative Agents, Interactive Simulacra of Human Behavior","https:\u002F\u002Farxiv.org\u002Fabs\u002F2304.03442",{"title":1774,"url":1775},"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":1777,"url":1778},"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":1780,"url":1781},"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":1783,"url":1784},"Vectorize: OWASP ASI06, Memory and Context Poisoning explained","https:\u002F\u002Fvectorize.io\u002Farticles\u002Fowasp-asi06",{"title":1786,"url":1787},"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":1789,"url":1790},"OpenAI Help Center: Memory in ChatGPT","https:\u002F\u002Fhelp.openai.com\u002Fen\u002Farticles\u002F8590148-memory-faq",{"title":1528,"url":1529},{"title":1793,"url":1794},"Flavio Copes: A deep dive into OpenAI dots (quotes the dots documentation on memory)","https:\u002F\u002Fflaviocopes.com\u002Fopenai-dots\u002F",{"title":1796,"url":1797},"GDPR Article 5: Principles relating to processing of personal data","https:\u002F\u002Fgdpr-info.eu\u002Fart-5-gdpr\u002F",{"title":1799,"url":1800},"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],"Designing memory for AI agents: tiers, write rules, poisoning and GDPR","How to design AI agent memory: context vs session vs long-term tiers, what to write and never store, retrieval, compaction, poisoning and GDPR erasure.","AI agent memory design: a robot files an index card into the open drawer of a three-drawer cabinet.",{"slug":1808,"published":1809,"updated":1810,"minutes":992,"category":8,"tags":1811,"tagPages":1816,"keywords":1817,"about":1824,"sources":1832,"cover":1853,"og":1854,"expertise":77,"locales":1855,"lang":79,"title":1856,"description":1857,"coverAlt":1858},"openhands","2026-09-09","2026-10-06",[13,1812,1813,1814,1815],"Sandboxed execution","Automations","Self-hosted","MIT licence",[17],[1808,1818,1819,1820,1821,1822,722,1823],"openhands self-host","open hands coding agent","openhands vs claude code","agent canvas","openhands docker sandbox","openhands cloud pricing",[1825,1828,1831],{"name":1826,"url":1827},"OpenHands","https:\u002F\u002Fwww.openhands.dev",{"name":1829,"url":1830},"OpenHands on GitHub","https:\u002F\u002Fgithub.com\u002FOpenHands\u002FOpenHands",{"name":213,"url":214},[1833,1835,1838,1841,1844,1847,1850],{"title":1834,"url":1830},"OpenHands README",{"title":1836,"url":1837},"OpenHands licence (MIT)","https:\u002F\u002Fgithub.com\u002FOpenHands\u002FOpenHands\u002Fblob\u002Fmain\u002FLICENSE",{"title":1839,"url":1840},"Agent Canvas 1.25.0 release notes","https:\u002F\u002Fdocs.openhands.dev\u002Fopenhands\u002Fusage\u002Fagent-canvas\u002Frelease-notes\u002Fv1.25.0.md",{"title":1842,"url":1843},"OpenHands sandbox overview","https:\u002F\u002Fdocs.openhands.dev\u002Fopenhands\u002Fusage\u002Fsandboxes\u002Foverview.md",{"title":1845,"url":1846},"OpenHands quick start","https:\u002F\u002Fdocs.openhands.dev\u002Fopenhands\u002Fusage\u002Finstallation",{"title":1848,"url":1849},"OpenHands pricing","https:\u002F\u002Fwww.openhands.dev\u002Fpricing",{"title":1851,"url":1852},"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: the open-source coding agent you operate","OpenHands 1.25.0: an MIT-licensed coding agent platform with a web canvas, CLI, sandboxed execution and scheduled automations, and where it gets heavy.","OpenHands: two open hands hold up a small robot surrounded by floating gears.",{"slug":1860,"published":1861,"minutes":639,"category":8,"tags":1862,"tagPages":1867,"keywords":1868,"about":1878,"sources":1887,"cover":1910,"og":1911,"expertise":77,"locales":1912,"lang":79,"title":1913,"description":1914,"coverAlt":1915},"harness-engineering-coding-agents","2026-09-04",[1863,13,1864,1865,1866],"Harness engineering","Code quality","Mutation testing","TDD",[17],[1869,1870,1871,1872,1873,1874,1875,1876,1877],"harness engineering","harness engineering coding agents","AI code quality","coding agent guardrails","mutation testing AI generated tests","red\u002Fgreen TDD with AI agents","guides and sensors coding agents","how to make AI agent pull requests mergeable","can I trust tests written by AI",[1879,1881,1884],{"name":1865,"url":1880},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FMutation_testing",{"name":1882,"url":1883},"Test-driven development","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FTest-driven_development",{"name":1885,"url":1886},"Static program analysis","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FStatic_program_analysis",[1888,1891,1894,1897,1900,1901,1904,1907],{"title":1889,"url":1890},"Birgitta Böckeler: Harness engineering for coding agent users (Apr 2026)","https:\u002F\u002Fmartinfowler.com\u002Farticles\u002Fharness-engineering.html",{"title":1892,"url":1893},"Birgitta Böckeler: Maintainability sensors for coding agents (May 2026)","https:\u002F\u002Fmartinfowler.com\u002Farticles\u002Fsensors-for-coding-agents.html",{"title":1895,"url":1896},"Simon Willison: Agentic Engineering Patterns","https:\u002F\u002Fsimonwillison.net\u002Fguides\u002Fagentic-engineering-patterns\u002F",{"title":1898,"url":1899},"Simon Willison: First run the tests","https:\u002F\u002Fsimonwillison.net\u002Fguides\u002Fagentic-engineering-patterns\u002Ffirst-run-the-tests\u002F",{"title":436,"url":293},{"title":1902,"url":1903},"Claude Code docs: How Claude remembers your project","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fmemory",{"title":1905,"url":1906},"Stryker Mutator documentation","https:\u002F\u002Fstryker-mutator.io\u002Fdocs\u002F",{"title":1908,"url":1909},"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 and sensors that make agent PRs mergeable","Harness engineering for coding agents: guides and sensors, where to run each check, red\u002Fgreen TDD, and mutation testing of the tests the agent wrote.","Harness engineering: a robot walks a narrow path with guide rails and sensor posts toward an open gate.",{"slug":1917,"published":1918,"minutes":393,"category":8,"tags":1919,"tagPages":1923,"keywords":1924,"about":1931,"sources":1935,"cover":1954,"og":1955,"expertise":77,"locales":1956,"lang":79,"title":1957,"description":1958,"coverAlt":1959},"cursor","2026-09-02",[1920,13,1921,1922,195],"AI code editor","CLI","Usage-based pricing",[17,199],[1917,1925,1926,1927,1928,1929,1930],"cursor vs github copilot","cursor pricing","cursor cli","ai code editor","cursor usage limits","cursor pro plus",[1932],{"name":1933,"url":1934},"Cursor","https:\u002F\u002Fcursor.com",[1936,1939,1942,1945,1947,1948,1951],{"title":1937,"url":1938},"Cursor pricing","https:\u002F\u002Fcursor.com\u002Fpricing",{"title":1940,"url":1941},"Cursor models and pricing docs","https:\u002F\u002Fcursor.com\u002Fdocs\u002Fmodels-and-pricing",{"title":1943,"url":1944},"Cursor CLI documentation","https:\u002F\u002Fcursor.com\u002Fdocs\u002Fcli\u002Foverview",{"title":1946,"url":1411},"GitHub Copilot plans",{"title":1074,"url":785},{"title":1949,"url":1950},"Claude Code cost documentation","https:\u002F\u002Fdocs.claude.com\u002Fen\u002Fdocs\u002Fclaude-code\u002Fcosts",{"title":1952,"url":1953},"Cline pricing","https:\u002F\u002Fcline.bot\u002Fpricing","\u002Fimages\u002Fblog\u002Fcursor\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fcursor\u002Fog.jpg",[79,80,81],"Cursor reviewed: an AI code editor billed past its sticker price","Cursor bundles an editor, a terminal agent and cloud runs in one plan. What its two usage pools cost, and when Copilot, Claude Code or Cline wins.","Cursor review: a large mouse cursor with a price tag and a longer receipt stands beside an editor window.",{"slug":16,"published":1961,"updated":1810,"minutes":393,"category":8,"tags":1962,"tagPages":1966,"keywords":1967,"about":1976,"sources":1984,"cover":2016,"og":2017,"expertise":77,"locales":2018,"lang":79,"title":2019,"description":2020,"coverAlt":2021},"2026-08-31",[994,1963,1964,195,1965],"Hooks","Subagents","Sandbox",[199],[1968,1969,1970,1971,1972,1973,1974,1975],"claude code","claude code pricing","claude code hooks","claude code vs cursor","claude code sandbox","claude code subagents","claude code context window","coding agent comparison",[1977,1980,1981],{"name":1978,"url":1979},"Claude (language model)","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FClaude_(language_model)",{"name":216,"url":1581},{"name":1982,"url":1983},"Software carpentry","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FSoftware_carpentry",[1985,1988,1991,1994,1997,2000,2002,2005,2008,2011,2013],{"title":1986,"url":1987},"Claude Code documentation: overview","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Foverview",{"title":1989,"url":1990},"Claude Code documentation: how Claude Code works","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fhow-claude-code-works",{"title":1992,"url":1993},"Claude Code documentation: extend Claude Code","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Ffeatures-overview",{"title":1995,"url":1996},"Claude Code documentation: hooks reference","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fhooks",{"title":1998,"url":1999},"Claude Code documentation: configure permissions","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fpermissions",{"title":2001,"url":1086},"Claude Code documentation: sandboxing",{"title":2003,"url":2004},"Claude Code documentation: manage costs effectively","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcosts",{"title":2006,"url":2007},"Claude Code documentation: explore the context window","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fcontext-window",{"title":2009,"url":2010},"Claude Code changelog","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fchangelog",{"title":2012,"url":71},"Claude Platform pricing: model list prices and prompt caching",{"title":2014,"url":2015},"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: the terminal coding agent, reviewed","An engineering review of Claude Code: the extension surface, the real cost per developer, and the exact boundary of the Bash sandbox.","Claude Code review: a small robot with a wrench climbs out of a terminal window on a desk.",{"slug":2023,"published":1961,"updated":2024,"minutes":88,"category":8,"tags":2025,"tagPages":2027,"keywords":2028,"about":2037,"sources":2042,"cover":2072,"og":2073,"expertise":77,"locales":2074,"lang":79,"title":2075,"description":2076,"coverAlt":2077},"openai-codex-cli","2026-09-29",[13,715,1965,324,2026],"Rust",[17],[2029,2030,2031,2032,2033,2034,2035,2036],"openai codex cli","codex cli config.toml","codex exec CI","codex sandbox mode","codex vs claude code","codex cli review","codex cli pricing","AGENTS.md codex",[2038,2041],{"name":2039,"url":2040},"OpenAI Codex","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex",{"name":216,"url":1581},[2043,2046,2049,2052,2055,2058,2061,2064,2066,2069],{"title":2044,"url":2045},"Codex CLI documentation","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fcli",{"title":2047,"url":2048},"Codex: configuration","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fconfiguration",{"title":2050,"url":2051},"Codex: sample configuration","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fconfig-file\u002Fconfig-sample",{"title":2053,"url":2054},"Codex: permissions","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fpermission-modes",{"title":2056,"url":2057},"Codex: non-interactive mode","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fnon-interactive-mode",{"title":2059,"url":2060},"Codex: authentication","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fauth",{"title":2062,"url":2063},"Codex: Model Context Protocol","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fextend\u002Fmcp",{"title":2065,"url":374},"Codex: pricing",{"title":2067,"url":2068},"Codex: open-source components","https:\u002F\u002Fdevelopers.openai.com\u002Fcodex\u002Fopen-source",{"title":2070,"url":2071},"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: the agent that treats permissions as a config file","OpenAI Codex CLI, the open-source terminal coding agent: how its sandbox, approval policy and config.toml work, and what unattended CI runs cost.","OpenAI Codex CLI: a robot studies a sheet of toggle switches pinned beside a terminal window.",{"slug":2079,"published":2080,"updated":1626,"minutes":2081,"category":8,"tags":2082,"tagPages":2085,"keywords":2086,"about":2098,"sources":2104,"cover":2162,"og":2163,"expertise":77,"locales":2164,"lang":79,"title":2165,"description":2166,"coverAlt":2167},"token-saving-tools-coding-agents-top-20","2026-08-26",17,[11,2083,397,2084],"token usage","developer tools",[16,401],[2087,2088,2089,2090,2091,2092,2093,2094,2095,2096,2097,406],"reduce Claude Code token usage","token saving tools for coding agents","rtk token killer","lean-ctx","context-mode MCP","Serena MCP","Repomix compress","MCP tool search","prompt caching","ccusage","coding agent cost",[2099,2100,2101],{"name":731,"url":732},{"name":1978,"url":1979},{"name":2102,"url":2103},"Prompt engineering","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPrompt_engineering",[2105,2108,2111,2114,2117,2120,2123,2126,2129,2132,2135,2138,2141,2144,2147,2150,2153,2155,2158,2160],{"title":2106,"url":2107},"rtk: a CLI proxy that filters shell output for coding agents (GitHub)","https:\u002F\u002Fgithub.com\u002Frtk-ai\u002Frtk",{"title":2109,"url":2110},"lean-ctx: context read modes and shell compression for coding agents (GitHub)","https:\u002F\u002Fgithub.com\u002Fyvgude\u002Flean-ctx",{"title":2112,"url":2113},"context-mode: sandboxed tool output with SQLite FTS5 search (GitHub)","https:\u002F\u002Fgithub.com\u002Fmksglu\u002Fcontext-mode",{"title":2115,"url":2116},"Serena: semantic code retrieval and editing over MCP (GitHub)","https:\u002F\u002Fgithub.com\u002Foraios\u002Fserena",{"title":2118,"url":2119},"token-savior: symbol index, memory and bash compaction over MCP (GitHub)","https:\u002F\u002Fgithub.com\u002FMibayy\u002Ftoken-savior",{"title":2121,"url":2122},"code-review-graph: a code graph for blast-radius reviews (GitHub)","https:\u002F\u002Fgithub.com\u002Ftirth8205\u002Fcode-review-graph",{"title":2124,"url":2125},"Aider documentation: repository map","https:\u002F\u002Faider.chat\u002Fdocs\u002Frepomap.html",{"title":2127,"url":2128},"Repomix: pack a repository into one AI-friendly file (GitHub)","https:\u002F\u002Fgithub.com\u002Fyamadashy\u002Frepomix",{"title":2130,"url":2131},"Context7: up-to-date library documentation for LLMs (GitHub)","https:\u002F\u002Fgithub.com\u002Fupstash\u002Fcontext7",{"title":2133,"url":2134},"claude-context: hybrid code search MCP (GitHub)","https:\u002F\u002Fgithub.com\u002Fzilliztech\u002Fclaude-context",{"title":2136,"url":2137},"caveman: terse output modes for coding agents (GitHub)","https:\u002F\u002Fgithub.com\u002FJuliusBrussee\u002Fcaveman",{"title":2139,"url":2140},"claude-token-efficient: an eight-rule CLAUDE.md (GitHub)","https:\u002F\u002Fgithub.com\u002Fdrona23\u002Fclaude-token-efficient",{"title":2142,"url":2143},"claude-code-router: a local model gateway for coding agents (GitHub)","https:\u002F\u002Fgithub.com\u002Fmusistudio\u002Fclaude-code-router",{"title":2145,"url":2146},"ccusage: token and cost reports from local agent logs (GitHub)","https:\u002F\u002Fgithub.com\u002Fryoppippi\u002Fccusage",{"title":2148,"url":2149},"LLMLingua: prompt compression (Microsoft, GitHub)","https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002FLLMLingua",{"title":2151,"url":2152},"ComputingForGeeks: tools that reduce Claude Code token usage, tested (April 2026)","https:\u002F\u002Fcomputingforgeeks.com\u002Freduce-claude-code-token-usage-tools\u002F",{"title":2154,"url":2004},"Claude Code docs: manage costs effectively",{"title":2156,"url":2157},"Claude Code docs: MCP, output limits and tool search","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fmcp",{"title":2159,"url":236},"Claude API docs: tool search tool",{"title":2161,"url":1487},"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 ways to cut coding-agent tokens: rtk, lean-ctx, Serena and more, ranked by evidence","rtk, lean-ctx, context-mode, Serena and 16 more token savers for coding agents, ranked by evidence, with my own measurements on a real Nuxt codebase.","Cutting coding-agent tokens: a press shrinks a tall coin stack into a short one, a robot with a trophy beside it.",{"slug":2169,"published":2170,"minutes":393,"category":8,"tags":2171,"tagPages":2174,"keywords":2175,"about":2183,"sources":2194,"cover":2218,"og":2219,"expertise":77,"locales":2220,"lang":79,"title":2221,"description":2222,"coverAlt":2223},"github-copilot-coding-agent","2026-08-10",[13,92,2172,2173,90],"GitHub Actions","AI credits",[17],[2176,2177,2178,2179,2180,2181,2182],"github copilot coding agent","github copilot cloud agent","copilot coding agent limitations","github copilot pricing ai credits","github copilot vs claude code","copilot agent tasks api","coding agent pull request review",[2184,2187,2189,2191],{"name":2185,"url":2186},"GitHub Copilot","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FGitHub_Copilot",{"name":2172,"url":2188},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FGitHub_Actions",{"name":344,"url":2190},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPull_request",{"name":2192,"url":2193},"Static application security testing","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FStatic_application_security_testing",[2195,2198,2201,2204,2207,2210,2213,2216],{"title":2196,"url":2197},"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":2199,"url":2200},"GitHub Docs: Application card, GitHub Copilot Agents","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fresponsible-use\u002Fcopilot-coding-agent",{"title":2202,"url":2203},"GitHub Docs: Plans for GitHub Copilot, prices and AI credits","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcopilot\u002Fget-started\u002Fplans",{"title":2205,"url":2206},"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":2208,"url":2209},"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":2211,"url":2212},"GitHub Copilot product page: plans, privacy and FAQ","https:\u002F\u002Fgithub.com\u002Ffeatures\u002Fcopilot",{"title":2214,"url":2215},"Anthropic: Claude Code product page","https:\u002F\u002Fclaude.com\u002Fproduct\u002Fclaude-code",{"title":2217,"url":2045},"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: a review of the pull request agent","GitHub's cloud coding agent takes an issue and opens a pull request. What the 59-minute session limit, AI credits and review duty mean in production.","GitHub Copilot coding agent: a robot co-pilot in a small aeroplane hands an envelope to the human pilot.",{"slug":2225,"published":2226,"updated":1861,"minutes":7,"category":8,"tags":2227,"tagPages":2230,"keywords":2231,"about":2242,"sources":2248,"cover":2281,"og":2282,"expertise":77,"locales":2283,"lang":79,"title":2284,"description":2285,"coverAlt":2286},"multi-agent-systems-when-worth-it","2026-08-07",[2228,192,2229,397],"Multi-agent systems","Orchestrator-worker",[198,401],[2232,2233,2234,2235,2236,2237,2238,2239,2240,2241],"multi-agent systems when worth it","multi-agent vs single agent","orchestrator-worker pattern","multi-agent LLM token cost","why multi-agent systems fail","don't build multi-agents","subagents context isolation","multi-agent debate worth it","agent handoffs vs subagents","when to use multiple AI agents",[2243,2246,2247],{"name":2244,"url":2245},"Multi-agent system","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FMulti-agent_system",{"name":213,"url":214},{"name":731,"url":732},[2249,2252,2254,2257,2260,2263,2266,2269,2272,2275,2278],{"title":2250,"url":2251},"Anthropic Engineering: How we built our multi-agent research system","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fmulti-agent-research-system",{"title":2253,"url":227},"Anthropic: Building effective agents",{"title":2255,"url":2256},"Cognition: Don't Build Multi-Agents (12 June 2025)","https:\u002F\u002Fcognition.com\u002Fblog\u002Fdont-build-multi-agents",{"title":2258,"url":2259},"Cognition: Multi-Agents: What's Actually Working (22 April 2026)","https:\u002F\u002Fcognition.com\u002Fblog\u002Fmulti-agents-working",{"title":2261,"url":2262},"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":2264,"url":2265},"arXiv 2512.08296: Towards a Science of Scaling Agent Systems","https:\u002F\u002Farxiv.org\u002Fabs\u002F2512.08296",{"title":2267,"url":2268},"arXiv 2503.13657: Why Do Multi-Agent LLM Systems Fail? (MAST)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2503.13657",{"title":2270,"url":2271},"arXiv 2305.14325: Improving Factuality and Reasoning in Language Models through Multiagent Debate","https:\u002F\u002Farxiv.org\u002Fabs\u002F2305.14325",{"title":2273,"url":2274},"arXiv 2502.08788: Stop Overvaluing Multi-Agent Debate","https:\u002F\u002Farxiv.org\u002Fabs\u002F2502.08788",{"title":2276,"url":2277},"OpenAI Agents SDK: Handoffs","https:\u002F\u002Fopenai.github.io\u002Fopenai-agents-python\u002Fhandoffs\u002F",{"title":2279,"url":2280},"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 systems: when they beat one agent, and when they do not","Orchestrator-worker, fan-out, critic, handoff: what multi-agent systems really buy you, what they cost in tokens, how they fail, and a table to decide.","Multi-agent systems: one robot carries a small box, four robots carry a long beam, a scale between them.",{"slug":2288,"published":2289,"updated":2290,"minutes":992,"category":8,"tags":2291,"tagPages":2296,"keywords":2297,"about":2308,"sources":2318,"cover":2349,"og":2350,"expertise":77,"locales":2351,"lang":79,"title":2352,"description":2353,"coverAlt":2354},"mcp-2026-07-28-stateless-migration-guide","2026-07-29","2026-09-01",[195,2292,2293,2294,2295],"Protocol migration","Stateless APIs","OAuth","Agents",[199],[2298,2299,2300,2301,2302,2303,2304,2305,2306,2307],"MCP 2026-07-28","stateless MCP","MCP migration guide","MCP sessions removed","Mcp-Session-Id removed","MCP server\u002Fdiscover","MCP multi round-trip requests","how to migrate an MCP server to the new spec","MCP CIMD client ID metadata document","MCP roots sampling logging deprecated",[2309,2310,2313,2316],{"name":216,"url":1581},{"name":2311,"url":2312},"Stateless protocol","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FStateless_protocol",{"name":2314,"url":2315},"Load balancing (computing)","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FLoad_balancing_(computing)",{"name":2294,"url":2317},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FOAuth",[2319,2322,2325,2328,2331,2334,2337,2340,2343,2346],{"title":2320,"url":2321},"The 2026-07-28 Specification (MCP blog)","https:\u002F\u002Fblog.modelcontextprotocol.io\u002Fposts\u002F2026-07-28\u002F",{"title":2323,"url":2324},"MCP 2026-07-28 Key Changes","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fchangelog",{"title":2326,"url":2327},"MCP 2026-07-28: Versioning and Compatibility","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fbasic\u002Fversioning",{"title":2329,"url":2330},"MCP 2026-07-28: Streamable HTTP transport","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fbasic\u002Ftransports\u002Fstreamable-http",{"title":2332,"url":2333},"MCP 2026-07-28: Multi Round-Trip Requests","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fbasic\u002Fpatterns\u002Fmrtr",{"title":2335,"url":2336},"MCP 2026-07-28: Tools","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fserver\u002Ftools",{"title":2338,"url":2339},"MCP 2026-07-28: Client registration","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fbasic\u002Fauthorization\u002Fclient-registration",{"title":2341,"url":2342},"MCP 2026-07-28: Deprecated features","https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2026-07-28\u002Fdeprecated",{"title":2344,"url":2345},"The 2026 MCP Roadmap","https:\u002F\u002Fblog.modelcontextprotocol.io\u002Fposts\u002F2026-mcp-roadmap\u002F",{"title":2347,"url":2348},"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 migration guide: what changes for stateless MCP servers","MCP 2026-07-28 drops sessions and the initialize handshake. For server authors: _meta, server\u002Fdiscover, MRTR, auth and a migration checklist.","MCP 2026-07-28 migration: a robot uses one of several identical vending machines while an old machine is moved away.",{"slug":2356,"published":2357,"updated":1420,"minutes":1735,"category":8,"tags":2358,"tagPages":2361,"keywords":2362,"about":2373,"sources":2379,"cover":2406,"og":2407,"expertise":77,"locales":2408,"lang":79,"title":2409,"description":2410,"coverAlt":2411},"human-in-the-loop-ai-agents","2026-07-28",[1111,192,2359,2360],"Approval gates","Agent safety",[198],[2363,2364,2365,2366,2367,2368,2369,2370,2371,2372],"human in the loop AI agents","human in the loop KI-Agent","Mensch im Loop KI","AI agent approval gates","agent approval fatigue","LangGraph interrupt human in the loop","OpenAI Agents SDK needs_approval","Claude Agent SDK canUseTool","AI agent audit trail","risk tiers for AI agent actions",[2374,2375,2376],{"name":1133,"url":1134},{"name":213,"url":214},{"name":2377,"url":2378},"Audit trail","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FAudit_trail",[2380,2382,2385,2388,2391,2394,2396,2399,2402,2405],{"title":2381,"url":982},"LangChain docs: LangGraph interrupts",{"title":2383,"url":2384},"LangChain docs: Human-in-the-loop (HumanInTheLoopMiddleware)","https:\u002F\u002Fdocs.langchain.com\u002Foss\u002Fpython\u002Flangchain\u002Fhuman-in-the-loop",{"title":2386,"url":2387},"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":2389,"url":2390},"Claude Agent SDK: Handle approvals and user input","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fagent-sdk\u002Fuser-input",{"title":2392,"url":2393},"Claude Agent SDK: Configure permissions","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fagent-sdk\u002Fpermissions",{"title":2395,"url":1996},"Claude Code docs: Hooks (PreToolUse defer, PermissionRequest)",{"title":2397,"url":2398},"Anthropic Engineering: Claude Code auto mode","https:\u002F\u002Fanthropic.com\u002Fengineering\u002Fclaude-code-auto-mode",{"title":2400,"url":2401},"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":2403,"url":2404},"EU AI Act, Article 14: Human oversight","https:\u002F\u002Fartificialintelligenceact.eu\u002Farticle\u002F14\u002F",{"title":1525,"url":1526},"\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 for AI agents: where to put approval gates","Approval gates for AI agents: where they belong, how to avoid rubber-stamping, and how interrupt and resume work in LangGraph, OpenAI and Claude SDKs.","Human in the loop for AI agents: a robot brings a parcel to a gate where a person waits with an approval stamp.",{"slug":2413,"published":2414,"minutes":393,"category":8,"tags":2415,"tagPages":2416,"keywords":2417,"about":2426,"sources":2431,"cover":2459,"og":2460,"expertise":77,"locales":2461,"lang":79,"title":2462,"description":2463,"coverAlt":2464},"goose-block","2026-07-17",[13,195,717,716],[17,199,719],[2418,2419,2420,2421,2422,2423,2424,2425],"goose ai agent","goose vs claude code","block goose open source agent","goose mcp extensions","goose recipes","local first ai agent","goose permission modes","agentic ai foundation",[2427,2428],{"name":216,"url":1581},{"name":2429,"url":2430},"goose documentation","https:\u002F\u002Fgoose-docs.ai\u002F",[2432,2435,2438,2441,2444,2447,2450,2453,2456],{"title":2433,"url":2434},"goose documentation: 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issues","https:\u002F\u002Fgoose-docs.ai\u002Fdocs\u002Ftroubleshooting\u002Fknown-issues",{"title":2454,"url":2455},"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":2457,"url":2458},"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: the open-source agent you run on your own machine","Goose, an Apache-2.0 Rust coding agent under the Linux Foundation: how its permissions, recipes and MCP extensions compare with commercial tools.","Goose review: a goose with a tool belt stands on a desk next to a laptop.",{"slug":2466,"published":2414,"updated":1342,"minutes":393,"category":8,"tags":2467,"tagPages":2471,"keywords":2472,"about":2480,"sources":2487,"cover":2502,"og":2503,"expertise":77,"locales":2504,"lang":79,"title":2505,"description":2506,"coverAlt":2507},"langgraph",[2468,2469,1109,1111,2470],"LangGraph","Agent orchestration","State machines",[],[2466,2473,2474,2475,2476,2477,2478,2479],"langgraph vs langchain","langgraph checkpointer","durable execution agents","langgraph postgres checkpointer","langsmith pricing","langgraph human in the loop","agent framework comparison",[2481,2483,2484],{"name":2468,"url":2482},"https:\u002F\u002Fwww.langchain.com\u002Flanggraph",{"name":1129,"url":1130},{"name":2485,"url":2486},"Apache Beam","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FApache_Beam",[2488,2490,2493,2495,2496,2499],{"title":2489,"url":979},"LangGraph documentation: overview",{"title":2491,"url":2492},"LangGraph documentation: checkpointers and durability modes","https:\u002F\u002Fdocs.langchain.com\u002Foss\u002Fpython\u002Flanggraph\u002Fcheckpointers",{"title":2494,"url":982},"LangGraph documentation: interrupts and the rules of interrupts",{"title":972,"url":973},{"title":2497,"url":2498},"LangSmith pricing","https:\u002F\u002Fwww.langchain.com\u002Fpricing",{"title":2500,"url":2501},"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: a low-level runtime for stateful agents","LangGraph for production agents: checkpointed supersteps, interrupts and streaming, where the durability model stops short, and what LangSmith costs.","LangGraph: a hand sets a switch lever on a model railway with a loop and a locomotive.",{"slug":2509,"published":2510,"updated":1861,"minutes":393,"category":8,"tags":2511,"tagPages":2515,"keywords":2516,"about":2528,"sources":2532,"cover":2554,"og":2555,"expertise":77,"locales":2556,"lang":79,"title":2557,"description":2558,"coverAlt":2559},"agent-loop-explained","2026-07-16",[2512,13,2513,11,2514],"Agent loop","Tool calling","Stop conditions",[17,16],[2517,2518,2519,2520,2521,2522,2523,2524,2525,2526,2527],"agent loop","human in the loop AI agent","agentic loop","AI agent loop","tool calling loop","Ralph loop coding agent","Claude Code \u002Floop","Claude Code \u002Fgoal","how to stop an AI agent from looping","ReAct agent pattern","stop_reason tool_use",[2529,2530,2531],{"name":213,"url":214},{"name":731,"url":732},{"name":11,"url":1987},[2533,2535,2538,2541,2542,2545,2548,2551],{"title":2534,"url":227},"Anthropic: Building effective agents (Dec 2024)",{"title":2536,"url":2537},"Yao et al.: ReAct: Synergizing Reasoning and Acting in Language Models (2022)","https:\u002F\u002Farxiv.org\u002Fabs\u002F2210.03629",{"title":2539,"url":2540},"Claude API docs: Handling stop reasons","https:\u002F\u002Fplatform.claude.com\u002Fdocs\u002Fen\u002Fbuild-with-claude\u002Fhandling-stop-reasons",{"title":436,"url":293},{"title":2543,"url":2544},"Simon Willison: Red\u002Fgreen TDD (Agentic Engineering Patterns)","https:\u002F\u002Fsimonwillison.net\u002Fguides\u002Fagentic-engineering-patterns\u002Fred-green-tdd\u002F",{"title":2546,"url":2547},"Geoffrey Huntley: Ralph Wiggum as a software engineer (Jul 2025)","https:\u002F\u002Fghuntley.com\u002Fralph\u002F",{"title":2549,"url":2550},"Claude Code docs: Run prompts on a schedule (\u002Floop)","https:\u002F\u002Fcode.claude.com\u002Fdocs\u002Fen\u002Fscheduled-tasks",{"title":2552,"url":2553},"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],"The agent loop, explained: how coding agents run, and how to make them stop","How the agent loop works in code, which stop conditions and budgets to enforce, and how outer loops like Ralph and Claude Code \u002Floop and \u002Fgoal behave.","The agent loop: a small robot walks a circular track that a striped barrier arm crosses next to a finish flag.",{"slug":2561,"published":2562,"updated":991,"minutes":88,"category":8,"tags":2563,"tagPages":2567,"keywords":2568,"about":2576,"sources":2583,"cover":2616,"og":2617,"expertise":77,"locales":2618,"lang":79,"title":2619,"description":2620,"coverAlt":2621},"mastra","2026-07-15",[2564,889,2565,195,2566],"TypeScript","Workflows","Evals",[199],[2569,2570,2571,2572,2573,2574,2575],"mastra ai framework","mastra vs 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guardrails","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Fagents\u002Fguardrails",{"title":2600,"url":2601},"Mastra documentation: evals","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Fevals\u002Foverview",{"title":2603,"url":2604},"Mastra documentation: observability","https:\u002F\u002Fmastra.ai\u002Fdocs\u002Fobservability\u002Foverview",{"title":2606,"url":2607},"Mastra documentation: model providers","https:\u002F\u002Fmastra.ai\u002Fmodels",{"title":2609,"url":2610},"Mastra pricing","https:\u002F\u002Fmastra.ai\u002Fpricing",{"title":2612,"url":2582},"mastra-ai\u002Fmastra on GitHub",{"title":2614,"url":2615},"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 review: TypeScript agents with a real evaluation loop","Mastra review: agents, workflows, memory, MCP and evals in one TypeScript framework. What its Apache-2.0 core covers, and what the ee\u002F split costs.","Mastra review: a robot runs through the finish tape while a coach with a stopwatch takes notes.",{"slug":2623,"published":2624,"updated":2625,"minutes":393,"category":8,"tags":2626,"tagPages":2629,"keywords":2631,"about":2639,"sources":2646,"cover":2672,"og":2673,"expertise":77,"locales":2674,"lang":79,"title":2675,"description":2676,"coverAlt":2677},"llamaindex","2026-07-14","2026-09-21",[889,2627,1674,2628,2565],"RAG","Document parsing",[2630,1678],"rag",[2623,2632,2633,2634,2635,2636,2637,2638],"llamaindex vs langgraph","llamaindex workflows","llama index agent framework","llamaparse pricing","rag framework python","durable workflows python","document agent framework",[2640,2643],{"name":2641,"url":2642},"LlamaIndex","https:\u002F\u002Fgithub.com\u002Frun-llama\u002Fllama_index",{"name":2644,"url":2645},"Retrieval-augmented 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PyPI","https:\u002F\u002Fpypi.org\u002Fproject\u002Fllama-index-core\u002F",{"title":2665,"url":2666},"LlamaIndex and LlamaParse pricing","https:\u002F\u002Fwww.llamaindex.ai\u002Fpricing",{"title":2668,"url":2669},"LiteParse documentation","https:\u002F\u002Fdevelopers.llamaindex.ai\u002Fliteparse\u002F",{"title":2671,"url":973},"LangGraph on GitHub","\u002Fimages\u002Fblog\u002Fllamaindex\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fllamaindex\u002Fog.jpg",[79,80,81],"LlamaIndex review: the widest data toolkit, with its centre of gravity already moved","LlamaIndex in 2026: an MIT-licensed Python data and agent framework with 300+ integrations, event-driven Workflows, and a focus shifted to LlamaParse.","LlamaIndex review: a llama beside a large open toolbox looks up at a small cloud.",{"slug":2679,"published":2680,"updated":1420,"minutes":393,"category":8,"tags":2681,"tagPages":2684,"keywords":2685,"about":2692,"sources":2696,"cover":2724,"og":2725,"expertise":77,"locales":2726,"lang":79,"title":2727,"description":2728,"coverAlt":2729},"zed","2026-07-10",[2682,2295,2683,2026],"AI editor","ACP",[],[2686,2687,1928,2688,2689,2690,2691],"zed editor","zed vs vscode","zed pricing","agent client protocol","zed agent panel","zed extensions",[2693],{"name":2694,"url":2695},"Zed","https:\u002F\u002Fzed.dev",[2697,2700,2703,2706,2709,2712,2715,2718,2721],{"title":2698,"url":2699},"Zed pricing","https:\u002F\u002Fzed.dev\u002Fpricing",{"title":2701,"url":2702},"Plans and pricing","https:\u002F\u002Fzed.dev\u002Fdocs\u002Faccount\u002Fplans-and-pricing",{"title":2704,"url":2705},"All settings","https:\u002F\u002Fzed.dev\u002Fdocs\u002Fconfiguring-zed",{"title":2707,"url":2708},"Parallel agents","https:\u002F\u002Fzed.dev\u002Fdocs\u002Fai\u002Fparallel-agents",{"title":2710,"url":2711},"Zed vs. VS Code","https:\u002F\u002Fzed.dev\u002Fcompare\u002Fvscode",{"title":2713,"url":2714},"The ACP Registry is Live","https:\u002F\u002Fzed.dev\u002Fblog\u002Facp-registry",{"title":2716,"url":2717},"JetBrains: ACP Agent Registry","https:\u002F\u002Fblog.jetbrains.com\u002Fai\u002F2026\u002F01\u002Facp-agent-registry\u002F",{"title":2719,"url":2720},"Zed on GitHub","https:\u002F\u002Fgithub.com\u002Fzed-industries\u002Fzed",{"title":2722,"url":2723},"Stable releases","https:\u002F\u002Fzed.dev\u002Freleases\u002Fstable","\u002Fimages\u002Fblog\u002Fzed\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fzed\u002Fog.jpg",[79,80,81],"Zed, reviewed: the editor that puts the agent in the window","Zed 1.22 review: edit predictions, ACP external agents, parallel threads, the $20 default monthly ceiling on Pro, and the extensions it trades away.","Zed review: a robot types on a tiny keyboard sitting inside an editor-shaped window frame.",{"slug":2731,"published":2732,"updated":1566,"minutes":463,"category":8,"tags":2733,"tagPages":2735,"keywords":2736,"about":2744,"sources":2750,"cover":2751,"og":2752,"expertise":77,"locales":2753,"lang":79,"title":2754,"description":2755,"coverAlt":2756},"coding-agent-skills-workflow","2026-07-02",[192,11,195,465,2734],"Developer workflow",[198,16,199],[2737,2738,2739,714,2740,2741,2742,2743,141],"coding agent workflow","Claude Code skills","agent skills","MCP server","Playwright MCP","AI code review","agentic engineering",[2745,2747,2748],{"name":11,"url":2746},"https:\u002F\u002Fdocs.anthropic.com\u002Fen\u002Fdocs\u002Fclaude-code\u002Foverview",{"name":216,"url":217},{"name":465,"url":2749},"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, not prompts: how my coding agents take a bug from report to pull request","Agent skills in practice: about 20 skills in one master folder for three coding agents, from reproducing bugs with real data to PRs, with guardrails.","Coding agent skills workflow: a robot crosses stepping stones from a beetle to an envelope.",{"slug":2758,"published":2759,"updated":2510,"minutes":639,"category":8,"tags":2760,"tagPages":2762,"keywords":2763,"about":2769,"sources":2773,"cover":2791,"og":2792,"expertise":77,"locales":2793,"lang":79,"title":2794,"description":2795,"coverAlt":2796},"agents-md-skills-mcp-cli-decision-matrix","2026-06-19",[397,2761,142,195],"AGENTS.md",[401,199],[406,2761,2739,2764,403,2765,2766,2767,2768],"MCP vs CLI","agent context window","token budget for AI agents","when to use MCP instead of a CLI","sub-agents for AI agents",[2770,2771,2772],{"name":731,"url":732},{"name":216,"url":1581},{"name":2102,"url":2103},[2774,2775,2778,2781,2782,2785,2788],{"title":433,"url":434},{"title":2776,"url":2777},"Chroma: Context Rot (Jul 2025)","https:\u002F\u002Fwww.trychroma.com\u002Fresearch\u002Fcontext-rot",{"title":2779,"url":2780},"AGENTS.md: the open format for agent instructions","https:\u002F\u002Fagents.md",{"title":171,"url":172},{"title":2783,"url":2784},"Anthropic: Advanced tool use, tool search and programmatic tool calling (Nov 2025)","https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fadvanced-tool-use",{"title":2786,"url":2787},"Blocks.ai: MCP vs CLI, the context window cost","https:\u002F\u002Fblocks.ai\u002Fblog\u002Fmcp-vs-cli-context-window-cost",{"title":2789,"url":2790},"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],"Context engineering for coding agents: AGENTS.md, skills, MCP or CLI?","Context engineering decides what a coding agent has in context: rules in AGENTS.md, procedures in skills, and when an MCP tool beats a shell command.","AGENTS.md, skills, MCP or CLI: a robot at a crossroads reads a signpost with four arrows: page, toolbox, plug and terminal.",{"slug":2798,"published":2799,"minutes":88,"category":8,"tags":2800,"tagPages":2803,"keywords":2804,"about":2812,"sources":2817,"cover":2845,"og":2846,"expertise":77,"locales":2847,"lang":79,"title":2848,"description":2849,"coverAlt":2850},"cline","2026-06-16",[13,2801,2802,195,716],"Plan and Act","Checkpoints",[17,199,719],[2805,2806,2807,2808,2809,2810,2811,722],"cline coding agent","cline vs claude code","cline vs cursor","cline cli headless","coding agent auto approve","cline checkpoints","cline pass pricing",[2813,2816],{"name":2814,"url":2815},"Cline","https:\u002F\u002Fgithub.com\u002Fcline\u002Fcline",{"name":216,"url":1581},[2818,2821,2824,2827,2830,2833,2836,2839,2842,2843],{"title":2819,"url":2820},"Cline docs: Overview","https:\u002F\u002Fdocs.cline.bot\u002Fintroduction\u002Foverview",{"title":2822,"url":2823},"Cline docs: Plan and Act mode","https:\u002F\u002Fdocs.cline.bot\u002Fcore-workflows\u002Fplan-and-act",{"title":2825,"url":2826},"Cline docs: CLI reference","https:\u002F\u002Fdocs.cline.bot\u002Fcli\u002Fcli-reference",{"title":2828,"url":2829},"Cline docs: Auto Approve and YOLO mode","https:\u002F\u002Fdocs.cline.bot\u002Ffeatures\u002Fauto-approve",{"title":2831,"url":2832},"Cline docs: Checkpoints","https:\u002F\u002Fdocs.cline.bot\u002Ffeatures\u002Fcheckpoints",{"title":2834,"url":2835},"Cline docs: MCP","https:\u002F\u002Fdocs.cline.bot\u002Fmcp\u002Fmcp-overview",{"title":2837,"url":2838},"Cline docs: Rules","https:\u002F\u002Fdocs.cline.bot\u002Fcustomization\u002Fcline-rules",{"title":2840,"url":2841},"Cline docs: ClinePass","https:\u002F\u002Fdocs.cline.bot\u002Fgetting-started\u002Fclinepass",{"title":1952,"url":1953},{"title":2844,"url":2815},"cline\u002Fcline on GitHub","\u002Fimages\u002Fblog\u002Fcline\u002Fcover.webp","\u002Fimages\u002Fblog\u002Fcline\u002Fog.jpg",[79,80,81],"Cline, reviewed: an open coding agent that gives you every model and none of the guardrails","Cline: an Apache-2.0 agent for VS Code, JetBrains and the terminal. What Plan and Act, checkpoints and auto-approve guarantee, and where safety leaks.","Cline review: a robot chooses from many hats hanging in an open wardrobe.",{"slug":2852,"published":2853,"updated":1216,"minutes":1735,"category":8,"tags":2854,"tagPages":2860,"keywords":2861,"about":2872,"sources":2880,"cover":2935,"og":2936,"expertise":77,"locales":2937,"lang":79,"title":2938,"description":2939,"coverAlt":2940},"voice-agents-realtime-latency","2026-06-10",[2855,2856,2857,2858,2859],"Voice agents","Realtime API","Latency","Telephony","AI Act",[],[2862,2863,2864,2865,2866,2867,2868,2869,2870,2871],"voice agents","speech-to-speech vs STT LLM TTS","OpenAI Realtime API","Gemini Live API","voice agent latency budget","turn detection and barge-in","Pipecat vs LiveKit","AI voice agent SIP telephony","German Hungarian voice AI","AI Act Article 50 voice bot disclosure",[2873,2876,2879],{"name":2874,"url":2875},"Voice user interface","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FVoice_user_interface",{"name":2877,"url":2878},"Speech recognition","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FSpeech_recognition",{"name":596,"url":597},[2881,2884,2887,2890,2893,2896,2899,2902,2905,2908,2911,2914,2917,2920,2923,2926,2929,2932],{"title":2882,"url":2883},"OpenAI: Voice agents guide","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Fvoice-agents",{"title":2885,"url":2886},"OpenAI: gpt-realtime model page","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fmodels\u002Fgpt-realtime",{"title":2888,"url":2889},"OpenAI: Voice activity detection in the Realtime API","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Frealtime-vad",{"title":2891,"url":2892},"OpenAI: Realtime API with SIP","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Frealtime-sip",{"title":2894,"url":2895},"OpenAI: Realtime conversations (function calling, interruption)","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Frealtime-conversations",{"title":2897,"url":2898},"Google: Gemini Live API overview","https:\u002F\u002Fai.google.dev\u002Fgemini-api\u002Fdocs\u002Flive",{"title":2900,"url":2901},"Google: Gemini Live API capabilities guide","https:\u002F\u002Fai.google.dev\u002Fgemini-api\u002Fdocs\u002Flive-guide",{"title":2903,"url":2904},"Deepgram: Flux quickstart","https:\u002F\u002Fdevelopers.deepgram.com\u002Fdocs\u002Fflux\u002Fquickstart",{"title":2906,"url":2907},"Deepgram: Models and languages overview","https:\u002F\u002Fdevelopers.deepgram.com\u002Fdocs\u002Fmodels-languages-overview",{"title":2909,"url":2910},"ElevenLabs: Agents platform overview","https:\u002F\u002Felevenlabs.io\u002Fdocs\u002Feleven-agents\u002Foverview",{"title":2912,"url":2913},"ElevenLabs: Text to speech models and languages","https:\u002F\u002Felevenlabs.io\u002Fdocs\u002Foverview\u002Fcapabilities\u002Ftext-to-speech",{"title":2915,"url":2916},"LiveKit: Agents overview","https:\u002F\u002Fdocs.livekit.io\u002Fagents\u002F",{"title":2918,"url":2919},"LiveKit: Turn detector","https:\u002F\u002Fdocs.livekit.io\u002Fagents\u002Flogic\u002Fturns\u002Fturn-detector\u002F",{"title":2921,"url":2922},"Pipecat: Introduction","https:\u002F\u002Fdocs.pipecat.ai\u002Fgetting-started\u002Fintroduction",{"title":2924,"url":2925},"Pipecat: Smart Turn model (GitHub)","https:\u002F\u002Fgithub.com\u002Fpipecat-ai\u002Fsmart-turn",{"title":2927,"url":2928},"Fora Soft: Voice AI agents on LiveKit, 2026 engineer playbook","https:\u002F\u002Fwww.forasoft.com\u002Fblog\u002Farticle\u002Fvoice-ai-agents-livekit-guide",{"title":2930,"url":2931},"EU AI Act: Article 50, transparency obligations","https:\u002F\u002Fartificialintelligenceact.eu\u002Farticle\u002F50\u002F",{"title":2933,"url":2934},"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],"Building voice agents: realtime speech-to-speech or STT, LLM and TTS?","Voice agents: realtime speech-to-speech or a cascade of STT, LLM and TTS? Latency per stage, turn-taking, tool calls, German and Hungarian, AI Act.","Voice agents: a robot speaks into one of two phones linked by a curly cord with a stopwatch.",{"slug":2942,"published":2943,"updated":2944,"minutes":393,"category":8,"tags":2945,"tagPages":2949,"keywords":2950,"about":2957,"sources":2961,"cover":2987,"og":2988,"expertise":77,"locales":2989,"lang":79,"title":2990,"description":2991,"coverAlt":2992},"crewai","2026-06-08","2026-09-28",[2946,2469,1674,2947,2948],"Multi-agent","Flows","Token cost",[1678],[2942,2951,2952,2953,2954,2955,2956,2479],"crewai vs langgraph","crewai framework review","multi-agent framework python","crewai flows","crewai memory","crewai pricing",[2958],{"name":2959,"url":2960},"CrewAI","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FCrewAI",[2962,2965,2968,2971,2974,2977,2980,2983,2984],{"title":2963,"url":2964},"CrewAI documentation: introduction","https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Fintroduction",{"title":2966,"url":2967},"CrewAI on PyPI: crewai 1.15.23","https:\u002F\u002Fpypi.org\u002Fproject\u002Fcrewai\u002F",{"title":2969,"url":2970},"CrewAI docs: Flows","https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Fconcepts\u002Fflows",{"title":2972,"url":2973},"CrewAI docs: Memory","https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Fconcepts\u002Fmemory",{"title":2975,"url":2976},"CrewAI docs: tracing","https:\u002F\u002Fdocs.crewai.com\u002Fen\u002Fobservability\u002Ftracing",{"title":2978,"url":2979},"CrewAI pricing","https:\u002F\u002Fwww.crewai.com\u002Fpricing",{"title":2981,"url":2982},"GitHub: crewAIInc\u002FcrewAI","https:\u002F\u002Fgithub.com\u002FcrewAIInc\u002FcrewAI",{"title":978,"url":979},{"title":2985,"url":2986},"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 review: crews, flows and the token bill","CrewAI, an MIT-licensed Python multi-agent framework: crews for autonomous teamwork, flows for controlled state, the token bill and where it hurts.","CrewAI review: three robots row a boat together, a long receipt trailing behind it.",{"slug":2994,"published":2995,"updated":2996,"minutes":639,"category":8,"tags":2997,"tagPages":3000,"keywords":3001,"about":3010,"sources":3014,"cover":3030,"og":3031,"expertise":77,"locales":3032,"lang":79,"title":3033,"description":3034,"coverAlt":3035},"ai-generated-pr-review-bottleneck","2026-05-19","2026-09-17",[2742,92,2998,2999],"Agentic engineering","Stacked PRs",[],[2742,3002,3003,3004,3005,3006,3007,3008,3009],"what is a pull request","pull request bottleneck","AI-generated pull requests","stacked pull requests","agent-written PRs","code review process","PR size limits","GitHub Copilot code review",[3011,3012,3013],{"name":90,"url":110},{"name":344,"url":2190},{"name":2185,"url":2186},[3015,3018,3021,3024,3027],{"title":3016,"url":3017},"LinearB: What 8 million pull requests reveal about engineering productivity (May 2026)","https:\u002F\u002Flinearb.io\u002Fblog\u002F8-million-prs-engineering-productivity",{"title":3019,"url":3020},"Faros AI: The AI Productivity Paradox report (Jul 2025)","https:\u002F\u002Fwww.faros.ai\u002Fblog\u002Fai-software-engineering",{"title":3022,"url":3023},"Google Engineering Practices: Small CLs","https:\u002F\u002Fgoogle.github.io\u002Feng-practices\u002Freview\u002Fdeveloper\u002Fsmall-cls.html",{"title":3025,"url":3026},"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":3028,"url":3029},"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],"AI code review is the bottleneck now: handling a flood of agent-written PRs","AI code review cannot keep up with agent-written PRs. What the data says, size budgets, stacked PRs, AI as first pass, and who stays accountable.","AI code review bottleneck: a robot adds pages to a tall stack in front of a narrow funnel where one reviewer reads.",1793451238695]