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46 articles · latest 2026-05-29

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LangGraph Memory Threads GA; Outlines 1.0 and EU AI Act Compliance

<p><strong>LangGraph 0.4</strong> ships persistent agent memory backed by PostgreSQL, and <strong>Outlines 1.0</strong> delivers a vendor-neutral structured-generation API — together moving durable state and reliable outputs from custom hacks to supported primitives. The EU AI Office also published enforcement guidance requiring incident-logging infrastru...

agent-memorystructured-outputcompliancemulti-agentopen-source
2026-05-29

Anthropic Agent SDK GA; RAG vs. Long Context Hits Decision Point

<p><strong>Anthropic's Claude Agent SDK reaches general availability</strong> with subagent spawning, sandboxed tool execution, and cross-agent memory sharing — completing the three-way managed runtime GA wave alongside Microsoft and OpenAI. With inference costs still falling, LlamaIndex's new "context budget" framework is forcing teams to rerun the RAG R...

agent-runtimesragopen-sourcesecuritymcp
2026-05-28

OpenAI Winds Down Fine-Tuning; Google Bets on Agentic Infrastructure

<p><strong>OpenAI is shutting down self-serve fine-tuning</strong> with a hard cutoff of January 2027, arguing that GPT-5.5-era models make prompt engineering and RAG a better ROI than training-time customization for most teams. Google Cloud Next '26 responded with the purpose-built <strong>TPU 8i inference chip</strong> for millions of concurrent agents ...

fine-tuninginferenceagent-infrastructuremodel-ops
2026-05-27

Agent Observability Becomes the Operational Frontier

<p>As agent frameworks reach GA, the industry's focus is shifting from <strong>building</strong> to <strong>operating</strong>: OpenTelemetry's GenAI semantic conventions near stability as the vendor-neutral tracing standard, while LangSmith and Ragas push evaluation down to full agent trajectory scoring. Per-step cost attribution from <strong>W&amp;B Wea...

observabilityagent-evalsgovernanceragopentelemetry
2026-05-26

Agent Runtime Consolidation and MCP's Production Push

<p><strong>Microsoft Agent Framework 1.0 GA</strong> unified Semantic Kernel and AutoGen into one SDK, while AWS and OpenAI brought Bedrock Managed Agents to limited preview — forcing real architecture choices for builder teams. The <strong>MCP 2026 roadmap</strong> targets stateless Streamable HTTP, Server Cards for discovery, and Tasks lifecycle fixes a...

agent-runtimesmcpaws-bedrocksdk-consolidation
2026-05-25

MCP Hits Production Scale; LangGraph Memory Goes Stable

<p><strong>MCP's connector registry</strong> crossed into infrastructure-grade territory with hundreds of verified servers, while <strong>LangGraph's persistent MemoryStore</strong> reached stable status — two signals that agent stack architecture choices are solidifying fast. OpenAI's Agents SDK also shipped deterministic handoff controls, and CNCF float...

mcpagent-memoryorchestrationgovernance
2026-05-23
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