Anthropic Opens Transcripts to METR as OpenAI Urges Law
Discover how Anthropic transcript access for METR plus OpenAI mandatory testing push forces agent builders toward audits and incident reporting now.
Discover how Anthropic transcript access for METR plus OpenAI mandatory testing push forces agent builders toward audits and incident reporting now.
Learn how a hardened FastMCP OAuth proxy stops cross-server token reuse and authorization mix-ups with RFC 9207 iss checks and SSRF guards at 38ms.
Cover Factory $200M Series C at $5B backing model-agnostic Droids with 60 percent routing savings, air-gapped deploys, and independence from lab feuds.
Benchmark speculative decoding with SPEED-Bench data showing 2.9x wins at batch 1 collapsing at batch 32, plus vLLM tuning that holds gains in production.
Build a CIMD-hardened MCP server with OAuth 2.1, audience-bound tokens, and URL elicitation that ends token passthrough with only 41ms auth overhead.
Cover Crusoe $3B raise at $30B plus the $13B Jane Street GPU cloud deal, with gigawatt campuses, IPO signals, and a migration playbook for builders.
Cover AIUC $55M raise to scale AIUC-1 audits and agent insurance with 5000 adversarial sims, Big Four backing, and payouts reaching tens of millions.
Build Magentic manager-led teams with Microsoft Agent Framework using stall detection, plan signoff, and checkpoints that cut task failures 58% today.
Build a Tasks-enabled MCP server with durable handles, polling, mid-flight input, and cancel that survives disconnects and cuts long-job failures 72%.
Study agent rot with the geometric decay law showing collapse within 16 steps, plus decomposition and gate patterns that hold reliability in production.
Deploy prompt caching for agents with system-first layout, three tested strategies, and TTFT guardrails that cut API bills 80 percent in production.
Build durable ADK Go 2.0 graph workflows with built-in human approvals, dynamic routing, and 200ms resume that cut orchestration failures 65% in production.
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