Agent Judges Lie Unless Forced: Tool-Call Verdicts Win
Explore how forced tool-call verdicts fix flaky agent judges with 98 percent agreement and auditable labels for under one dollar per full benchmark.
Explore how forced tool-call verdicts fix flaky agent judges with 98 percent agreement and auditable labels for under one dollar per full benchmark.
Discover how reasoning models waste tokens on tool calls and how hybrid routing to instruct models cuts agent bills by 5x with zero accuracy loss.
Discover how Harvey $550M round at $15.5B plus Guardrails AI buy puts real-time behavior checks inside legal agents serving enterprise firms daily.
Learn how Nomic strategic funding from Aurecon and Arcadis scales domain-specific agents to 6700 engineers with cited drawing reviews and BIM checks.
Compare BGE-M3, E5-large, and Nomic embeddings for agent retrieval with recall, latency, and cost numbers plus a runnable eval harness you can copy.
Discover how Temporal durable execution keeps OpenAI sandbox agents alive across crashes with session resume, backend switching, and zero lost shell state.
Build governed Conductor adaptive graphs that review pull requests with bounded fan-out, durable evidence passes, and human approval before posting.
Learn how to build a 2026-07-28 FastMCP server with elicitation approvals and direct LLM calls at 42ms overhead as sampling retires under SEP-2577.
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.
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