Editorial Search Archive

Deploy LangGraph graphs on Temporal durable execution with activity checkpoints, human signals and crash recovery that cut rerun cost 68% in live tests.

Map DeepSWE vs Terminal-Bench vs SWE-Atlas to your agent work with contamination data, verifier audits and harness budgets that prevent wrong model picks.

Meet Xenon Hunmin 397B open computer-use model with 75.6 ScreenSpot score, 70.5 OSWorld and 8-GPU FP8 post-train that halves deploy cost for agent teams.

Meter every MCP tool call with idempotency keys, commit boundary and partial-stream policy that ends double billing at 12ms overhead in live deployment.

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.