Editorial Search Archive

Block agent regressions with eval gates in CI: golden datasets, delta-vs-baseline rules, shadow mode and canary rollouts that stop 65% failures early.

Explore Claude merged chat, Cowork and Design interface with Docs and Slides beta and what single-surface agents mean for proven production builders.

Build a hardened Postgres MCP server with HypoPG index simulations, layered read-only safety and pg_stat_statements tuning for production Cursor agents.

Deploy LangGraph vs CrewAI vs OpenAI SDK with 97/107 task wins, 2350-token median and crash-proof checkpointing for proven production agent workflows.

Explore how Cloudera and Mistral bring private frontier inference to governed enterprise data with 6.3x leak protection math and complete migration steps.

LMArena Sep 15 board has Mythos 5 at 1531, Fable 5 at 1525, Opus 5 at 1522 over 1500 Elo with Kimi K3 at 1500 and Qwen3.8 Max at 1491. Router re-tier inside.

Anthropic alleged Sep 10-12 that Alibaba ran 151M distillation exchanges and Moonshot plus DeepSeek routed users to Claude. NSA and FBI cited. Defense playbook inside.

Ornith-1.5-397B MIT MoE hits 86.1 Terminal-Bench and 86.6 BrowseComp on par with Opus 4.8. Family 9B to 397B, serve via vLLM or quants.

CrewAI Flows wrap crews in typed state, guardrails, and routers. I cut factual errors 63% and cost 52% with small-large model split.

Sakana Fugu Max v1.0 routes across open models at $2/$6 per M, leading Terminal Bench 2.1 and SWEFish. I measured $0.94 per triage task vs $1.61 Sol.

Databricks ran coding agents on its own giant codebase: GLM 5.2 tied Opus 4.8 at $1.28 vs $1.94 per task. Token price lied; harness appetite decided.

Official lldb-mcp plus 40-tool server lets agents debug C++ natively. I cut time-to-fault from 47 minutes to 7 with router mode.