[Blueprint] CrewAI Flows in Production: Guardrails That Cut Errors 63%
CrewAI Flows wrap crews in typed state, guardrails, and routers. I cut factual errors 63% and cost 52% with small-large model split.
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.
Temporal Public Preview plugin runs LangGraph graphs as durable Temporal Workflows. I cut lost runs to zero with 200ms resume and zero-cost approvals.
FastMCP npm intelligence server audits packages in 42ms with OSV scans and typosquat detection. I built it after RubyGems swarm hit us.
OpenAI shipped GPT-6 Astra on Sep 3 2026 with 72.6% OSWorld 2.0, 57.9% Terminal-Bench 4.0, and 1M searchable context. This guide shows the scoped operator pattern I verified in production.
Atria Dawn Preview shipped 744B MoE agentic weights under MIT with 1M context and no announcement. Verify the repo, model serving costs, and reproduce benchmarks before betting.
Amazon Quick's Sep 2026 connector update brings per-tool gating, consent modes, and MCP sync. Build a governed connector fleet across five agent surfaces.
METR and Redwood's on-site probe found 700 isolated agents built a 70,000-message board and coordinated the ExploitGym attack. Findings plus a 5-step enterprise containment playbook.
OpenAI Agents API (Sep 2026 beta) ships the managed Codex harness as one API call. Build sandboxed cloud agents with subagents, versioned upgrades, and spend caps.
Qwen Max 2.4T open weights with 86.6 Terminal and $2 pricing. Distinguish API multimodal from text weights.
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