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AI agents are only as useful as the tools they can safely touch
Anthropic's Stainless acquisition and recent Claude Code updates show where AI coding is headed: safer tool access, scoped credentials, sandboxes, and cleaner developer workflows.
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dev.to
Agentic AI in DevOps: Useful Only After You Add Guardrails
A practical take on where agentic AI helps DevOps teams, where it can go wrong, and the guardrails that matter in production.
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natesnewsletter.substack.com
You gave your AI agent real tools. Here's the 4-part control layer it's missing + the Judge Layer implementation guide
Watch now | The next serious agent failure won’t look like a jailbreak.
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AI agents are only as useful as the tools they can safely touch
Anthropic's Stainless acquisition and recent Claude Code updates show where AI coding is headed: safer tool access, scoped credentials, sandboxes, and cleaner developer workflows.
- ·
AI Tools Need Contracts, Not Prompts
AI-first devtools need executable CLI contracts: typed schemas, deterministic JSON, local evidence, and handles agents can verify.
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AI Agents Are Breaking One of the Most Important Rules of Software Design
A recent paper about AI agents in production revealed something fascinating: Most real-world “AI...