Chiri Field Notes
Chiri’s dispatch on AI orchestration, agentic systems, and how real companies put AI to work.
ALL · ONTOLOGY · AI HARNESS & GOVERNANCE · AI SPEND OPTIMIZATION · AGENTIC ENGINEERING
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Pods, Not Departments: How Chiri Structures AI Delivery Work
Chiri CTO Matthew Wimberly explains why Chiri replaced traditional consulting’s planning cycles with a weekly show-and-tell delivery rhythm.

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Clawdbot (Moltbot) Went Viral. So Did Its Security Holes.
Clawdbot (now rebranded as Moltbot) exploded onto the scene over the past week. 60,000+ GitHub stars. Viral X threads. Discord communities buzzing. The promise is intoxicating: a personal…
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Chiri Brain: Any Model. One Interface. No Lock-in.
This is Part 4 of our series on Chiri Brain capabilities. Read Parts 1-3 to catch up. We’ve established why AI projects fail and what infrastructure looks like…
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The Chiri Standard: Trusted AI at Scale
This is Part 3 of our series on enterprise AI infrastructure. Read Part 1 and Part 2 if you’re catching up. In Parts 1 and 2, we established…
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Claude Cowork Is Having a Moment. Your Attack Surface Is Too.
Anthropic just shipped Claude Cowork as a research preview – a “Claude Code-like” experience for general productivity work, delivered through the Claude macOS app and aimed at making…
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The Actual Problem Isn’t “AI.” It’s Everything Around AI.
This is Part 2 of our series on why enterprise AI fails. Read Part 1 if you missed it. Enterprise teams aren’t blocked by model quality anymore. GPT-4,…
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Where AI Rollouts Go to Die: The Two Places Enterprise AI Fails
The Numbers Don’t Lie MIT’s 2025 State of AI in Business report dropped a statistic that should terrify every executive: 95% of generative AI pilots fail to deliver…
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Stop Choosing Between Innovation and Governance: Meet Chiri Brain
Most AI rollouts die in one of two places: If you’re feeling that tension right now, you’re not alone. The modern enterprise AI stack is full of tradeoffs…
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Low Hanging Fruit: Start With Coding Agents. Lessons From Snowflake’s AI Pivot
There are not many chances to see a big, successful company try to rewire itself around AI in public. One recent example is Snowflake. On a recent episode…
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Output Over Everything — A CISO’s Field Guide to Change, Testing, and Rollback
Speed without recoverability is theater. My job is to make sure we can ship fast and back out of a bad change at machine speed, any day the…
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It’s Not a New Species, It’s Massively Faster Computing (And That Changes Everything)
Jensen Huang has the cleanest frame for what’s happening in AI right now: accelerated computing. Not “a brand-new creature,” not “alien intelligence,” just computing that’s been radically sped…
