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Cheap, Fast, and Ignored
Non-domestic models are near-frontier at three percent of the price. Adoption still lags, and it’s not about capability. By The Chiri Team If a model costs three percent of what you are paying today and gets you ninety-six percent of the capability, why would you still be paying full price? That is not a hypothetical.…
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The Human Rate Limit
Agents write code faster than any team can read it. Review, not generation, is now the constraint. By The Chiri Team Who on your team actually reads the code your AI agents write, and how much of it do they honestly understand? Ask that question honestly and the answer tends to get vague fast. Not…
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The Rented Land Problem
Bespoke software just got as cheap as renting it. That breaks the SaaS and services divide for good. By The Chiri Team Why does your team pay for a thousand-dollar-a-month software seat that one person actually uses? For a decade, the answer was simply that this is how enterprise software works. You buy the license,…
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The Unbadged Employee
Your people answer to HIPAA and SOC 2. Your agents, mostly, still don’t. By The Chiri Team Would your AI agents pass the same audit your employees pass every year? For a lot of companies right now, the honest answer is that nobody has checked, because nobody has framed the question that way yet. Compliance…
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The Death of the Status Call
Real-time dashboards are replacing the deck. Audit trace, not narrative, is the new deliverable. By The Chiri Team When was the last time you knew, in real time, exactly what your AI consultant had actually built for you that week? For a lot of companies, the honest answer is close to never. The standard engagement…
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The Immutable Employee File
Web3’s most mocked idea just became the only credible way to govern an agent workforce. By The Chiri Team If an AI agent in your business took an action at 2am today, could you tell me what it did, what data it touched, and who approved it? Ask a compliance team how confident they are…
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The Casino Chip Economy
Two new executive disciplines: price your tokens right, or someone else prices your alpha for you. By The Chiri Team What is your token spend actually buying you? Every other major line on the P&L, cloud compute, headcount, marketing, has decades of tooling, benchmarks, and institutional practice built around tracking what it returns, imperfect as…
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See Everything (Because Black Boxes Don’t Get Approved)
This is Part 5. Start here if you’re new to the series. In Part 4, we covered model flexibility, Task Personas, and practical RAG. But none of that matters if your security team won’t approve deployment. And they won’t approve what they can’t inspect. The Black Box Problem When companies fail with AI, it’s often…
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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 AI assistant that lives in your messaging apps, remembers everything, and executes tasks autonomously. Then the security reports started rolling in. Within days, researchers found hundreds of…
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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 when governance is built-in. Now let’s talk about what that gets you. Any Model. One Interface. No Lock-in. The reality six months later: You’ve built workflows around…
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