Category: Notes
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What Breaks When LLMs Enter Regulated Enterprise Workflows
Most enterprise AI initiatives do not fail on raw model intelligence. They break on the mundane, structural realities of production environments: latency budgets, deterministic fallback paths, and auditable…
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The cost of abstractions
Just spent the afternoon untangling a “helpful” ORM layer that was executing N+1 queries under the hood. Sometimes raw SQL is the only abstraction you need.
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Shadow AI is just a feedback loop nobody built
Talked to a few people this week who admitted to pasting confidential docs into a public chat tool because the sanctioned internal one is slower and worse. This…
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Track mode is the GPS feature nobody talks about
Ran intervals on the track this morning wearing two watches, one with track-mode distance correction and one without. 0.72% distance error on the one with it, several times…
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pgvector at 50M vectors, and why I stopped recommending Pinecone by default
The pgvectorscale benchmark everyone is citing this year: 471 QPS at 99% recall on 50 million 1536-dim vectors, competitive with dedicated vector databases. If you’re already running Postgres,…
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A tub, a bank account, and every system I manage
Re-read the Meadows bathtub explanation for the third time this year. Stock and flow is such a simple idea and I still catch myself forgetting it mid-meeting. Someone…
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Leverage Points, and Where I Keep Pushing the Wrong One
Donella Meadows’ list of places to intervene in a system has one line that has been sitting with me for weeks: people know intuitively where leverage points are,…
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Product Judgment Is the New Moat
The AI coding and drafting tools got good enough this year that the bottleneck moved. It used to be: can we build it. Now it’s: should we, and…
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The RAG Evaluation Problem Nobody Wants to Own
Every RAG demo looks good. Ten hand-picked questions, confident answers, a happy stakeholder in the room. Three weeks into production a prompt update breaks tool calling, retrieval starts…
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Model Risk Management Wasn’t Built for This
SR-26-2 replaced SR-11-7 this year, the first update to US bank model risk guidance in fifteen years. The interesting part isn’t the new rule, it’s what forced it.…
