Field Notes
Operator essays on losing context across AI tools, institutional memory, and what it takes to ship under real load.
Slack is where decisions happen. It is almost never where decisions survive — and teams that treat threads as institutional memory pay the tax every quarter.
The tagline is not a feature list. It is an architectural promise: one durable capture path, many consumers — assistants, apps, and humans — without re-briefing.
Retrieval-augmented generation ships demos fast. Without context engineering — provenance, freshness, permissions — it ships confident wrong answers at scale.
ChatGPT Projects organize files for one assistant. Institutional memory organizes truth for the whole organization — different job, different architecture.
Regulated teams cannot treat assistant summaries as evidence. Operational intelligence needs durable records, provenance, and retrieval boundaries — not another chat box.
Engineering had the prestige. Operations had the dependencies. AI just made the second one buildable.
Microsoft Copilot is useful in the moment. It is not institutional memory — and engineering teams that treat it like one still re-brief every sprint.
AI is changing the old equation — domain experts can prototype without a dev team first. The scarce gap is no longer can you code; it is whether you understand the problem deeply enough to evaluate what gets built.
Curious about AI, systems, and product design long enough and the same pattern appears — every workflow, every tool stack, every ambitious project eventually loses the plot because context did not travel with the work.
A wiki plus a chat box is a reasonable workflow. It is not institutional memory — and treating it like one is why teams re-brief every sprint.
A lot of AI tools generate content. We kept hitting a different problem — information scattered across documents, emails, chats, links, screenshots, and voice notes with no durable way to reuse it.
Every new AI assistant feels like progress until Monday standup, when nobody can answer what changed last week — because context still lives in four different places.