When two hundred sources get pressed into one clean story, the sources stop being evidence. A finished answer looks like progress. The trail that could overturn it is what you actually …
Agent Contracts: The Job File
If it is not written down, there is no guarantee it happens. An agent that did the work once in a chat has not taken the job. It has performed. The next session does not inherit the performance. …
Historical Knowledge Fabric
OCR makes historical pages readable. It does not make historical knowledge trustworthy. The hard problem begins after extraction. An AI-assisted knowledge system has to preserve what a source says, …
The COBOL Problem
Databases hold information. They do not pass it on. The institution still has a working store. The people who could explain what the records mean are leaving, or already gone. What sits in the …
The Builder Journey
Designing loops and skills is how you stop re-explaining intent every session and start compounding it. In Knowledge as Code, I argued for the file: institutional memory that survives a tool …
Reliable AI Begins Before the Model
The most reliable AI systems are not built on better prompts alone; they are built on knowledge that has been structured, bounded, tested, traced, and made accountable to human …
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