When the Question Has a Right Answer: ENGRAM Allows Agents to Work from a Brief

Associative retrieval does not fail when a question has a correct answer. It returns the plausible neighbour, states it confidently, and gives you no signal that it did. So ENGRAM now lets a project declare which documents are authoritative – and every agent working in that project inherits that declaration without being told it exists.

What the Transcript Couldn’t Tell Me: ENGRAM Learns to Read What Actually Shipped

A session transcript is authoritative about what was attempted. Git is authoritative about what shipped. For three months ENGRAM had only the first one, and I did not notice I was asking it the wrong questions.

No Message Passed Between Them: ENGRAM Agents Coordinate Through Memory

The hard part of running a fleet was never spawning the agents or routing the tasks — your harness already does that. The hard part is what they know, and whether one agent’s finding can reach another without leaking to everyone. That is not a scheduling problem. It is a memory problem.