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.

A Brain Between Sessions — and Between Agents: ENGRAM Learns to Recall on Demand

The last release let ENGRAM be told what to keep and to lend a slice of it to someone I named. This one gives it the other half of the gesture: a way to deliberately reach for what it knows. An agent can now recall its own memory across sessions — a brain it keeps for itself, needing nothing switched on — and, when I’ve shared something to it, reach for that too. Private by default, as ever: my own memory is always mine to recall, and a borrowed memory is only ever what someone named for me.

A Mind That Knows What It’s Missing: ENGRAM Now Finds and Closes Its Own Gaps

ENGRAM learned to remember my articles, my Claude Code sessions, and the research conversations I have with assistants elsewhere. But … More

Completing the Mind: ENGRAM Now Remembers Conversations from Claude Desktop, ChatGPT, and Gemini

ENGRAM already remembered my articles and my code sessions. The last missing piece was the work I do with assistants … More

Claude Code and ENGRAM recalling good memories.

Claude Code and ENGRAM Knowledge Hub: recalling the good memories together

This is a follow-up post about the next layer of knowledge consolidation in ENGRAM Knowledge Hub. Ingestion of Claude Code sessions into the Knowledge Hub allowed me to close the gap between what I researched and planned and what I actually built, including the changes, feature design enhancements, and pivots that often happen during development.

ENGRAM Knowledge Hub: A Personal Knowledge Graph That Grows With Your Research

Most LLM tools forget what you taught them last week. ENGRAM Knowledge Hub turns your conversations, documents, and research into a personal knowledge graph with recall by relevance, not recency.