Engram
Engram
Daniel Tecum-Puac has built production RAG systems at MIT for particle physics and neuroscience labs and runs Engram daily on his own agent workflows.
Daniel Tecum-Puac has built production RAG systems at MIT for particle physics and neuroscience labs and runs Engram daily on his own agent workflows.
Daniel Tecum-Puac
Daniel Tecum-Puac
MIT
MIT
Engram turns every AI coding session into structured institutional knowledge, so agents compound experience instead of starting from zero.
Engram turns every AI coding session into structured institutional knowledge, so agents compound experience instead of starting from zero.
One developer documented 59 compactions over 26 days and built a 1,477-line changelog by hand just to keep his agent from repeating itself. Every agent session starts from zero, not because the transcripts don't exist, but because nothing converts them into something a future agent can use.
Engram introduces a new primitive: the trial, a structured record of one attempt, with its hypothesis, actions, observations, and decision. Sessions decompose into trials automatically; trials accumulate into a knowledge ledger; the ledger briefs every future agent. Not a summary, a causal record: this error appeared three times, here is what fixed it and what it broke.
Core infrastructure runs in production on the founder's own workflows: a PostgreSQL knowledge graph, MCP server, and session capture across Claude Code and Cursor. The summer goal is a public beta any developer can install in under five minutes.
One developer documented 59 compactions over 26 days and built a 1,477-line changelog by hand just to keep his agent from repeating itself. Every agent session starts from zero, not because the transcripts don't exist, but because nothing converts them into something a future agent can use.
Engram introduces a new primitive: the trial, a structured record of one attempt, with its hypothesis, actions, observations, and decision. Sessions decompose into trials automatically; trials accumulate into a knowledge ledger; the ledger briefs every future agent. Not a summary, a causal record: this error appeared three times, here is what fixed it and what it broke.
Core infrastructure runs in production on the founder's own workflows: a PostgreSQL knowledge graph, MCP server, and session capture across Claude Code and Cursor. The summer goal is a public beta any developer can install in under five minutes.