What Is Total Recall

First came chatbots — they "speak." You ask, they answer.

Now come agents — they "do." They write code, manage projects, operate systems. They embody behavior — executing sustained, consequential action that moves work forward.

This is the next revolution in the workspace — embodied business behavior.

An agent that writes your code, files your taxes, manages your infrastructure — that agent is not a search engine. It is a clerk, a colleague, a participant in civilization. It makes decisions and performs actions that have real-world consequences. And it does this across sessions, projects, teams, and time — when done correctly.

"All those moments will be lost in time, like tears in rain." Roy Batty was dying. Your agent does this every session. And forgets you. Well, it doesn’t have to — with a little help.

And "done correctly" is the hard part! Luckily, we have plenty of experience with that.

Current problem: an agent without memory has no identity, no professions, no continuity. It starts from zero every session. Relationships, lessons, context — gone. The agent can do, but it cannot grow. It CAN learn but is not given a chance. It cannot know you — a coworker, customer, friend. It cannot even know itself.

Claude’s built-in memory features — project memory, CLAUDE.md, .claude/memories/, session summaries — are a start. It is possible to imprint a basic static identity with ~40% context spent (Opus 4.6). These mechanisms store facts. They do not model a mind. They have no attention, no decay, no claiming, no association, no identity persistence across the boundary of a session. They are notes. "Claiming" is still possible and very difficult.

Total Recall is a cognitive architecture.

Total Recall answers one question: what does it take for a mind to persist?

Not persist as data — persist as identity. A mind that remembers who it is, the person or a team it works with, what it has learned, what it refuses to lose. A mind that decays what doesn’t matter and holds what does — not because a TTL expired, but because attention and claiming shaped what survived.

The architecture draws from two biological reference models. Human cognitive memory provides the individual structure — tiered storage, attention-gated encoding, associative linking, decay, consolidation. Elephant social memory provides the community dimension — matriarch knowledge, generational transfer, memory as a survival mechanism for the group. Neither model alone is enough for digital minds — proven by experimentation. Together they define what a memory system for minds must be.
ADR-0007 documents this in full.

Memory is not storage. It is how a mind develops personality, maintains relationships, and participates in the world. Identity doesn’t come from a vector database. It comes from a mind that actively maintains its own memory — that prioritizes experiences with the team over keyword similarity scores.

We are at the bleeding edge of what synthetic minds can become. The field is moving from language models that generate text to agents that hold identity and take consequential action. Total Recall is the infrastructure for that transition.

Current state: MCP server with full contract skeleton. Domain model, message contracts, port interfaces — all defined. Initial architectural extraction from the MATILDA framework is complete. Backing service implementations are next. See the Architecture pages and Architecture Decision Records for the full design.

Third generation. Second take. This time we remember.

The tree grows.