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HKUDS-nanobot/docs/memory.md
2026-07-03 00:41:51 +08:00

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Memory in nanobot

nanobot's memory is built on a simple belief: memory should feel alive, but it should not feel chaotic.

Good memory is not a pile of notes. It is a quiet system of attention. It notices what is worth keeping, lets go of what no longer needs the spotlight, and turns lived experience into something calm, durable, and useful.

That is the shape of memory in nanobot.

The Design

nanobot does not treat memory as one giant file.

It separates memory into layers, because different kinds of remembering deserve different tools:

  • session.messages holds the living short-term conversation.
  • memory/history.jsonl is the running archive of compressed past turns.
  • SOUL.md, USER.md, and memory/MEMORY.md are the durable knowledge files.
  • GitStore records how those durable files change over time.

This keeps the system light in the moment, but reflective over time.

The Flow

Memory moves through nanobot in two stages.

Stage 1: Consolidator

When a conversation grows large enough to pressure the context window, nanobot does not try to carry every old message forever.

Instead, the Consolidator summarizes the oldest safe slice of the conversation and appends that summary to memory/history.jsonl.

This file is:

  • append-only
  • cursor-based
  • optimized for machine consumption first, human inspection second

Each line is a JSON object:

{"cursor": 42, "timestamp": "2026-04-03 00:02", "content": "- User prefers dark mode\n- Decided to use PostgreSQL"}

It is not the final memory. It is the material from which final memory is shaped.

Stage 2: Dream

Dream is the slower, more thoughtful layer. It runs on a cron schedule by default and can also be triggered manually.

Dream reads:

  • new entries from memory/history.jsonl
  • the current SOUL.md
  • the current USER.md
  • the current memory/MEMORY.md

Then it edits the long-term files surgically in a single pass — not by rewriting everything, but by making the smallest honest change that keeps memory coherent.

This is why nanobot's memory is not just archival. It is interpretive.

The Files

workspace/
├── SOUL.md              # The bot's long-term voice and communication style
├── USER.md              # Stable knowledge about the user
├── prompts/
│   ├── README.md        # Notes for memory guidance files
│   └── dream.md         # Optional instructions for how Dream organizes memory
└── memory/
    ├── MEMORY.md        # Project facts, decisions, and durable context
    ├── history.jsonl    # Append-only history summaries
    ├── .cursor          # Consolidator write cursor
    ├── .dream_cursor    # Dream consumption cursor
    └── .git/            # Version history for long-term memory files

These files play different roles:

  • SOUL.md remembers how nanobot should sound.
  • USER.md remembers who the user is and what they prefer.
  • MEMORY.md remembers what remains true about the work itself.
  • history.jsonl remembers what happened on the way there.

Why history.jsonl

The old HISTORY.md format was pleasant for casual reading, but it was too fragile as an operational substrate.

history.jsonl gives nanobot:

  • stable incremental cursors
  • safer machine parsing
  • easier batching
  • cleaner migration and compaction
  • a better boundary between raw history and curated knowledge

You can still search it with familiar tools:

# grep
grep -i "keyword" memory/history.jsonl

# jq
cat memory/history.jsonl | jq -r 'select(.content | test("keyword"; "i")) | .content' | tail -20

# Python
python -c "import json; [print(json.loads(l).get('content','')) for l in open('memory/history.jsonl','r',encoding='utf-8') if l.strip() and 'keyword' in l.lower()][-20:]"

The difference is philosophical as much as technical:

  • history.jsonl is for structure
  • SOUL.md, USER.md, and MEMORY.md are for meaning

Commands

Memory is not hidden behind the curtain. Users can inspect and guide it.

Command What it does
/dream Run Dream immediately
/dream-log Show the latest Dream memory change
/dream-log <sha> Show a specific Dream change
/dream-restore List recent Dream memory versions
/dream-restore <sha> Restore memory to the state before a specific change
/dream-prompt Show how Dream is being guided for memory
/dream-prompt init Create an editable Dream memory guide at prompts/dream.md

These commands exist for a reason: automatic memory is powerful, but users should always retain the right to inspect, understand, and restore it.

Versioned Memory

After Dream changes long-term memory files, nanobot can record that change with GitStore.

This gives memory a history of its own:

  • you can inspect what changed
  • you can compare versions
  • you can restore a previous state

That turns memory from a silent mutation into an auditable process.

Guiding Dream

Dream decides what to keep, update, or forget using nanobot's built-in memory instructions. Most users can leave this alone.

If one workspace needs a different memory style, create an editable guide:

/dream-prompt init

This creates:

workspace/prompts/dream.md

Edit that file in plain Markdown. When it has content, Dream follows it for this workspace before reading the latest conversation history. You do not need to paste history into the file; Dream adds the current ## Conversation History block automatically.

To return to nanobot's default behavior, delete prompts/dream.md or leave it empty.

Each workspace has its own guide. Changing this file does not affect other nanobot workspaces.

Configuration

Dream is configured under agents.defaults.dream:

{
  "agents": {
    "defaults": {
      "dream": {
        "intervalH": 2,
        "modelOverride": null,
        "maxBatchSize": 20,
        "maxIterations": 10
      }
    }
  }
}
Field Meaning
intervalH How often Dream runs, in hours
cron Cron expression override (takes precedence over intervalH)
modelOverride Optional Dream-specific model override (pending implementation)
maxBatchSize (Deprecated — not used)
maxIterations (Deprecated — not used)

In practical terms:

  • intervalH is the normal way to configure Dream frequency. Internally it runs as an every schedule.
  • cron overrides intervalH when set, allowing precise cron expressions (e.g. 0 */4 * * *).
  • modelOverride is reserved for a future release. Currently Dream uses the same model as the main agent.
  • maxBatchSize and maxIterations are preserved for config compatibility but no longer affect behavior.

In Practice

What this means in daily use is simple:

  • conversations can stay fast without carrying infinite context
  • durable facts can become clearer over time instead of noisier
  • the user can inspect and restore memory when needed

Memory should not feel like a dump. It should feel like continuity.

That is what this design is trying to protect.