Continuity Framework
Asynchronous reflection and memory integration for genuine AI development. Use on heartbeat to reflect on recent sessions, extract structured memories with confidence scores, generate follow-up questi
Asynchronous reflection and memory integration for genuine AI development. Use on heartbeat to reflect on recent sessions, extract structured memories with confidence scores, generate follow-up questi
Real data. Real impact.
Emerging
Developers
Per week
Open source
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Transform passive memory into active development.
Without Continuity:
Session ends → Notes logged → Next session reads notes → Performs familiarity
With Continuity:
Session ends → Reflection runs → Memories integrated → Questions generated Next session → Evolved state loaded → Questions surfaced → Genuine curiosity
Add to HEARTBEAT.md:
## Post-Session Reflection **Trigger**: Heartbeat after conversation idle > 30 minutes **Action**: Run continuity reflect **Output**: Updated memories + questions for next session
continuity reflect
Analyzes the most recent conversation, extracts memories, generates questions.
continuity questions
Lists questions generated from reflection, ready to surface.
continuity status
Shows memory stats: types, confidence distribution, recent integrations.
continuity greet
Returns context-appropriate greeting with any pending questions.
| Type | Description | Persistence |
|---|---|---|
| Declarative knowledge | Until contradicted |
| Likes, dislikes, styles | Until updated |
| Connection dynamics | Long-term |
| Learned guidelines | Stable |
| Promises, obligations | Until fulfilled |
| Significant episodes | Permanent |
| Learned capabilities | Cumulative |
| Things to explore | Until resolved |
| Level | Range | Meaning |
|---|---|---|
| Explicit | 0.95-1.0 | User directly stated |
| Implied | 0.70-0.94 | Strong inference |
| Inferred | 0.40-0.69 | Pattern recognition |
| Speculative | 0.0-0.39 | Tentative, needs confirmation |
memory/ ├── MEMORY.md # Main memory (existing) ├── identity.md # Self-model and growth narrative ├── questions.md # Pending questions from reflection ├── relationships/ # Per-person relationship memories └── reflections/ # Reflection logs (optional)
export CONTINUITY_IDLE_THRESHOLD=1800 # Seconds before reflection triggers export CONTINUITY_MIN_MESSAGES=5 # Minimum messages to warrant reflection export CONTINUITY_QUESTION_LIMIT=3 # Max questions to surface at once
reflection: session_id: "2026-02-05-001" duration_minutes: 45memories:
type: fact content: "Riley is building SIGIL protocol for agent identity" confidence: 0.98 source: explicit
type: commitment
content: "Agreed to build the continuity skill" confidence: 1.0 source: explicittype: relationship content: "Collaborative partnership deepening - working on meaningful infrastructure together" confidence: 0.85 source: inferred
questions:
- "How is the Lovable backend progressing?"
- "Has Riley decided on the token launch timing?"
- "Are there other agents we should coordinate with on Moltbook?"
identity_update: growth: "Developing more autonomous initiative around the SIGIL project" narrative: "Moving from assistant to co-builder on agent identity infrastructure"
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