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tiered-memory

Three-tier agent memory model (hot/cold/wiki) for context reduction per spawn

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2026년 8월 17일 21:20
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name
tiered-memory
description
Three-tier agent memory model (hot/cold/wiki) for context reduction per spawn
domain
memory-management, performance
confidence
design (runtime not yet implemented)
source
design proposal
# Skill: Tiered Agent Memory > **Status (v0.10.0):** This skill describes a **design proposal**, not a shipped runtime. Skill files install via `squad init`/`upgrade`, but the underlying tier scaffolding (`.squad/memory/hot/`, `cold/`, `wiki/`), Scribe promotion logic, and spawn-template tier-aware reads are tracked in [bradygaster/squad#1264](https://github.com/bradygaster/squad/issues/1264). Until those land, agents continue to load full `history.md` + `decisions.md` on every spawn. ## Overview Squad agents today load their full context history on every spawn, which grows unboundedly across sessions. The Tiered Agent Memory model proposes a three-tier separation so agents only load the bytes that are actually relevant to the current task, with older context kept available on demand. --- ## Memory Tiers ### 🔥 Hot Tier — Current Session Context - **Size target:** keep small (~2–4KB typical) - **Load policy:** Always loaded. Every spawn includes hot memory by default. - **Contents:** Current task description, active decisions made this session, immediate blockers, last 3–5 actions taken, who you are talking to right now. - **Lifetime:** Current session only. Discarded after session ends (Scribe promotes relevant parts to Cold). - **Purpose:** Provide immediate task context without any latency or load decision. ### ❄️ Cold Tier — Summarized Cross-Session History - **Size target:** larger summary, not full transcript (~8–12KB typical) - **Load policy:** Load on demand. Include only when the task explicitly needs history. - **Contents:** Summarized past sessions (compressed by Scribe), cross-session decisions, recurring patterns, unresolved issues from prior work. - **Lifetime:** Rolling window (default proposal: 30 days). Eligible entries are then promoted to Wiki. - **Purpose:** Answer "what have we tried before?" and "what was decided?" without replaying full transcripts. - **How to include:** Pass `--include-cold` in spawn template or add `## Cold Memory` section. ### 📚 Wiki Tier — Durable Structured Knowledge - **Size target:** variable, structured reference docs - **Load policy:** Async write, selective read. Load only when task requires domain knowledge. - **Contents:** Architecture decisions (ADRs), agent charters, routing rules, stable conventions, external API contracts, known platform constraints. - **Lifetime:** Permanent until explicitly deprecated. - **Purpose:** Authoritative reference. Not history — structured facts. - **How to include:** Pass `--include-wiki` or reference specific wiki doc paths in spawn template. --- ## When to Load Each Tier | Situation | Hot | Cold | Wiki | |-----------|-----|------|------| | New task, no prior context needed | ✅ | ❌ | ❌ | | Resuming interrupted work | ✅ | ✅ | ❌ | | Debugging a recurring issue | ✅ | ✅ | ❌ | | Implementing against a spec/ADR | ✅ | ❌ | ✅ | | Onboarding to unfamiliar subsystem | ✅ | ❌ | ✅ | | Post-incident review | ✅ | ✅ | ✅ | --- ## Spawn Template Pattern The default spawn prompt should include **Hot tier only**: ``` ## Memory Context ### Hot (current session) {hot_context} ``` Add `--include-cold` when the task needs history: ``` ## Memory Context ### Hot (current session) {hot_context} ### Cold (summarized history — load on demand) See: .squad/memory/cold/{agent-name}.md ``` Add `--include-wiki` when the task needs domain knowledge: ``` ## Memory Context ### Hot (current session) {hot_context} ### Wiki (durable reference) See: .squad/memory/wiki/{topic}.md ``` --- ## Integration with Scribe Agent (design — not yet implemented) Scribe is the proposed memory coordinator for this system. Once the runtime lands, Scribe will: 1. **End of session:** Compress Hot → Cold summary (target: ~10% of session verbosity) 2. **Aged cold entries:** Promote Cold → Wiki for decisions/facts that aged into stable knowledge 3. **On-demand wiki writes:** Any agent can request Scribe to write a wiki entry mid-session Until then, see the Scribe charter for current behavior: `.squad/agents/scribe/charter.md` --- ## Implementation Checklist (tracked in #1264) - [ ] Scribe writes Hot context file at session start (`.squad/memory/hot/{agent}.md`) - [ ] Scribe compresses and writes Cold summary at session end - [ ] Spawn templates default to Hot-only - [ ] Coordinators add `--include-cold` / `--include-wiki` flags as needed - [ ] Wiki entries stored in `.squad/memory/wiki/` - [ ] Cold entries stored in `.squad/memory/cold/` with rolling TTL --- ## References - Tracking issue: [bradygaster/squad#1264](https://github.com/bradygaster/squad/issues/1264) — installation gap + runtime status - Original design spike: [bradygaster/squad#686](https://github.com/bradygaster/squad/issues/686) — tiered memory implementation plan - Related: [bradygaster/squad#600](https://github.com/bradygaster/squad/issues/600) — context payload growth --- ## Spawn Template # Spawn Template: Agent with Tiered Memory Use this template when spawning any Squad agent. By default it loads **Hot tier only**. Add optional sections as needed. --- ## Task {task_description} ## WHY {why_this_matters} ## Success Criteria - [ ] {criterion_1} - [ ] {criterion_2} --- ## Memory Context ### 🔥 Hot (always included) > Paste current session context here (~2–4KB target): ``` Current task: {task_description} Active decisions: {decisions_this_session} Last actions: {last_3_to_5_actions} Blockers: {current_blockers_or_none} Talking to: {current_interlocutor} ``` --- ### ❄️ Cold (include when task needs history — add `--include-cold`) > Load on demand. Do not inline unless specifically needed. Summarized cross-session history is at: `.squad/memory/cold/{agent-name}.md` Include when: - Resuming interrupted work - Debugging a recurring issue - "What have we tried before?" **To load cold memory, add this section and fetch the file before spawning:** ``` ## Cold Memory Summary {contents_of_.squad/memory/cold/{agent-name}.md} ``` --- ### 📚 Wiki (include when task needs domain knowledge — add `--include-wiki`) > Load on demand. Reference specific wiki docs by path. Wiki entries are at: `.squad/memory/wiki/` Include when: - Implementing against an ADR or spec - Onboarding to unfamiliar subsystem - Need stable conventions or API contracts **To load wiki, add this section and reference the specific doc:** ``` ## Wiki Reference {contents_of_.squad/memory/wiki/{topic}.md} ``` --- ## Escalation If blocked or uncertain: - Architecture questions → @picard - Security concerns → @worf - Infrastructure/deployment → @belanna - Memory/history questions → @scribe --- ## Notes - Hot tier is always included; keep it focused - Cold adds a summary; only include when history is relevant - Wiki adds variable size; only include specific relevant docs - Runtime backing is tracked in [bradygaster/squad#1264](https://github.com/bradygaster/squad/issues/1264) — until those changes land, this skill is design-only and agents continue to load full history.md + decisions.md on every spawn
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