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<title>Waggle OS — Architecture Mind Map</title>
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<h1><span class="bee">🐝</span> Waggle&nbsp;OS — Platform Architecture</h1>
<span class="sub">Interactive mind map · click a node to expand / collapse · scroll to zoom · drag to pan</span>
<span class="meta">Source of truth: <b>CLAUDE.md</b> + verified source<br/>Workspace-native AI agents · persistent memory · KVARK funnel</span>
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<span><i style="background:#e5a000"></i> Product / Strategy</span>
<span><i style="background:#a78bfa"></i> Runtime &amp; Agent</span>
<span><i style="background:#38bdf8"></i> Memory &amp; Data</span>
<span><i style="background:#34d399"></i> Packages / Ops</span>
<span><i style="background:#fb7185"></i> Security / Enterprise</span>
<span class="hint">Tip: the map opens 2 levels deep — keep clicking to drill in.</span>
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# 🐝 Waggle OS
## 🎯 What it is
- Workspace-native **AI agent platform** with **persistent memory**
- Ships as a **Tauri 2.0** desktop binary (Windows/macOS) + Vite web app + Node sidecar
- **Strategic role:** demand-creation & qualification engine for **KVARK** (sovereign enterprise AI)
- **Moat:** Memory + Harvest are **free forever** lock-in; Skills & Connectors are the upgrade trigger
- Agents are free (they *generate* memory)
## 💳 Tiers
- **TRIAL** $0 / 15 days · all features falls back to FREE
- **FREE** $0 forever · 5 workspaces · built-in skills
- **PRO** $19/mo · unlimited · marketplace · all connectors
- **TEAMS** $49/seat · shared workspaces · WaggleDance · governance
- **ENTERPRISE** consultative · KVARK sovereign on-prem (kvark.ai)
## 🖥 Surfaces & Runtime
- **Desktop shell** `app/` · Tauri 2.0 (Rust) · loads the apps/web dist
- **Web app (MAIN UI)** `apps/web` · React 19 + Vite + Tailwind 4 + base-ui
- **Landing site** `apps/www` (waggle-os.ai)
- **Sidecar** Fastify (Node.js) bundled into Tauri
- **LLM routing** LiteLLM (`litellm-config.yaml`)
## 🧠 Memory Substrate "Hive-Mind"
### mind/ the per-workspace brain
- **FrameStore** SQLite-backed memory frames
- **HybridSearch** vector + keyword (+ cross-encoder reranker)
- **KnowledgeGraph** entityrelation graph
- **IdentityLayer** who the user is
- **AwarenessLayer** active task / state
- scoring · reconcile · ontology · concept-tracker · entity-normalizer
### harvest/ conversation & file ingestion
- Chat adapters: ChatGPT · Claude · Claude Code · Gemini · Perplexity
- File adapters: PDF · markdown · plaintext · URL · universal
- `pipeline.ts` + `dedup.ts`
### Cognify memory extraction pipeline
### OSS mirror `marolinik/hive-mind` (curated forward-port; monorepo is source of truth)
## 🤖 Agent Runtime `packages/agent`
### Core loop
- `agent-loop.ts` execution loop
- `orchestrator.ts` buildSystemPrompt() / recallMemory()
- `behavioral-spec.ts` BEHAVIORAL_SPEC rules
- `tool-filter.ts` filterToolsForContext()
### Safety & cost
- `injection-scanner.ts` scanForInjection() (3 pattern sets)
- `cost-tracker.ts` CostTracker + model pricing
- `loop-guard.ts` · `iteration-budget.ts`
### Capability & Trust
- capability-router · capability-acquisition
- trust-model · permissions · credential-pool · confirmation
### Quality & Correction
- quality-controller · contradiction-detector
- correction-detector · improvement-detector
### 🧬 Evolution self-improvement loop
- evolution-orchestrator · gates · deploy · llm-wiring
- judge · iterative-optimizer · eval-dataset
### Orchestration
- subagent-orchestrator
- workflow-composer / harness / templates
- **WaggleDance** multi-agent coordination (`packages/waggle-dance`)
## 👤 Personas (22) `persona-data.ts`
### Universal Modes (8) always available
- **general-purpose** versatile default, full tools
- **planner** read-only strategic planning
- **verifier** read-only adversarial QA (VERDICT)
- **coordinator** pure orchestrator (spawn/list/get only)
- researcher · writer · analyst · coder
### Specialists (14) template-scoped
- project-manager · executive-assistant
- sales-rep · marketer · senior-PM
- hr-manager · legal-counsel · business-finance · consultant
- support · ops-manager · data-engineer · recruiter · creative-director
### Grouping views
- PersonaSwitcher 2 tiers (`persona-tier.ts`)
- Onboarding picker shows 19 of 22 (drops planner/verifier/coordinator)
## 🗂 Workspaces
- **One isolated mind per workspace** memory never crosses
- **15 templates** each seeds one default persona (`TEMPLATE_PERSONA`)
- Sales · Research · Engineering · Marketing · Product
- Legal · Consulting · Support · Finance · HR
- Operations · Data · Recruiting · Design · Blank
- Onboarding surfaces a **curated 6** for the 2-min flow
- Per-workspace: Tasks board · Artifacts · Files
## 📦 Packages (27 workspaces)
### Core (15)
- core · agent · server · shared · sdk
- cli · marketplace · optimizer · waggle-dance
- weaver · wiki-compiler · worker · admin-web
- launcher · memory-mcp
### hive-mind OSS split (12)
- core · cli · mcp-server · wiki-compiler · shim-core
- hooks: claude-code · claude-desktop · codex · codex-desktop · cursor · hermes · openclaw
## 🔌 AI-OS arc
- **Tool detection** all 7 supported AI tools
- **WaggleDance v2** signal bus bridge UI stream
- **Launcher** detect install hooks (reversible) launch with `WAGGLE_WORKSPACE_ID`
- **Skill diffusion** distillation fire `skill_share` broadcast
## 🏰 KVARK funnel
- Sovereign enterprise AI "everything Waggle does, on your infrastructure"
- Full data-pipeline injection · your permissions · complete audit trail
- `kvark_search` / `kvark_ask_document` gated to **TEAMS / ENTERPRISE**
- kvark.ai · license.waggle-os.ai · cloud.waggle-os.ai
## 🔐 Security (non-negotiable)
- **Vault-only secrets** `core/vault.ts` (never committed)
- **Injection defense** scanForInjection() on all external input
- **Tauri IPC allowlist** explicit; never allow-all
- **Parameterized SQL** no string interpolation, ever
- No eval · no dynamic require
## 🛠 Stack & Ops
- **DB** SQLite (better-sqlite3 + sqlite-vec)
- **Billing** Stripe
- **Design** Hive DS (honey #e5a000 / hive-950 #08090c / accent #a78bfa)
- **Tests** Vitest (unit) + Playwright (E2E)
- **Deploy** Dockerfile + docker-compose.production + render.yaml
- Package manager: npm · Node 20
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