5.5 KiB
5.5 KiB
type, entity_type, name, confidence, sources, last_compiled, frame_ids, related_entities
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| entity | project | Waggle OS | 0.90 | 30 | 2026-04-13T20:35:34.634Z |
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Waggle OS
Waggle OS
Summary
Waggle OS is a desktop-native AI agent platform with persistent structured memory, built by Egzakta Group as the demand-generation engine for KVARK (the company's sovereign enterprise AI platform). Shipping as a Tauri 2.0 desktop application with React frontend and Node.js sidecar, Waggle enables individuals and teams to manage AI conversations across 20+ platforms through unified memory, audit trails, and agent-native workflows. The product is technologically mature (4,409 passing tests, zero TypeScript errors as of March 2026) but requires UI/UX refinement and Memory Harvest feature completion before public launch.
Key Facts
Technical Foundation
- Built with Tauri 2.0 (Rust desktop + React frontend + Node.js sidecar) [Frame #780]
- Language preference: TypeScript for development [Frame #154]
- Persists memory in SQLite
.mindfiles with FTS5 + sqlite-vec + knowledge graph [Frame #846] - Includes Memory MCP plugin (18 tools, 4 resources) compatible with Claude Code, Claude Desktop, and any MCP client [Frame #786]
- Test suite: 4,409 passing tests, 100% pass rate as of March 2026; 4,185+ tests by Wave 11 [Frame #844, #848]
- TypeScript errors: 0 (fixed from 87 in production hardening wave) [Frame #844]
Product Architecture
- Five-layer memory system: personal.mind, workspace.mind, collective.mind, team minds [Frame #846]
- Agents communicate via Waggle Dance protocol for inter-agent memory and knowledge exchange [Frame #846]
- 80+ tools, 22 personas, skill SDK with manifest system [Frame #844, #845]
- Model router supporting multi-provider LLM access [Frame #832]
- Interactive CLI (REPL, slash commands, markdown rendering) [Frame #832]
- Plugin system with manifest validation, install/uninstall [Frame #832]
Project Status (as of March 2026)
- Milestone 0: Complete (172 tests) [Frame #832]
- Milestone 1: Complete — desktop app shipping as 10.6 MB waggle.exe binary [Frame #832]
- Milestone 2: Complete — 232 tests, 7 commits, 6 npm packages (@waggle/core, agent, optimizer, weaver, cli, sdk) [Frame #832]
- Gap Register: 68 of 69 items implemented in March 2026; 3 items deferred to enterprise phase (KVARK integration, SSO, Tauri build verification) [Frame #848]
- Wave 11 Production Hardening (2026-03-20): 57 audit findings fixed (8 CRITICAL → 0); security, agent rate-limiting, frontend error boundaries, accessibility hardened [Frame #844]
- npm Publishing:
@waggle-ai/wagglev1.0.0 published on npmjs.com [Frame #844]
Launch Readiness
- Internal testing phase (friends & family) is active; product ready for unsigned distribution [Frame #836]
- Blocking public launch: Code signing (recommendation: SSL.com eSigner EV ~$240/yr or Certum SimplySign EV ~$249/yr using Netherlands entity) [Frame #836]
- KVARK wiring specified (6 HTTP endpoints, 3 P0 for MVP: login, me, search) — awaiting KVARK API availability [Frame #836]
- All deferred items non-blocking for internal testing [Frame #836]
UI/UX Status
- Two CSS systems diverge on design tokens; 360+ instances of 9-10px text reduce readability [Frame #1005]
- Stripe billing integration has 5 blocking gaps [Frame #1005]
- Memory Harvest (consolidate conversations from 20+ platforms) still spec-only, not built [Frame #1005]
- SplashScreen on-brand, light theme fixed, all hardcoded hex values → theme tokens in Wave 11 [Frame #844]
- Accessibility (ARIA) hardened; App.tsx refactored (1338 → 1140 lines, 6 hooks extracted) [Frame #844]
Business Model & Revenue
- Tier funnel: Solo (Free) → Basic ($15/mo) → Teams ($79/mo) → Enterprise (consultative KVARK sale) [Frame #789]
- KVARK context: EUR 1.2M in contracted revenue; Waggle is intentionally free/cheap, not direct revenue driver [Frame #788, #846]
- Egzakta Group: ~200 employees, EUR 4.5M EBITDA, targeting EUR 10M in 2026 [Frame #846]
- Key enterprise opportunities: EPS, Yettel, AOFI, EU Horizon 2026, Clipperton Finance [Frame #846]
Strategic Vision
- Two core hooks for market penetration:
- "Bring Your Memory Home" — Memory Harvest consolidates 20+ platform conversations into governed workspace [Frame #1005]
- "AI Act Compliance by Default" — All work auditable inside Waggle; no bolt-on governance needed [Frame #1005]
- Sovereign deployment moat: CEE/SEE regulated markets (banking, utilities, government) legally cannot use US cloud AI; Waggle + KVARK meet regulatory requirement [Frame #846]
- Universal Memory Harvest spec v1.0 complete; implementation planned for post-launch phase [Frame #846]
- EvolveSchema/GAPA evolutionary schema optimization proven in research (+2-4 pp across benchmarks); research phase complete, integration pending [Frame #846]
Team & Governance
- Built by Egzakta Group (founded by Marko Markovic) [Frame #791]
- Key people: Marko (strategy + enterprise sales), Mihail (GAPA + KVARK backend), Marko D. (Waggle architecture), Ivan (LM TEK + hardware) [Frame #846]
- CLI/config system supports
~/.waggle/home directory [Frame #832] - Slack for team communication [Frame #38]
**Deferred/