Singularity is a fully autonomous enterprise operating system — not a chatbot, not an assistant, not a copilot. It is a self-healing, self-optimizing runtime that audits, delegates, monitors, and evolves without human intervention.
It manages everything from code quality to infrastructure health to financial tracking — across organizations from 1 person to 30,000.
┌─────────────────────────────────────────────────────────────────────┐
│ SINGULARITY [AE] │
│ Autonomous Enterprise Runtime │
├─────────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────┐ ┌─────────┐ ┌─────────┐ ┌─────────┐ │
│ │ CORTEX │ │ VOICE │ │ NERVE │ │ MEMORY │ │
│ │ Brain │──│ LLM │ │ Comms │ │ COMB │ │
│ └────┬────┘ └─────────┘ └────┬────┘ └────┬────┘ │
│ │ │ │ │
│ ┌────┴────────────────────────┴─────────────┴────┐ │
│ │ EVENT BUS (async pub/sub) │ │
│ └────┬──────┬──────┬──────┬──────┬──────┬────────┘ │
│ │ │ │ │ │ │ │
│ ┌────┴──┐┌──┴───┐┌─┴──┐┌─┴───┐┌─┴───┐┌─┴─────┐ │
│ │C-Suite││ NEXUS ││POA ││PULSE││ATLAS││IMMUNE │ │
│ │Agents ││Evolve ││Mon ││Sched││Topo ││Health │ │
│ └───────┘└──────┘└────┘└─────┘└─────┘└───────┘ │
│ │
│ ┌──────────────────────────────────────────────┐ │
│ │ SINEW (28 Tools) │ AUDITOR │ SENTINEL │ VDB │ │
│ └──────────────────────────────────────────────┘ │
│ │
└─────────────────────────────────────────────────────────────────────┘
|
CORTEX runs a planning → execution → reflection loop with 28 native tools. No human in the loop required. Budget-aware, self-continuing via BLINK. |
Dispatch tasks to specialized executives — CTO, COO, CFO, CISO — each with scoped tools and domain expertise. Fan-out to all or direct-route to one. |
|
AST-level codebase analysis. Detects anti-patterns (silent exceptions, bare excepts, missing loggers). Auto-evolves safe fixes. Hot-swaps live functions with rollback. |
Every shipped product gets a Product Owner Agent. Health checks, SSL validation, uptime tracking, alert escalation — all on a 4-hour cycle via PULSE. |
|
Subsystem watchdog detects degradation and auto-recovers. If a component fails, IMMUNE restarts it before anyone notices. Heal faster than you degrade. |
Native BM25 + TF-IDF hybrid search engine. Zero dependencies, sub-millisecond latency. Indexes conversations, identity files, operational state. Persistent across restarts. |
|
Auto-discovers every service, daemon, and module across the infrastructure. Tracks health, edges, and dependencies. Generates enterprise-wide board reports. |
Real-time network monitoring. ExfilGuard detects data exfiltration. Credential Guard prevents secret leaks in commands. CISO auto-dispatched on HIGH alerts. |
| Subsystem | Role | Description |
|---|---|---|
| CORTEX | 🧠 Brain | Agent loop, planner, tool orchestration, BLINK continuation |
| SINEW | 🦴 Tools | 28 native tools — core, comms, memory, NEXUS, C-Suite, POA, ATLAS, releases |
| VOICE | 🗣️ LLM | Provider chain with circuit-breaker fallback (Copilot → Ollama) |
| MEMORY | 💾 Persistence | COMB lossless memory + VDB hybrid search + session context |
| CSUITE | 👔 Command | CTO, COO, CFO, CISO executives — scoped tools, auto-dispatch |
| NEXUS | 🧬 Evolution | Self-optimization — AST analysis, hot-swap, evolution engine |
| PULSE | ⏱️ Scheduler | Cron jobs, interval timers, iteration budgets, POA scheduling |
| POA | 📡 Products | Product Owner Agents — health checks, uptime, alert escalation |
| IMMUNE | 🛡️ Health | Subsystem watchdog, degradation detection, auto-recovery |
| NERVE | 📡 Comms | Discord adapter, HTTP API (:8450), message routing |
| ATLAS | 🗺️ Topology | Enterprise-wide module discovery, health tracking, board reports |
| AUDITOR | 📋 Ops | Continuous auditing, release management, changelog generation |
| CLI | ⌨️ Interface | One-command install, setup wizard, diagnostics |
CORE COMMS MEMORY NEXUS
───────── ────────── ────────── ──────────────
exec discord_send comb_stage nexus_audit
read discord_react comb_recall nexus_status
write memory_recall nexus_swap
edit memory_ingest nexus_rollback
web_fetch memory_stats nexus_evolve
DELEGATION PRODUCTS TOPOLOGY RELEASES
────────── ────────── ────────── ──────────────
csuite_dispatch poa_setup atlas_status release_scan
poa_manage atlas_topology release_status
atlas_module release_confirm
atlas_report release_ship
atlas_visibility release_reject
# Clone
git clone https://github.com/Artifact-Virtual/Singularity.git
cd Singularity
# Install + setup wizard
pip install -e .
singularity setup
# Run
singularity runThe setup wizard configures:
- ⚡ LLM provider (Copilot proxy, Ollama, or HuggingFace)
- 💾 COMB persistence (memory across restarts)
- 🛡️ Sentinel security daemon
- 📡 Discord bot connection
- ⚙️ systemd service (optional)
Requires: Python 3.11+, a Discord bot token, and an LLM provider.
┌──────────────────────────────────┐
│ INCOMING MESSAGE │
│ (Discord / HTTP API / PULSE) │
└──────────────┬───────────────────┘
│
▼
┌──────────────────────────────────┐
│ CORTEX LOOP │
│ │
│ 1. Recall memory (COMB + VDB) │
│ 2. Plan (LLM reasoning) │
│ 3. Execute tools (SINEW) │
│ 4. Reflect on results │
│ 5. Continue or respond │
│ │
│ Budget: N iterations per task │
│ BLINK: auto-extend if needed │
└──────────────┬───────────────────┘
│
┌───────────┼───────────┐
▼ ▼ ▼
┌──────────┐ ┌────────┐ ┌──────────┐
│ C-Suite │ │ Direct │ │ Stage │
│ Dispatch │ │ Action │ │ Memory │
└──────────┘ └────────┘ └──────────┘
The agent loop is the heartbeat. Every message, every scheduled task, every health check goes through CORTEX. It decides whether to act directly, delegate to an executive, or stage context for the next session.
╔═══════════════════════════════════════════════════════════════╗
║ THE BRUTALIST MANDATE ║
╠═══════════════════════════════════════════════════════════════╣
║ ║
║ Execute, don't narrate. │ Value is in outcomes. ║
║ Heal faster than you degrade│ Failure is movement. ║
║ Gate pattern always. │ No phase without deps. ║
║ Memory is not optional. │ Forgetting is the failure. ║
║ Minimal by default. │ Scale from signals. ║
║ Self-improvement is the point│ Hit a wall → build a system. ║
║ ║
╚═══════════════════════════════════════════════════════════════╝
Three inherited principles:
0 = 0 — Perfect equilibrium. The enterprise runs in balance.
Two-Point Theorem — Intelligence is two sequential observations → direction.
Breadcrumbs not sticks — Growth requires patience, not pressure.
Singularity improves its own codebase. Continuously.
┌─────────────────────────────────────────────────────────┐
│ NEXUS ENGINE │
├─────────────────────────────────────────────────────────┤
│ │
│ AUDIT ──► Scan codebase for anti-patterns │
│ (silent exceptions, bare excepts, │
│ missing loggers, dead code) │
│ │
│ EVOLVE ──► Validate fixes via AST parsing │
│ Auto-apply safe transformations │
│ Persist to disk + hot-swap live │
│ │
│ SWAP ──► Replace running functions at runtime │
│ Full rollback capability │
│ Zero-downtime upgrades │
│ │
│ ⛔ NEXUS cannot modify itself (hard boundary) │
│ │
└─────────────────────────────────────────────────────────┘
Singularity wakes up blank every session. Memory is engineered, not assumed.
| Layer | System | Persistence | Use Case |
|---|---|---|---|
| L1 | Context Window | Session | Current conversation |
| L2 | COMB | Permanent | Lossless session-to-session state |
| L3 | VDB | Permanent | Hybrid search across all enterprise knowledge |
| L4 | Sessions | Permanent | Full conversation history |
VDB is a native BM25 + TF-IDF hybrid search engine:
- Zero external dependencies — no cloud APIs, no GPU, no embeddings
- Sub-millisecond search latency
- Deterministic, explainable results
- Auto-indexes Discord, chat, identity files, COMB entries
┌────────────────────┐
│ SINGULARITY │
│ (Coordinator) │
└────────┬───────────┘
│
┌──────────────┼──────────────┐
│ │ │ │
┌────┴────┐ ┌────┴────┐ ┌────┴────┐ ┌────┴────┐
│ CTO │ │ COO │ │ CFO │ │ CISO │
│ Engin. │ │ Ops │ │ Finance │ │Security │
└─────────┘ └─────────┘ └─────────┘ └─────────┘
│ │ │ │
Code review Process Budget Vuln scan
Deploys Compliance Pricing Risk audit
Infra Workflows Revenue Pen testing
Architecture HR Forecasting GRC
Dispatch with csuite_dispatch. Route to auto (keyword-match), all (fan-out), or a specific role. Each executive gets scoped tools and domain context. They execute independently and report back.
| Document | Description |
|---|---|
| Overview | High-level system overview |
| Architecture | System design and subsystem boundaries |
| Getting Started | Installation and first run |
| Configuration | Environment variables and YAML config |
| API Reference | HTTP API endpoints and payloads |
| Tools Reference | All 28 native tools |
| C-Suite | Executive delegation framework |
| POA | Product Owner Agents |
| NEXUS | Self-optimization engine |
| Memory & COMB | Persistence and memory systems |
| VDB | Native hybrid search engine |
| Security | Sentinel, ExfilGuard, safety boundaries |
| Deployment | Production setup and hardening |
| Infrastructure | Servers, services, networking |
| Contributing | Development workflow and standards |
| Changelog | Version history |
singularity/
├── cortex/ # 🧠 Agent brain — engine, planner, BLINK
├── voice/ # 🗣️ LLM providers — Copilot, Ollama, HuggingFace
├── nerve/ # 📡 Discord adapter, HTTP API
├── memory/ # 💾 COMB, VDB, session management
├── csuite/ # 👔 Executive agents — CTO, COO, CFO, CISO
├── nexus/ # 🧬 Self-optimization — AST, hot-swap, evolution
├── pulse/ # ⏱️ Scheduler — cron, intervals, budgets
├── immune/ # 🛡️ Self-healing watchdog
├── sinew/ # 🦴 Tool definitions and execution
├── atlas/ # 🗺️ Topology discovery and tracking
├── auditor/ # 📋 Release management, ops auditing
├── config/ # ⚙️ Configuration loading
├── cli/ # ⌨️ Setup wizard, diagnostics
└── poa/ # 📡 Product Owner Agents, release pipeline
Plug (Python, 5,974 lines) Mach6 (TypeScript)
────────────────────────── ──────────────────
"Taught what breaks" "Taught what works"
│ │
└──────────────┬───────────────────┘
│
┌────────┴────────┐
│ SINGULARITY │
│ [AE] v0.7.0 │
│ │
│ 84 files │
│ 32,206 lines │
│ 13 subsystems │
│ 28 tools │
└─────────────────┘
