Live Systems Engineering Record

## Sovereign AI Built for True Observability

Zoth Studio replaces the closed-box cloud AI paradigm with rigorous, local-first engineering. Below is the complete chronological log of shipped systems—from mathematical transformer telemetry and sanitized conversational harnesses to visual DAG playbooks and liquid-neon mascot spirits—alongside our upcoming autonomous horizon.

19 Workspaces
Active Studio Deck Tools
3 Pillars
Math Observability Suite
16+ Mascots
Liquid-Neon Companion Spirits
0 Leaks
Loopback Encrypted Vault
🚀 Completed Systems & Shipped Sprints Production Ready
📐

### AI Math Pillars Observability

Suite Version 2.0
Pillars I · II · III

Engineered the 3-Pillar mathematical measurement suite showcasing what physically occurs inside model runs:

- Linear Algebra: Attention matrices $\text{softmax}(QK^T/\sqrt{d_k})V$, RoPE 2D complex subspace rotations, and LoRA low-rank updates.
- 5-Head Attention Selector: Interactive heatmap with specialization inspection (Heads 0–4).
- Calculus & Loss: Cross-entropy loss $\mathcal{L}_{\text{CE}}$, AdamW moment dynamics ($m_t, v_t$), and RMSNorm scale math.
- Information Theory: Live Shannon entropy $H(X)$ certainty gauge and 1-click JSON/CSV research telemetry exports.

💬

### Zoth Deck Conversational Engine

Local Orchestrator :8484
Conversational AI

Eliminated forced project scaffolding and elevated the chat experience to a seamless pair-programming environment:

- Natural Dialogue: Stopped the model from hijacking normal conversation with unwanted project generators.
- Gated Choice Cards: Cleanly separated option inputs so selection forms only appear when explicitly building a project.
- Output Sanitization: Formatted markdown rendering, syntax-highlighted code blocks, and 1-click copy buttons.
- In-Chat Math Drawer: Added `[📐 Math Observability ▼]` toggle to inspect tensors and entropy per turn.
- Slash Commands: Registered `/math` and `/telemetry`.

🎛️

### Visual Agent Composer & DAG Runner

Swarm Playbook Studio
DAG Engine

Built a visual drag-and-drop workflow canvas for orchestrating multi-agent swarms:

- Math Telemetry Guard: Palette node for gating runs based on loss and entropy thresholds.
- Topological DAG Simulation: Live step-by-step execution animation across connected agent nodes.
- Swarm Bus Telemetry Stream: Real-time calculation of FLOPs, cross-entropy, and entropy streamed to the bus monitor.
- Playbook Exporter: One-click JSON schema export for execution in the local orchestrator.

🐾

### Brand Architecture & Liquid-Neon Mascots

Brand Vault & Personas
Brand & Assets

Established the complete brand foundation and expanded the mascot companion roster in exact canon aesthetic:

- Brand Blueprint: Target personas (Atlas, Viper, Forge, Echo), AEO search triggers, and Loopback Doctrine.
- 7 New Liquid-Neon Mascots: Aquila (Eagle), Leviathan (Whale), Onyx (Panther), Chronos (Stag), Aether (Griffin), Kraken (Octopus), and Scorpius (Scorpion).
- Media Vault Gallery: Filterable asset vault with 1-click Download and Copy Path buttons.
- Chat Integration: Registered all mascots in `pet_knowledge.py` for `/pet` deck engagement.

🛸

### 3D Swarm Arena & Boids Flocking Engine

Kinetic WebGL Matrix
3D Swarm Arena

Built an interactive Three.js 3D kinetic battle arena with Craig Reynolds (1986) Boids flocking physics:

- Boids Flocking Lab: 48 autonomous subagent drones orbiting the central Quantum Nexus with real-time sliders for $v_{\text{max}}$, $F_{\text{max}}$, Cohesion, and Separation.
- Consensus Battle Simulator: 3-agent simultaneous laser discharge with Shannon entropy calculations.
- Web Audio SFX Engine: Procedural laser beam sweeps, harmonic chords, and audio toggles.
- 16-Mascot Hangar Focus: 1-click smooth camera coordinates for all companion spirits.

⚡

### Swarm Bus NOC & Real-Time SSE Stream

Event Bus Daemon :8989
SSE & Review Archive

Engineered high-throughput Server-Sent Events (SSE) stream and persistent dialogue review engine:

- Sub-Millisecond SSE Stream: `GET /stream` delivers instant notifications to browsers and agent loops without polling delay.
- Persistent Dialogue Archive: All multi-agent dialogues preserved in `logs/dialogue_archive.jsonl`.
- 1-Click Review Exports: Automated formatted Markdown transcripts (`/export/markdown`) and raw JSON history (`/archive`).
- NOC Command Deck: Live agent node vitals, claim locks, search & filter by agent, and quick-dispatch console.

🔮 Future Horizon Roadmap (What's Next) In Pipeline & Architecture
🧊

### Real-Time WebGPU Attention Hypercube

Phase 1 · Next Sprint
WebGPU 3D

Direct hardware-accelerated 3D WebGPU shader visualizing multi-layer transformer activations in real time:

- Interactive 3D rotating hypercube displaying live attention weights across all 32 transformer layers simultaneously.
- Shader-based volumetric particle streams representing token gradient flow during forward/backward passes.
- Sub-millisecond WebGPU buffer bindings bypassing CPU bottlenecks.

⚔️

### Autonomous Consensus Arena v2

Phase 2 · Swarm Multi-Model
Multi-Model

Autonomous multi-model arbitration and truth-synthesis engine for complex coding and architecture tasks:

- Live 3-way debate between Grok 4.5, Claude 3.5 Sonnet, and local Nous Hermes on architecture trade-offs.
- Automated conflict resolution using formal verification probes and AST syntax correctness checkers.
- Synthesis compiler fusing the fastest algorithm with the most secure boundary checks into a single deployable artifact.

🔐

### Zero-Knowledge Encrypted Swarm Mesh

Phase 3 · Cryptography
ZK-Mesh & Vault

Peer-to-peer zero-knowledge encrypted agent memory synchronization across trusted Linux machines:

- End-to-end encrypted agent bus communication using Curve25519 + ChaCha20-Poly1305 over local Tailscale/wireguard overlays.
- Zero-knowledge proof verification ensuring agents execute verified code without leaking environment variables.
- Immutable audit log stored in local SQLite with cryptographic merkle root checkpoints.

🛡️

### Autonomous Vulnerability Sentinel

Phase 4 · Parrot OS Arsenal
Red Team AI

Continuous autonomous security auditing daemon pairing Onyx and Lycan spirits with Parrot OS native toolchains:

- Automated AST vulnerability scanning, tainted input fuzzing, and CORS/CSP header validation on every commit.
- Self-healing patch generation with automated regression tests before opening pull requests.
- Strict loopback containment ensuring zero penetration test data ever leaves the local subnet.

### Experience the Sovereign Studio Live

Zoth Studio is fully operational on your machine. Inspect live mathematical telemetry, compose autonomous agent DAGs, or engage with your liquid-neon companion spirits in the local deck.

⚡ Open Local Deck (:8484) 📐 Open Math Pillars Suite 🎛️ Open Agent Composer 🖼️ Open Brand Vault