📐
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.
