Autonomous Agent Engineering

AI Engineering, Production Stack & Tools

The tools and methods I actually build with — agent orchestration, verifiable contracts, spatial 3D interfaces and sub-second voice pipelines. It is written down so that, if you want to, you can see exactly what your project would be built on.

Swarms & Worktrees

Agent Systems & Orchestration

Multi-agent coding swarms over isolated git worktrees, intelligent role-to-model routing, and unified tool exposure via Model Context Protocol.

Production verified with keep/reject automated test gatesInspect
Anti-Regression Gates

Evaluation & Benchmark Design

Anti-hallucination evaluation protocols, Pareto frontier ranking across trade-offs, and fail-closed validity gating on every autonomous run.

100% Type-safe coverage & Playwright WebGL assertionsInspect
Sub-Second Telephony

Real-Time Low-Latency Voice AI

Bi-directional WebSocket streaming connecting telecom audio to Deepgram STT, streaming LLM inference, and Cartesia TTS with conversational barge-in.

Sub-800ms time-to-first-byte on live phone callsInspect
llms.txt & AI Search

Answer Engine Optimization (AEO)

Technical AEO workflow treating AI-crawler policies, llms.txt exports, and structured JSON-LD graphs as one unified, citable system.

Machine-readable live exports at mrmp.pro/llms.txtInspect

The AI Stack in Production

The exact engineering tiers, runtimes, and protocols deployed across our client systems and videos:

01Agent OrchestrationCursor, Windsurf, Claude Code, Antigravity, Git Worktrees
02Multi-Model RoutingClaude 3.7 Sonnet (Reasoning), GPT-4o Mini (Triage), Gemini 2.0 Flash
03Agent Interfaces & MCPModel Context Protocol (JSON-RPC 2.0), Streamable HTTP, SSE
04Real-Time Voice AIDeepgram Nova-2, Cartesia, ElevenLabs, Twilio WebSockets
05Spatial 3D & WebGLThree.js, React Three Fiber (R3F), GLSL Shaders, maath spring physics
06Production FrontendNext.js 15 App Router, React Server Components, Server Actions, Zod
07Canvas 2D EnginesPure Canvas 2D, Web Audio Synthesizer, Retina DPR, Particle Emitters
08Evals & Test HarnessPlaywright E2E, Vitest, keep/reject test validation gates
09Context & MemoryContext Caching, GraphRAG, Vector embeddings, structured prompt schemas
010AEO & Machine Surfacesllms.txt, llms-full.txt, ai-index.json, semantic JSON-LD graph

Flagship Open Source & Tooling

Public frameworks, skills, and tools backing our technical claims.

See the whole toolkit
OSS / SKILLSGitHub

Gravity Skills

Evidence-first, cost-aware engineering skills for Antigravity and compatible AI coding assistants — an open-source plugin for agentic workflows that stay practical, verifiable and proportionate to the task.

OSS / PATCHGitHub

Antigravity Add Model

Proxy patch for Google Antigravity that intercepts its internal Cloud Code API and adds support for OpenAI, Claude, Ollama, Gemini and any custom LLM provider.

API / MCPGitHub

MRMP Agent MCP Server

Standard Model Context Protocol server allowing Claude and Cursor to autonomously query skills and code.

SKILL-04GitHub

Canvas Retro Arcade Engine

Zero-dependency pure Canvas 2D arcade game engine with procedural vector hero sprites and Web Audio FX.

Fixed-Scope Engineering Sprints

Need a high-performance AI system, 3D interface, or voice pipeline?

Hands-on 2 to 4 week execution sprints with verified deliverables. Architecture to production deployment.

Submit Project Dossier