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@NathanMaine

NathanMaine-Labs

Senior TPM who builds. 13+ years enterprise delivery. Agentic AI, compliance automation, conversational AI. 48+ repos.
README.md

Nathan Maine

Senior Technical Program Manager | AI Systems Builder | NVIDIA Inception Member

LinkedIn HuggingFace Website Memoriant Podcast

I build AI systems I've spent a career learning to manage — compliance LLMs, expert knowledge platforms, governed inference gateways (patent pending), and behavioral AI voice synthesis. 12 years enterprise delivery across identity platforms (700K users), data unification (89M records, 95.48% match rates), and $20M+ multi-cloud programs. NVIDIA Inception member running production AI on DGX Spark.

🔥 Active Projects & Challenges

MOPS — Multi-provider AI agent remote control via Telegram & Matrix. Claude Code + Codex CLI + Gemini CLI from your phone. Open-source alternative to Claude Dispatch — released 5 days before Anthropic shipped theirs. Free, MIT licensed.
⛳ Parameter Golf — OpenAI Model Craft Challenge. Train the best LLM in 16MB on 8×H100s. Three progressive submissions in 4 days, 40+ experiments, ~$150 total compute:

Submissionval_bpbTechniques
PR #2731.1575Int6 QAT + SmearGate + SWA
PR #3851.1488+ WD tuning + SWA optimization (3-seed verified)
PR #4061.1287+ XSA4 + EMA + Self-Distillation TTT (3-seed verified)
The leaderboard is highly competitive and evolving rapidly — scores improve daily as the community discovers and stacks new techniques. Currently exploring custom Triton GPU kernels and Flash Attention 3 builds for further optimization. Active competition: Mar 18 – Apr 30, 2026.

🏗️ Flagship: CMMC Compliance AI Platform

The only CMMC-specific fine-tuned LLM suite in the open-source ecosystem. Four models (7B–72B) trained for $77 total compute, deployed fully air-gapped via Ollama. 708 tests across three tiers — including 140 blind holdout scenarios. 27 CMMC controls across 5 families (AC, AU, IA, SC, SI) plus 3 DFARS clauses.

Model Size HuggingFace
cmmc-expert-7b 5.1 GB Nathan-Maine/cmmc-expert-7b
cmmc-expert-14b ~10 GB Nathan-Maine/cmmc-expert-14b
cmmc-expert-32b 18.5 GB Nathan-Maine/cmmc-expert-32b
cmmc-expert-72b 44.2 GB Nathan-Maine/cmmc-expert-72b
Repository What It Does
cmmc-compliance-ai-model 4 fine-tuned LLMs for CMMC 2.0, NIST 800-171, HIPAA — air-gapped, zero-cloud deployment
governed-llm-gateway Policy-as-code LLM gateway with SHA-256 tamper-evident audit trails — 103 tests
garak-compliance-probes 4 probes + 6 detectors for NVIDIA's garak vulnerability scanner — PR #1619
governance-graph-compiler Converts governance policy Markdown into enforceable directed acyclic graphs

🧠 Expert Knowledge Systems

Building AI-queryable knowledge bases from expert content — video, audio, blogs, documentation. Production system running 130,000+ searchable chunks across 36+ domain experts with GPU-accelerated ingestion and cross-encoder reranking. Accessible from any AI tool via MCP.

Repository What It Does
rah-qdrant-integration Qdrant vector search integration for knowledge graphs — Docker, CLI tools, cross-platform (macOS/Linux/Windows)

🤖 Agentic AI Systems

Purpose-built components for agent memory, recovery, planning, and coordination. Deterministic and auditable.

Repository What It Does
agentic-ai-portfolio Umbrella repo: orchestration + documentation for the agent suite
agentic-memory-graph-engine Graph-based memory with explain() reasoning traces
self-healing-agentic-workflows Retry logic, fallback chains, circuit breakers for agent tasks
temporal-executive-agent Dependency-ordered planning and execution with state tracking
multi-agent-fairness-governor Weighted round-robin allocation with skew-ratio detection
agentic-workflow-simplifier Lightweight Python library for defining multi-agent workflows as directed graphs
mcp-conversational-data-agent MCP server exposing database/CRM/ticket tools to LLMs
agentic-evaluation-sandbox Doer/Judge holdout scenario evaluation harness
blind-scenario-testing Framework for blind behavioral testing of live API systems — 151 tests
semantic-test-coverage-agent AST-based source/test scanner that finds untested code paths

🎙️ Real-Time AI & Meeting Intelligence

Repository What It Does
Project-Aurora-Echo AI meeting copilot — real-time transcription, speaker diarization, structured summaries. v2.0: NVIDIA GPU acceleration
realtime-ai-assistant Four iterations: vanilla → v2 → FastAPI → Streamlit

🎯 AI Model Serving

Repository What It Does
el-barto-serve OpenAI-compatible server for ByteDance's mask-diffusion code LLM. Auto-patches Flash Attention for Blackwell GPUs. Landing page

☁️ Salesforce / Agentforce

Repository What It Does
Agentforce-Data-Aware-Agent Schema-aware AI agent with FLS/sharing enforcement
Agentforce-Dynamic-Action Natural language → generated Apex actions
Agentforce-Dynamic-Action-Invocable Flow/Einstein Copilot/REST wrapper for dynamic actions
Developer Experience & Operations (8 projects)
Repository What It Does
architectural-design-review-agent LLM-powered architecture review from YAML briefs
living-docforce-agent Documentation drift detection — code vs docs comparison
meeting-memory-companion Structured extraction from meeting notes
devex-metrics-dashboard DORA-aligned developer experience health indicators
devex-env-bootstrap-agent Auto-generates dev environment setup scripts
ai-ops-kpi-pipeline ETL pipeline for AI operations metrics
ai-deployment-experience-bot Slack bot for deploy/rollback/status via chat
agent-zero-dashboard Real-time monitoring dashboard for Agent Zero
Classical AI & Side Projects (7 projects)
Repository What It Does
LISP-Backward-Chaining-Core-Engine Common Lisp expert system with backward chaining and certainty scores
lisp-car-expert-system Rule-based car troubleshooting with forward chaining inference
Chess-Analyzer-v2 React + TypeScript chess analysis with Chess.com import
chess-analyzer Desktop Python chess analyzer with Stockfish + AI commentary
Thermomix-Recipe-Genius AI recipe generator for Thermomix TM6 (Gemini + Grok)
bongo_cat_monitor_remix ESP32 animated desk buddy — CPU/RAM/WPM monitor with meme triggers
Github-Avatar-Rotator Automated GitHub avatar rotation via API

Plus private repositories covering compliance training data pipelines, podcast production platform, and infrastructure automation.

MIT AI/ML Certificate · Salesforce: Data Cloud Consultant · Administrator · AI Associate · Scrum: CSM · NVIDIA Inception Member

nmaine@gmail.com · LinkedIn · nathanmaine.com · memoriant.ai · HuggingFace

Popular repositories Loading

  1. realtime-ai-assistant realtime-ai-assistant Public template

    AI meeting assistant with live transcription and summaries using xAI Grok API.

    Python 1

  2. realtime-ai-assistant004-stream-lit realtime-ai-assistant004-stream-lit Public

    Streamlit variant of the real-time AI meeting assistant with live audio transcription and summarization via xAI Grok.

    Python 1

  3. bongo_cat_monitor_remix bongo_cat_monitor_remix Public

    ESP32 animated desk buddy remix with meme triggers, Imgflip integration, typing tutor mode, and hardware temperature monitoring.

    C 1

  4. Agentforce-Data-Aware-Agent Agentforce-Data-Aware-Agent Public

    Agentforce data-aware AI agent template (SFDX). Auto-discovers org schema (objects, fields, relationships), enforces FLS/sharing, and runs safe actions (SOQL/Flow/Apex). Includes Lead Qualification…

    Apex 1

  5. cmmc-compliance-ai-model cmmc-compliance-ai-model Public

    Suite of 4 fine-tuned LLMs (7B/14B/32B/72B) for CMMC 2.0, NIST 800-171, NIST 800-53, HIPAA, and DFARS compliance. Air-gappable, runs on Ollama with zero cloud dependency.

    Python 1 1

  6. rah-qdrant-integration rah-qdrant-integration Public

    Community add-on for RA-H OS that replaces sqlite-vec with Qdrant for vector search. Solves ARM64 and NFS compatibility issues. Includes Docker Compose setup, ingest/search CLI, and install guides …

    Python 1

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