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@NathanMaine

NathanMaine-Labs

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

Nathan Maine

Senior Technical Program Manager | Security Compliance & AI Governance | Enterprise Delivery

LinkedIn HuggingFace Website Podcast

I build governance structures and accountability models that make compliance scale across federated engineering teams without creating drag. 13+ years leading security, compliance, and enterprise platform programs across multiple independent organizations. $20M+ portfolios, 700K-user identity systems, consecutive 5/5 CSAT across different client organizations.

Now building AI-enabled compliance tooling to automate what most teams still do manually: evidence collection, control mapping, and audit preparation.


🔒 Security Compliance & AI Governance

Tools for scaling compliance across federated product teams, automating audit evidence, and testing AI systems for regulatory risk.

Project What It Solves Link
garak Compliance Probes LLMs in regulated industries fabricate citations, leak PII, and bypass controls. 4 probes, 6 detectors, 80 adversarial prompts submitted to NVIDIA's garak framework (PR #1619, 20 files, 1,599 lines). → Repo
Governance Graph Compiler Compliance teams spend weeks manually mapping controls to audit evidence. This compiles policy-as-code into DAGs for deterministic, auditable evaluation. SOC2/SOX/ISO control traceability automated. → Repo
Compliance Validation Agent Governance-first agent that validates workflows against compliance rules, generates pass/fail audit trails, and logs structured evidence. → Repo
Governed LLM Gateway Compliance-first AI gateway with policy enforcement, SHA-256 tamper-evident audit trails, rate limiting, and cost telemetry. 103 tests. → Repo

🏗️ CMMC Compliance AI Models

Four fine-tuned LLMs (7B–72B) trained on 18,000+ regulatory examples (ISO, NIST, SOC, HIPAA, DFARS). Air-gapped deployment via Ollama. 708 tests across three tiers including 140 blind holdout scenarios. 27 CMMC controls across 5 families (AC, AU, IA, SC, SI).

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. Published on Hugging Face.
garak-compliance-probes 4 probes + 6 detectors for NVIDIA's garak vulnerability scanner — PR #1619
governed-llm-gateway Policy-as-code LLM gateway with SHA-256 tamper-evident audit trails
governance-graph-compiler Converts governance policy Markdown into enforceable directed acyclic graphs

⛳ Active: OpenAI Parameter Golf Competition

Training the best LLM in 16MB on 8×H100s. Three progressive submissions in 4 days, 40+ experiments, ~$150 total compute:

Submission val_bpb Techniques
PR #273 1.1575 Int6 QAT + SmearGate + SWA
PR #385 1.1488 + WD tuning + SWA optimization (3-seed verified)
PR #406 1.1287 + XSA4 + EMA + Self-Distillation TTT (3-seed verified)

Active competition: Mar 18 – Apr 30, 2026.


🤖 Agentic AI Systems

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

Repository What It Does
agentic-evaluation-sandbox Doer/Judge holdout scenario evaluation harness
blind-scenario-testing Blind behavioral testing of live API systems — 151 tests
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 Multi-agent workflows as directed graphs
mcp-conversational-data-agent MCP server exposing database/CRM/ticket tools to LLMs
semantic-test-coverage-agent AST-based source/test scanner that finds untested code paths

📦 Run the whole suite: agentic-ai-portfolio


🧠 Expert Knowledge Systems

AI-queryable knowledge bases from expert content. Production system running 130,000+ searchable chunks across 36+ domain experts with GPU-accelerated ingestion and cross-encoder reranking.

Repository What It Does
rah-qdrant-integration Qdrant vector search integration — Docker, CLI tools, cross-platform

🎙️ Real-Time AI & Meeting Intelligence

Repository What It Does
Project-Aurora-Echo AI meeting copilot — real-time transcription, speaker diarization, structured summaries. v2.0: GPU acceleration
realtime-ai-assistant Four iterations: vanillav2FastAPIStreamlit
memoriant-ops-bot Multi-provider AI agent remote control via Telegram & Matrix (Claude Code + Codex CLI + Gemini CLI)

🎯 AI Model Serving

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

☁️ 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
Github-Avatar-Rotator Automated GitHub avatar rotation via API

📊 Enterprise Delivery Background

Domain Proof Points
Security & Identity 700K users, 200 application SSO, Okta/SAML/OIDC across federated business divisions
Compliance Governance SOC2/SOX-aligned evidence capture, audit preparation, accountability models across independent orgs
Data Platforms 89M records, 28+ independent source-system owners, 95.48% match rates, 99% identity unification
Program Scale $20M+ portfolios across multiple client organizations, multi-cloud (Sales/Service/Data/Marketing Cloud)
Customer Outcomes Consecutive 5/5 CSAT across different organizations, Excellent on Risk Management and Communication
Process Optimization Cycle times cut from 6 weeks → 2 weeks (67% reduction)

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 · 🤗 HuggingFace · 📍 Houston, TX

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…

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  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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