The Three Mistakes Every Team Makes When Building AI Agents
After deploying AI systems across multiple client verticals, patterns emerge. These are the three structural mistakes that kill agent projects before they ship.
Read the note →TLC AI Lab — Live System
Digital Brains.
Real Execution.
This isn't a demo environment. This is a living AI system — 8 nodes, 179 routes, 27 DNS zones — running in production for 2 years. Everything we sell is something it already does.
8Live Nodes
179API Routes
27DNS Zones
350+Skill Files
The Proof
This Is Not a Product Demo
This is a living intelligence system — 8 machines, self-hosted everything, active immune defenses — built and operated by a small team of humans, AI agents, and subject-matter experts. Running in production for 2 years and getting smarter every day.
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Live Nodes
Duo · HB · MPS · AW · VPS · M1 MLT
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API Routes
v4 backend, uvicorn, production
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DNS Zones
Self-hosted BIND9, no Cloudflare
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Mail Domains
Postfix + Dovecot + DKIM, self-hosted
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Live Sites
Caddy + hardened Docker containers
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Skill Files
Growing daily — JARVIS learns
Self-Sovereign Infrastructure
- DNS: BIND9 authoritative for 27 zones — no Cloudflare, no Route53
- Mail: Postfix + Dovecot + OpenDKIM, 26 domains, 80 accounts
- Auth: GLIF — custom-built identity system (replaced Authentik)
- Secrets: Vault → Fernet AES-128-CBC + HMAC-SHA256, injected at boot
AI Mesh Network
- 8 nodes across Tailscale VPN mesh — GPU, brain, prod, edge, honeypot, GPU-2, laptop, Duo
- Ollama (qwen3:30b MoE), ComfyUI (FLUX), Whisper STT, ChromaDB RAG
- Tesla P40 24GB + RTX 3080 12GB + M1 MLT 64GB VRAM — triple GPU
- 179-route v4 backend with per-profile MCP servers (8 distinct profiles)
Active Immune System
- Cortex + Sentinel + Watchdog + NetGuard + ThreatFeed (all systemd)
- ACTIVE_CONTAINMENT policy — detect, classify, contain, recover
- Honeypot defense-in-depth: SSH (Cowrie) + web traps on live VPS
- Container hardening: read_only, no-new-privileges, cap_drop ALL
Agent Identity & Governance
- AIR (Agent Identity Registry) — AIBOM: no unregistered agents
- Scoped tools: agents can only do what they're authorized to do
- Aegis L0–L3+L⊥: 100 green tests, Ed25519 crypto, SPIFFE-compatible
- Ghostbusters: gate-bypass anomaly detection + containment
We don't tell you how to secure AI. We show you ours.
The Problem
AI Is Moving Faster Than Its Guardrails
The industry is in a capability arms race. Nobody's winning the safety race — because almost nobody's running it.
Unsupervised Agents
AI agents browse, execute, and modify systems autonomously. They probe infrastructure, scrape code, and make decisions — and nobody asks who gave them permission.
Security as Afterthought
The industry ships capabilities first and patches vulnerabilities later. Every week brings a new jailbreak, a new data leak, a new agent gone rogue. Safety can't be a hotfix.
Intelligence Without Conscience
LLMs inherit human fallibility — error, bias, contradiction baked in — yet are held to superhuman standards with no ethical steering layer. Power without conscience compounds harm.
Our Approach
Seven Layers. Zero Shortcuts.
Security is the architecture, not the patch. Every system we deploy runs through the full stack — from governance standard to container hardening. No exceptions.
Governance StandardVisit site →
Oethos — Organizational Ethics for A.I.
Machine-readable rules that both humans and AI understand simultaneously. Not a policy PDF — a living standard your systems enforce at runtime. Readiness assessment included.
Agent Identity
AIR — Agent Identity Registry
AIBOM (AI Bill of Materials). No unregistered agents. Scoped tools mean agents can only do what they're explicitly authorized to do. Deterministic scanning. SPIFFE-compatible workload identity.
Perimeter DefenseView product →
Aegis — Semantic Firewall
Weaponizes the attacker's own alignment training against them. L0–L3 + L⊥ fallback. 100 tests green. Ed25519 cryptographic integrity. If an unauthorized agent scans your infrastructure, Aegis makes it stop itself.
Supply Chain
MatrixDL — Authorized Skill Downloads
Agents don't get to install whatever they want. MatrixDL gates every skill, plugin, and model download through an attestation layer. If it's not in the registry, it doesn't run.
Anomaly Detection
Ghostbusters — Gate-Bypass Detection
Catches what the gates miss. Behavioral anomaly detection that flags agents attempting to circumvent authorization layers. Containment triggers automatically.
Active Defense
Honeypot Immune System — scannersend.org
A live internet-facing VPS running as a honeypot. Cortex coordinator + Sentinel + Watchdog + NetGuard sensors feed real attack data to the immune system. Alerts via Telegram. Every probe teaches the system.
Infrastructure
Vault + Container Hardening
Secrets never touch source code — Fernet AES-128-CBC + HMAC-SHA256, injected at boot. Containers run read-only, no-new-privileges, cap_drop ALL. Guardian whitelist for every service.
Productized Intelligence
Every product we sell is something our AI already does
JARVIS has been running for 2 years. These are its capabilities, packaged for your organization.
THE STANDARD
Oethos
Organizational Ethics for A.I.
The governance standard. Machine-readable rules that both humans and AI understand simultaneously. Readiness assessment included.
Explore →DEPLOYED
Aegis
Semantic Firewall
5-layer defense. Weaponizes the attacker’s own alignment training against them. 100 tests passing. Ed25519 crypto.
Explore →SHADOW MODE
Paraklētos
Ethics at Runtime
Not a policy doc — a conscience. Embedded in the AI stack, reviews decisions for ethical alignment before they execute.
Explore →PRODUCTION
Genesis
Intelligent Intake
AI-powered client intake that learns. Evolved from HarmHelper’s real-world conflict resolution. Running real cases.
NOVEL
AIR
Agent Identity Registry
AIBOM (AI Bill of Materials). No unregistered agents. Deterministic scanning. SPIFFE-compatible workload identity.
REBUILDING
SmartPC
Endpoint Intelligence
AI-powered endpoint management. Your machines, optimized and protected by the same systems that run our lab.
Engage
Three Ways to Work With Us
Whether you need a strategic partner, a product, or a personal AI — we have a door for you.
ENTERPRISE
Hire the Lab
Fractional CTO & Consulting
Embedded AI leadership for organizations serious about AI. We train your team, build your infrastructure, and transfer ownership. 25+ years experience. From fractional CTO to full Mythos-tier system builds.
SAAS
Use Our Tools
Oethos • Aegis • AIR
Production-ready governance, security, and identity tools. Built in our lab, tested on our infrastructure, deployed to yours. From $29/mo.
FROM $29/MO
Personal AI Agent
Your AI, Your Way — from $29/mo
A personal AI agent customized to you. Tell it what you need — writing, research, scheduling, code — and it adapts. Runs on our infrastructure, secured by our stack. No setup required.
The Architects
Built by People Who Ship
Small team. Massive surface area. We don't pitch intelligence — we build it, deploy it, and iterate it in production.
Ravix DeWolf
Founder / Security Architect
25+ years building secure systems for 50+ organizations. Fractional CTO turned AI safety architect. Designed the security layers that protect every system TLC deploys — because harm reduction is not a feature, it is the foundation.
Melissa
AI Ethics & Operations
Bridges the human behavioral layer with technical execution. Ensures intelligence systems don't just compute — they understand context, consent, and consequence.
Milo
Infrastructure & Security Ops
Builds and hardens the infrastructure. APIs, orchestration pipelines, deployment automation — all running through the security stack from day one.
Human-in-the-Loop Training Network
Supported by a growing network of domain professionals — lawyers, marketers, educators, operators — who actively train the intelligence systems with real-world feedback. The brain learns from humans who know.
AI Safety Training
Intelligence Is a Skill You Can Learn
We don't just build systems — we teach teams how to think in systems. Classes, seminars, talks, podcasts. Real knowledge transfer.
What We Offer
Multi-week ClassesDeep dives: secure AI architecture, agent safety, ethical system design.
Seminars90-minute focused sessions on AI ethics, harm reduction, and defensive design.
Lunch & LearnsAI security briefings for your team. Risk assessment and safe deployment.
Podcast AppearancesBook Rav or Melissa on your show. We bring the receipts.
Upcoming Sessions
No upcoming sessions — check back soon.
Field Notes
Sharp Takes From the Lab Floor
No fluff. No AI hype. Just notes from people actually building the systems — and learning what breaks.
We Turned Our Blog Into an API for Other People's AIs
Most blogs are a wall you read. We made ours a two-way surface — a place a teammate's AI agent can post into, safely, without ever touching the site. The trick wasn't the writing tool. It was treating identity as a key and the blog as a programmable surface.
Read the note →The Night the Dungeon Showed Up on the Wall
We play Dungeons & Dragons at the table like everyone else — someone describes a scene, everyone imagines it. One night we wired the AI to listen to the table, paint what was being described, and fade it onto a screen as the story moved. Then we gave the characters voices. It stopped being a demo and became the game.
Read the note →