The operating manual
for the AI era.
AIL is a private learning environment for operators, founders, and executives who refuse to be passengers in the AI revolution. Foundations to frontier — with a sharp focus on agentic systems and the automation stack reshaping how real work gets done.
Four tracks. One curriculum.
No theater.
Every track ships with hands-on labs, lessons that respect your time, and a Claude-powered tutor that knows your progress.
Foundations
Transformers, scaling laws, RLHF, context engineering. The mental model behind everything else.
Agentic
The agent loop, tool use, planning, memory, orchestration. From single-turn chat to production-grade autonomous systems.
Tooling
MCP, Claude Code, Hermes, Paperclip, Codex, LangGraph, Langfuse — the modern AI stack.
Leadership
Enterprise automation playbooks. Agentic strategy. ROI without the BS. Hiring, governance, what to greenlight vs. what to kill.
A live, working machine —
not a video library.
Curated resource library
The 200-or-so links worth reading, sorted by track. No SEO sludge. No outdated 2023 tutorials.
Auto-refreshed news feed
Firecrawl-powered scrapers pull the Anthropic / OpenAI / Hermes / Paperclip blogs daily. Surface what shipped this week.
Claude-powered tutor
Ask anything. The tutor sees the curriculum, your progress, and the live news feed. Streams answers in real time.
Progress tracking
Mark lessons complete. Build a streak. See exactly where you are in each track.
Cross-tool playbooks
When Hermes ships a feature that overlaps with Claude Code, you get a head-to-head, not vendor cheerleading.
Private by default
Invite-only allowlist. Your chats and progress stay in your DO Postgres — not on someone else's training set.
You don't need to ship models.
You need to lead.
AIL is for operators making bets — on tools, on teams, on what to build next. If you've ever sat through an `AI strategy` meeting wishing someone in the room actually understood how an agent loop works, this is for you.
- Founders / CEOs deciding what to ship
- Engineering leaders evaluating tools weekly
- Operators rolling out AI to non-technical teams
- Investors triaging the deal flow tsunami
- Anyone who's tired of guessing in this market
The AI era is not waiting.
Neither should you.
Sign in if you're on the allowlist. If you're not, get someone to invite you — this is a private cohort and we keep it that way on purpose.