A method library, not a content library.
Each lesson teaches one diagnostic move, gives you the prompt language to use it, walks through a real annotated transcript, and ends with a 30-minute exercise on your own project. No theory. Built from the live work across QC, MHG, and Parley.
Foundations
Your first agent.md, your first skill, your first web page. End each lesson with a working artifact.
- F01
Your first CLAUDE.md
● liveThe instruction file your AI reads on every session. What goes in it, what doesn't.
10 min read · 20 min apply - F02
Your first agent.md (a 'soul file')
● liveDefine a specialist. Scope, triggers, authority, tools. One file, one role.
12 min read · 25 min apply - F03
Your first Claude Code skill
● liveWhat a skill is, when to write your own, the bootstrap pattern.
10 min read · 30 min apply - F04
The brief format that gets the design you wanted
● liveFive fields that turn fuzzy asks into concrete renders.
8 min read · 15 min apply - F05
Asking Claude to write a document
● liveVoice, structure, source-pinning. The difference between a brief and a fight.
10 min read · 20 min apply - F06
Asking Claude to make a report
● liveInputs → research → structured output. The reporting loop in plain language.
10 min read · 20 min apply - F07
Building your first simple web page with Claude
● liveProject scaffold, dev server, iterate-by-screenshot. End-to-end.
20 min read · 60 min apply - F08
The five phrases that change how Claude responds
● liveSpecific language, used at specific moments, that produces outsized improvement.
8 min read · ongoing apply - F09
Picking your model — Opus, Sonnet, Haiku
● liveThree models, three jobs. The decision rule that saves $300/month.
12 min read · 20 min apply - F10
Your first plan-mode session
● liveWhen to drop into Plan, how to read its output, when to exit.
12 min read · 30 min apply - F11
Reading agent output critically
● liveThe trust-but-verify reflex. Spot fabricated results before they ship.
12 min read · ongoing apply - F12
Slash commands you'll actually use
● liveThe 6 slash commands worth memorizing on day one.
10 min read · 15 min apply - F13
Background agents — when, why, never
● liveLong jobs offloaded right; the failure modes nobody warns about.
12 min read · 30 min apply - F14
Reading a diff before you accept it
● liveThe 4-pass diff review that catches what tests miss.
12 min read · ongoing apply - F15
Your first MCP server
● liveThe 20-minute setup, the gotchas, when MCP beats writing a tool.
15 min read · 20 min apply - F16
Your first custom agent file
● liveBuild CIPHER (legal/IP) from scratch in one sitting.
15 min read · 45 min apply - F17
Tool permissions and you
● liveAllow vs ask vs deny — the model that prevents 90% of "wait I didn't mean that" moments.
12 min read · 20 min apply
Operating
The disciplines: contracts, postmortems, hooks, memory. The 13-folder vault. Routing six agents across multiple ventures.
- O01
When your agent says "done" — turning claims into evidence
● liveThe diagnostic that catches every kind of "finished but not really." One prompt, three patterns, one habit.
15 min read · 30 min apply↳ bundle: sprint-contract-system↳ prereq: Foundations 01-04 - O02
Postmortem discipline — when something breaks anyway
● liveThe substitution test for structural causes. Action items that ship. The close-out protocol.
15 min read · 45 min apply↳ bundle: postmortem-discipline↳ prereq: Operating 01 - O03
Memory architecture — what to remember, what to throw away
● liveMEMORY.md as an index. Four memory types. The single rule that prevents bloat.
12 min read · 20 min apply↳ prereq: Operating 01 - O04
Hooks — mechanical enforcement vs. promised future discipline
● liveSessionStart, PreToolUse, PostToolUse. Why hooks beat "agents must remember to."
18 min read · 60 min apply↳ prereq: Operating 01 - O05
Mid-sprint scope changes — the amendment protocol
● liveHow to add work to a contract without losing rigor. When a re-sign is required.
10 min read · 15 min apply↳ prereq: Operating 01 - O06
Cross-agent handoffs — when one agent's done is another agent's begin
● liveCommunication protocols, delegation templates, authority boundaries.
14 min read · 30 min apply↳ prereq: Operating 02 - O07
Vault as operating system — the 13-folder convention
● liveNumbered folders. Single source of truth per concern. Why a markdown vault beats a SaaS stack.
20 min read · 60 min apply↳ bundle: vault-structure - O08
Wiki synthesis — turning chat history into queryable knowledge
● liveKarpathy-style ingest. Page format, index pattern, lint cadence.
15 min read · 45 min apply↳ prereq: Operating 07 - O09
Decision logs — ADRs that ship
● liveFrontmatter, options table, revisit conditions. Future-you reads this.
10 min read · 20 min apply - O10
The routing model — one chief of staff, N specialists
● liveWhy six is right and fourteen is too many. Authority levels, trigger words, escalation.
14 min read · 30 min apply - O11
Sprint contracts in practice
● liveThe contract format with three real examples — QC firmware, Parley research, MHG site search.
20 min read · 45 min apply - O12
Branch hygiene with agents
● liveWhen worktrees beat single-branch. The merge etiquette nobody taught you.
18 min read · 40 min apply - O13
Cost ceilings + the Sunday-night ritual
● liveThe spend dashboard, the kill-switch, the weekly review that prevents bill shock.
16 min read · 30 min apply - O14
When to delegate vs do-it-yourself
● liveThe 4-question test before you spawn a subagent.
15 min read · 30 min apply - O15
Test-first with agents
● liveTDD with an LLM that wants to skip it. The 3 enforcement patterns that work.
18 min read · 45 min apply - O16
Plan-mode discipline
● livePlan mode for senior operators. When to skip Plan, when to triple it, the exit ritual.
16 min read · 30 min apply - O17
Code review with agents
● liveThe review prompt that catches what humans miss. The escalation rules.
18 min read · 40 min apply - O18
Postmortem-on-rails — the template
● liveThe 7-section postmortem template + how to make agents write it for you.
20 min read · 45 min apply - O19
Decision logs in practice
● liveWhy decision logs beat status meetings. Format, cadence, retrieval pattern.
16 min read · 30 min apply - O20
What public disclosure does to your patent rights
● livePitch without an NDA, publish a write-up, prompt a consumer LLM — each can be a disclosure. The grace period, the foreign-filing trap, and what to check before anything goes public.
12 min read · 60 min apply↳ bundle: security-ip-discipline - O21
AGPL vs Apache: the license decision that ships or sinks your product
● livePermissive vs strong-copyleft, the AGPL SaaS loophole, and why a single library can turn your whole codebase open. The license check that belongs in your workflow.
9 min read · 15 min apply↳ bundle: security-ip-discipline↳ prereq: Operating 04 (hooks) - O22
Picking a computer-vision wedge: start with a fixed playfield
● liveThe hardest version of a CV problem is an open field; the easiest is fixed geometry you can pin with homography. How to choose the narrow, solvable entry point — then generalize.
11 min read · 20 min apply↳ bundle: cv-for-physical-sports - O23
Decompression channels
● liveA parallel technical project that restores focus to the main work instead of competing for it. How to tell if yours qualifies.
12 min read · 30 min apply↳ bundle: parallel-research-arm-why - O24
Skill-transfer adjacency
● livePicking a topic close enough to compound with the main work, far enough to feel like rest.
10 min read · 25 min apply↳ bundle: parallel-research-arm-why - O25
The "won't become a product" rule
● liveDeclare in writing, before starting, that the arm will not become a product. The declaration is what makes it survive.
10 min read · 20 min apply↳ bundle: parallel-research-arm-why - O26
When NOT to start an arm
● liveThree conditions under which a second project is a distraction, not an arm. Honest about when I would have said no.
10 min read · 15 min apply↳ bundle: parallel-research-arm-why - O27
Scope rails for a research arm
● liveNaming what you commit to NOT building, in writing, before starting. The Parley scope-rails block as the worked example.
10 min read · 30 min apply↳ bundle: parallel-research-arm-how - O28
Monthly cadence as a discipline lever
● liveWhy monthly beats weekly and quarterly for a side project. The forcing function logic.
10 min read · 20 min apply↳ bundle: parallel-research-arm-how - O29
Kaggle as a publishing loop
● liveUsing a public platform as the forcing function instead of a private repo. Why public is the discipline lever.
10 min read · 15 min apply↳ bundle: parallel-research-arm-how - O30
Kill criteria for the parallel arm
● liveThe advance commitments that make starting the arm psychologically safe. The three triggers that put it on ice.
10 min read · 15 min apply↳ bundle: parallel-research-arm-how
Expert
Retrofit a project that's already a mess. Real ROI, token spend, scope creep, multi-venture portfolio operations.
- E01
Retrofit — applying structure to a project that's already a mess
● liveWhere to start when there's no CLAUDE.md, no contracts, no postmortems, and the deadline was yesterday.
25 min read · several hours apply - E02
Real ROI from agent hierarchies
● liveWhen 6 agents are right, when 1 is enough, when more agents make you slower. With numbers.
20 min read · 60 min audit - E03
Tracking token spend and identifying waste
● liveCache health ratios. Tokens per shipped artifact. Idle days vs. uncommitted-output days.
20 min read · 30 min apply - E04
Accountability — contracts + postmortems + gates as one system
● liveHow the three disciplines compound. Where each catches the others' failures.
18 min read · 45 min apply - E05
Scope creep prevention
● liveThe amendment protocol at scale. Refusing 'while we're in there' work. Without becoming an obstacle.
12 min read · 30 min apply - E06
Multi-venture portfolio operations
● liveCross-venture routing, shared agents, isolation rules. Running 3+ ventures from one operator.
25 min read · 60 min apply - E07
Cloud training discipline — postmortem-driven SOPs
● livePod lifecycle decoupling. Exit-path audits. Watchdog cadences. Don't lose a 14-hour run.
20 min read · 90 min apply - E08
Hidden cost of agent context drift (and how to detect it)
● liveThe signs that your session is gradually losing accuracy. Restart hygiene that compounds.
15 min read · 30 min apply - E09
Building your first custom MCP server
● liveWhen to build vs use existing. The protocol in plain language. The failure modes that cost teams two weeks each.
20 min read · 2 hours apply↳ prereq: Operating 04 (hooks) - E10
Multi-agent orchestration patterns
● liveBeyond chief-of-staff routing: parallel-spawn, gather-then-merge, race-then-cancel. When each fires and when each breaks.
18 min read · 60 min apply↳ prereq: Operating 10 (agent routing) - E11
Production debugging playbook
● liveWhen an agent misbehaves in prod: the diagnostic ladder. Five rungs from "claim says done but isn't" through context drift, tool failures, schema mismatches, upstream model regressions.
20 min read · 60 min apply↳ prereq: Expert 04 (accountability) - E12
Custom agent definition files (build AXIOM + CIPHER)
● liveThe 5-section agent file pattern. Two case studies from the TruPath team.
30 min read · 90 min apply - E13
Hardware-in-loop dev with agents
● liveESP32 firmware, CV ground-truth, and sensor calibration in one Claude Code loop.
25 min read · 2 hours apply↳ prereq: Expert 12 (custom agent files) - E14
AR research sprints when hardware isn't shipped
● liveHow to ship Phase-0 R&D against unreleased hardware (Maverick AI).
20 min read · 60 min apply↳ prereq: Expert 12 (custom agent files) - E15
Production incident response with agents
● liveThe on-call playbook: paging, evidence collection, triage ladder, and postmortem-on-rails.
20 min read · 60 min apply↳ prereq: Operating 02 (postmortem discipline) - E16
Compliance + audit trail for AI work
● liveThe audit-trail format regulators (and your future self) will thank you for.
20 min read · 45 min apply↳ prereq: Expert 12 (agent files) · Operating 02 (postmortem) - E17
Programmatic cost ceiling enforcement
● liveHooks + statusline + a kill-switch script. The whole stack.
20 min read · 90 min apply↳ prereq: Operating 04 (hooks) · Expert 03 (token spend) - E18
Patent drafting with agents
● liveProvisional patent: claim drafting, prior-art search, drawings. With CIPHER.
30 min read · 2 hours apply↳ prereq: Expert 12 (agent files — CIPHER) - E19
SBA loan packet drafting with agents
● liveThe 12-document SBA 7(a) packet, agent-assisted, with rework rate measured.
25 min read · 90 min apply↳ prereq: Expert 16 (compliance audit trail) - E20
ASR ground-truth pipelines
● liveBuilding an ASR eval set from scratch when there's no public benchmark.
25 min read · 2 hours apply↳ prereq: Expert 14 (AR research sprints)