Curriculum · 26 lessons across 3 tiers

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.

Tier 1 · for the AI-tools curious

Foundations

Your first agent.md, your first skill, your first web page. End each lesson with a working artifact.

  1. F01

    Your first CLAUDE.md

    ● live

    The instruction file your AI reads on every session. What goes in it, what doesn't.

    10 min read · 20 min apply
  2. F02

    Your first agent.md (a 'soul file')

    ● live

    Define a specialist. Scope, triggers, authority, tools. One file, one role.

    12 min read · 25 min apply
  3. F03

    Your first Claude Code skill

    ● live

    What a skill is, when to write your own, the bootstrap pattern.

    10 min read · 30 min apply
  4. F04

    The brief format that gets the design you wanted

    ● live

    Five fields that turn fuzzy asks into concrete renders.

    8 min read · 15 min apply
  5. F05

    Asking Claude to write a document

    ● live

    Voice, structure, source-pinning. The difference between a brief and a fight.

    10 min read · 20 min apply
  6. F06

    Asking Claude to make a report

    ● live

    Inputs → research → structured output. The reporting loop in plain language.

    10 min read · 20 min apply
  7. F07

    Building your first simple web page with Claude

    ● live

    Project scaffold, dev server, iterate-by-screenshot. End-to-end.

    20 min read · 60 min apply
  8. F08

    The five phrases that change how Claude responds

    ● live

    Specific language, used at specific moments, that produces outsized improvement.

    8 min read · ongoing apply
  9. F09

    Picking your model — Opus, Sonnet, Haiku

    ● live

    Three models, three jobs. The decision rule that saves $300/month.

    12 min read · 20 min apply
  10. F10

    Your first plan-mode session

    ● live

    When to drop into Plan, how to read its output, when to exit.

    12 min read · 30 min apply
  11. F11

    Reading agent output critically

    ● live

    The trust-but-verify reflex. Spot fabricated results before they ship.

    12 min read · ongoing apply
  12. F12

    Slash commands you'll actually use

    ● live

    The 6 slash commands worth memorizing on day one.

    10 min read · 15 min apply
  13. F13

    Background agents — when, why, never

    ● live

    Long jobs offloaded right; the failure modes nobody warns about.

    12 min read · 30 min apply
  14. F14

    Reading a diff before you accept it

    ● live

    The 4-pass diff review that catches what tests miss.

    12 min read · ongoing apply
  15. F15

    Your first MCP server

    ● live

    The 20-minute setup, the gotchas, when MCP beats writing a tool.

    15 min read · 20 min apply
  16. F16

    Your first custom agent file

    ● live

    Build CIPHER (legal/IP) from scratch in one sitting.

    15 min read · 45 min apply
  17. F17

    Tool permissions and you

    ● live

    Allow vs ask vs deny — the model that prevents 90% of "wait I didn't mean that" moments.

    12 min read · 20 min apply
Tier 2 · for the practitioner

Operating

The disciplines: contracts, postmortems, hooks, memory. The 13-folder vault. Routing six agents across multiple ventures.

  1. O01

    When your agent says "done" — turning claims into evidence

    ● live

    The 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
  2. O02

    Postmortem discipline — when something breaks anyway

    ● live

    The 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
  3. O03

    Memory architecture — what to remember, what to throw away

    ● live

    MEMORY.md as an index. Four memory types. The single rule that prevents bloat.

    12 min read · 20 min apply↳ prereq: Operating 01
  4. O04

    Hooks — mechanical enforcement vs. promised future discipline

    ● live

    SessionStart, PreToolUse, PostToolUse. Why hooks beat "agents must remember to."

    18 min read · 60 min apply↳ prereq: Operating 01
  5. O05

    Mid-sprint scope changes — the amendment protocol

    ● live

    How to add work to a contract without losing rigor. When a re-sign is required.

    10 min read · 15 min apply↳ prereq: Operating 01
  6. O06

    Cross-agent handoffs — when one agent's done is another agent's begin

    ● live

    Communication protocols, delegation templates, authority boundaries.

    14 min read · 30 min apply↳ prereq: Operating 02
  7. O07

    Vault as operating system — the 13-folder convention

    ● live

    Numbered folders. Single source of truth per concern. Why a markdown vault beats a SaaS stack.

    20 min read · 60 min apply↳ bundle: vault-structure
  8. O08

    Wiki synthesis — turning chat history into queryable knowledge

    ● live

    Karpathy-style ingest. Page format, index pattern, lint cadence.

    15 min read · 45 min apply↳ prereq: Operating 07
  9. O09

    Decision logs — ADRs that ship

    ● live

    Frontmatter, options table, revisit conditions. Future-you reads this.

    10 min read · 20 min apply
  10. O10

    The routing model — one chief of staff, N specialists

    ● live

    Why six is right and fourteen is too many. Authority levels, trigger words, escalation.

    14 min read · 30 min apply
  11. O11

    Sprint contracts in practice

    ● live

    The contract format with three real examples — QC firmware, Parley research, MHG site search.

    20 min read · 45 min apply
  12. O12

    Branch hygiene with agents

    ● live

    When worktrees beat single-branch. The merge etiquette nobody taught you.

    18 min read · 40 min apply
  13. O13

    Cost ceilings + the Sunday-night ritual

    ● live

    The spend dashboard, the kill-switch, the weekly review that prevents bill shock.

    16 min read · 30 min apply
  14. O14

    When to delegate vs do-it-yourself

    ● live

    The 4-question test before you spawn a subagent.

    15 min read · 30 min apply
  15. O15

    Test-first with agents

    ● live

    TDD with an LLM that wants to skip it. The 3 enforcement patterns that work.

    18 min read · 45 min apply
  16. O16

    Plan-mode discipline

    ● live

    Plan mode for senior operators. When to skip Plan, when to triple it, the exit ritual.

    16 min read · 30 min apply
  17. O17

    Code review with agents

    ● live

    The review prompt that catches what humans miss. The escalation rules.

    18 min read · 40 min apply
  18. O18

    Postmortem-on-rails — the template

    ● live

    The 7-section postmortem template + how to make agents write it for you.

    20 min read · 45 min apply
  19. O19

    Decision logs in practice

    ● live

    Why decision logs beat status meetings. Format, cadence, retrieval pattern.

    16 min read · 30 min apply
  20. O20

    What public disclosure does to your patent rights

    ● live

    Pitch 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
  21. O21

    AGPL vs Apache: the license decision that ships or sinks your product

    ● live

    Permissive 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)
  22. O22

    Picking a computer-vision wedge: start with a fixed playfield

    ● live

    The 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
  23. O23

    Decompression channels

    ● live

    A 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
  24. O24

    Skill-transfer adjacency

    ● live

    Picking 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
  25. O25

    The "won't become a product" rule

    ● live

    Declare 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
  26. O26

    When NOT to start an arm

    ● live

    Three 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
  27. O27

    Scope rails for a research arm

    ● live

    Naming 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
  28. O28

    Monthly cadence as a discipline lever

    ● live

    Why monthly beats weekly and quarterly for a side project. The forcing function logic.

    10 min read · 20 min apply↳ bundle: parallel-research-arm-how
  29. O29

    Kaggle as a publishing loop

    ● live

    Using 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
  30. O30

    Kill criteria for the parallel arm

    ● live

    The 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
Tier 3 · for the operator-grade

Expert

Retrofit a project that's already a mess. Real ROI, token spend, scope creep, multi-venture portfolio operations.

  1. E01

    Retrofit — applying structure to a project that's already a mess

    ● live

    Where to start when there's no CLAUDE.md, no contracts, no postmortems, and the deadline was yesterday.

    25 min read · several hours apply
  2. E02

    Real ROI from agent hierarchies

    ● live

    When 6 agents are right, when 1 is enough, when more agents make you slower. With numbers.

    20 min read · 60 min audit
  3. E03

    Tracking token spend and identifying waste

    ● live

    Cache health ratios. Tokens per shipped artifact. Idle days vs. uncommitted-output days.

    20 min read · 30 min apply
  4. E04

    Accountability — contracts + postmortems + gates as one system

    ● live

    How the three disciplines compound. Where each catches the others' failures.

    18 min read · 45 min apply
  5. E05

    Scope creep prevention

    ● live

    The amendment protocol at scale. Refusing 'while we're in there' work. Without becoming an obstacle.

    12 min read · 30 min apply
  6. E06

    Multi-venture portfolio operations

    ● live

    Cross-venture routing, shared agents, isolation rules. Running 3+ ventures from one operator.

    25 min read · 60 min apply
  7. E07

    Cloud training discipline — postmortem-driven SOPs

    ● live

    Pod lifecycle decoupling. Exit-path audits. Watchdog cadences. Don't lose a 14-hour run.

    20 min read · 90 min apply
  8. E08

    Hidden cost of agent context drift (and how to detect it)

    ● live

    The signs that your session is gradually losing accuracy. Restart hygiene that compounds.

    15 min read · 30 min apply
  9. E09

    Building your first custom MCP server

    ● live

    When 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)
  10. E10

    Multi-agent orchestration patterns

    ● live

    Beyond 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)
  11. E11

    Production debugging playbook

    ● live

    When 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)
  12. E12

    Custom agent definition files (build AXIOM + CIPHER)

    ● live

    The 5-section agent file pattern. Two case studies from the TruPath team.

    30 min read · 90 min apply
  13. E13

    Hardware-in-loop dev with agents

    ● live

    ESP32 firmware, CV ground-truth, and sensor calibration in one Claude Code loop.

    25 min read · 2 hours apply↳ prereq: Expert 12 (custom agent files)
  14. E14

    AR research sprints when hardware isn't shipped

    ● live

    How to ship Phase-0 R&D against unreleased hardware (Maverick AI).

    20 min read · 60 min apply↳ prereq: Expert 12 (custom agent files)
  15. E15

    Production incident response with agents

    ● live

    The on-call playbook: paging, evidence collection, triage ladder, and postmortem-on-rails.

    20 min read · 60 min apply↳ prereq: Operating 02 (postmortem discipline)
  16. E16

    Compliance + audit trail for AI work

    ● live

    The 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)
  17. E17

    Programmatic cost ceiling enforcement

    ● live

    Hooks + statusline + a kill-switch script. The whole stack.

    20 min read · 90 min apply↳ prereq: Operating 04 (hooks) · Expert 03 (token spend)
  18. E18

    Patent drafting with agents

    ● live

    Provisional patent: claim drafting, prior-art search, drawings. With CIPHER.

    30 min read · 2 hours apply↳ prereq: Expert 12 (agent files — CIPHER)
  19. E19

    SBA loan packet drafting with agents

    ● live

    The 12-document SBA 7(a) packet, agent-assisted, with rework rate measured.

    25 min read · 90 min apply↳ prereq: Expert 16 (compliance audit trail)
  20. E20

    ASR ground-truth pipelines

    ● live

    Building an ASR eval set from scratch when there's no public benchmark.

    25 min read · 2 hours apply↳ prereq: Expert 14 (AR research sprints)