deep-level ai skill tools

AI Skills built for
thinking itself.

We ship only one kind of skill: deep-level methodological protocols that force AI (and humans) into the right cognitive discipline. Not tools that write code for you — methods that reframe the problem.

the library

Twenty-four skills. One discipline.

Five core protocols plus nineteen extended skills, grouped by formation. Core first; then falsify, evidence, adversarial, single operators, AI-native, and meta.

click a formation:
01 / DECOMPOSER

Decomposer

Surface the unknown unknowns

A 5-step protocol that turns "not knowing what you don't know" into actionable "known unknowns". The core is cognitive honesty + actionability — not a pretty breakdown.

unknown → known unknowns
02 / TENSION MINING

Tension Mining

Find the force in the system

A 7-stage pipeline that mines irreducible tensions from phenomena, distills cross-domain invariants, then works back to mechanisms and algorithms. Find the underlying force first; talk solutions later.

tension → invariant
03 / GREAT EXPECTATIONS

Great Expectations

Anti-consensus planning

Great Expectations — a disruptive, complete planning engine. Anti-consensus, anti-template, with BANI and integrity gates that force a genuinely original roadmap.

anti-consensus plan
04 / INSIGHT CRYSTALLIZER

Insight Crystallizer

Turn tacit insights into skills

A meta-protocol that recognizes a reusable methodology the moment it emerges, forces the tacit "unnameable" into words, then crystallizes it into a new skill. It manufactures methods; the other four use them.

meta · tacit → skill
05 / SHOULDERS OF GIANTS

Shoulders of Giants

Reuse code as a sovereignty decision

A six-stage protocol that turns "find me a library" into an architectural decision: map your core domain first, then choose reuse depth and demand an escape plan for every dependency. Stars never lead.

reuse · sovereignty
06 / PRE-MORTEM

Pre-Mortem

Imagine the plan is dead

Assume it failed; write the obituary with >=5 mechanisms, at least one self-inflicted.

falsification . pre-mortem
07 / OUTSIDE VIEW

Outside View

Price the base rate first

Before you argue you're the exception, check the base rate. Base rates before 'we're different'.

base-rates . debiasing
08 / RESULTING

Resulting

Decouple decision from outcome

A good result != a good decision. Judge the call, not the roll.

decision-quality . outcomes
09 / SOURCE LEDGER

Source Ledger

Audit every claim

Tag each load-bearing claim verified/inferred/reported/assumed; >40% assumed -> no conclusion.

evidence . sources
10 / DISCONFIRMATION HUNT

Disconfirmation Hunt

Hunt your refutation

Name what would prove you wrong, then go find it. Support isn't proof.

disconfirmation . falsification
11 / CRUX FINDER

Crux Finder

Find the real disagreement

Locate the one belief whose reversal flips the conclusion -- or prove it's values.

disagreement . double-crux
12 / RED CELL

Red Cell

Install a licensed adversary

A standing red team that must concede hits before the plan ships.

adversarial . red-team
13 / SILENT START

Silent Start

Write before you speak

Everyone writes independently first; kill the information cascade in panels.

ensembles . multi-agent
14 / QUESTION AUTOPSY

Question Autopsy

Dissect the question

A brilliant answer to the wrong question is worse than useless.

questioning . reframing
15 / QUANTITY QUOTA

Quantity Quota

Diverge before you judge

Generate 30 candidates before evaluating any. The first idea is a thief.

ideation . quantity
16 / TRADE-OFF LEDGER

Trade-off Ledger

Name the cost

Every benefit must state what it costs. No free lunch -- only an unpaid bill.

trade-offs . costs
17 / SECOND-ORDER

Second-Order

Model the reaction

The board reacts; model the reaction and the reaction to the reaction.

second-order . systems
18 / STEELMAN FORGE

Steelman Forge

Steelman, then strike

State their view so well they'd sign it -- then refute it.

steelman . argument
19 / STOPPING RULE

Stopping Rule

Know when to stop

The one protocol that tells you to close the library. More thinking != deciding.

stopping . decisions
20 / SYCOPHANCY BREAKER

Sycophancy Breaker

Earn the yes

Tax agreement so a 'yes' means something; defeat the objection first.

sycophancy . llm
21 / GOAL ANCHOR

Goal Anchor

Re-anchor to the goal

By step 40 the agent optimizes a sub-goal; re-anchor to the verbatim original.

goal-drift . llm
22 / TABOO

Taboo

Ban the buzzword

Forbid the jargon; what's left is a real idea or an honest silence.

language . clarity
23 / CURATOR

Curator

The admission gate

The bar every skill here had to pass. A library is defined by what it refuses.

curation . meta
24 / VISION RETROSPECTIVE

Vision Retrospective

Turn hollow visions into verifiable paths

Moves backward instead of forward: treat the vision as a claim, anchor each claim to observable evidence, decompose only the anchored claims. A deterministic hollowness scorer proves the input→output delta.

claim → anchor → path
why they are one family

Shared DNA.

Not labels we stuck on — six design constraints every skill hard-obeys.

/01

Cognitive protocol, not a tool

Forces AI and humans into a specific thinking discipline, instead of executing an action for you.

/02

Anti-cheat hard gates

Red flags, banned words, acceptance metrics — stop the AI from taking shortcuts and shipping hollow output.

/03

Academic grounding

Kahneman, Kuhn, Cynefin, BANI — standing on frameworks that are already validated.

/04

Platform-agnostic

Markdown-first skill files — drop them into Claude, TRAE, Cursor, or Windsurf and they just work.

/05

Swiss B&W aesthetic

Minimal, restrained, high-contrast. Lighthouse 100, WCAG AA contrast.

/06

Open source (CC0)

Repository is CC0 1.0; skills keep their MIT license where noted. Fork it, cite it, remix it.

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cognitive protocols
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formations
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eval test cases
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% open source (CC0)
the architecture

Seven formations. One epistemology.

Every skill here is a cognitive protocol — the difference is which failure mode it attacks, and where in the thinking loop it lives.

BUILD
Decomposer → Tension Mining → Great Expectations. The starting sequence: surface unknowns, find the force, build the plan.
01 / 02 / 03
FALSIFY
Pre-Mortem · Outside View · Resulting. Before you commit, check: is the plan dead? What are the base rates? Did you confuse luck with skill?
06 / 07 / 08
EVIDENCE
Source Ledger · Disconfirmation Hunt. Every claim tagged and verified — then test the opposite before trusting your conclusion.
09 / 10
ADVERSARIAL
Crux Finder · Red Cell · Silent Start. Disagreement is an asset. Find the real crux, install a licensed adversary, kill the information cascade.
11 / 12 / 13
SINGLE
Question Autopsy · Quantity Quota · Trade-off Ledger · Second-Order · Steelman Forge · Stopping Rule. Six standalone operators — each attacks one specific cognitive trap.
14–19
AI-NATIVE
Sycophancy Breaker · Goal Anchor. Failure modes that only exist because the thinker is an LLM — agreement bias and goal drift.
20 / 21
META
Taboo · Curator · Insight Crystallizer · Shoulders of Giants. The layer that maintains the library itself — and curates its boundaries.
22 / 23 / 04 / 05
get started

Use a skill in under 30 seconds.

Copy the skill folder into your agent's skills directory. No build step — every protocol is plain Markdown.

        # Claude Code / Cursor / Windsurf — copy the skill into your agent

cp -r "skills/sycophancy-breaker/" ~/.claude/skills/
echo 'Follow the Sycophancy Breaker protocol in SKILL.md.'

# Any LLM (ChatGPT, Claude, Gemini) — paste SKILL.md into system prompt
# Every skill ships with an evals/ test suite.
cat skills/decomposer/SKILL.md
# Then paste it above your main instruction.