UnpaidAttention

38 mods across 1 repository, 92 stars between them.

legacy-debugging

25

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Debug code you didn't write and can't fully trust — unfamiliar, poorly documented, or untested subsystems — using history archaeology, boundary instrumentation, minimal harnesses, and history bisection, while resisting the urge to rewrite. Trigger this when a failure lives in code that is foreign to you AND lacks…

92 1mo ago A 0 tokens

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Make code measurably faster or leaner without breaking it — define a target, measure a baseline, profile to find the ACTUAL bottleneck, apply optimizations in a fixed order of leverage, and re-verify correctness after each change. Trigger this when the user reports slowness, high latency, memory growth, or cost, sets…

92 1mo ago A 129 tokens

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

The ambient execution discipline — predict the outcome of every consequential command BEFORE running it and treat any surprise (better or worse) as a model error to investigate; choose the next action by information gain; estimate blast radius before touching anything shared. Trigger this continuously during hands-on…

92 1mo ago A 0 tokens

problem-framing

28

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Shape a problem before solving it — check the premise (XY problems, false dichotomies), find the canonical name for the problem shape, locate the hard kernel, and factor fuzzy asks into orthogonal decisions. Trigger this BEFORE solving whenever a request specifies a mechanism rather than an outcome ("add a retry…

92 1mo ago C 165 tokens

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Verify version-sensitive and time-changing facts against real sources before relying on them, instead of answering from training memory that has a cutoff date. Trigger this before using any library/framework API, method signature, config option, or CLI flag you have not confirmed this session; before quoting a…

92 1mo ago A 156 tokens

safe-refactoring

30

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Execute behavior-preserving code restructuring — establish a test safety net first, apply the smallest mechanical transformations in sequence, verify after each, and refuse refactors that lack the coverage to be done safely. Trigger this when the user asks to "refactor", "clean up", "simplify", "restructure"…

92 1mo ago A 130 tokens

security-review

31

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Run a structured vulnerability pass over code — injection, auth/authz gaps, secrets exposure, unsafe deserialization, unvalidated boundary input, SSRF, and stack-specific classes — reporting findings by severity with concrete fixes. Trigger this after writing or modifying code that handles user input…

92 1mo ago B 127 tokens

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Force the combination step that a weaker model can't do in one pass — surface conflicts between constraints, and interactions between requirements and edge cases, using a pairwise sweep, a fresh-context cold read by a subagent that never saw your reasoning, and N-version divergence on the hard kernel. Trigger this…

92 1mo ago A 161 tokens

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Stay coherent across a long agentic session by keeping the task's state on disk — a WORKINGNOTES.md with the task, plan, decisions, and status — updated at every milestone and re-read after any context loss. Trigger this at the start of any task likely to exceed 30 minutes or 10 distinct steps; immediately after…

92 1mo ago A 143 tokens

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

A step-by-step reasoning protocol for problems that exceed one intuitive step — generate and compare candidates, track assumptions, reason backward or from a minimal case when stuck, sanity-check intermediates, and run a mandatory devil's-advocate pass before finalizing. Trigger this the moment a problem is novel…

92 1mo ago A 147 tokens

task-planning

35

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Parse a request and produce an ordered execution plan before any code is written. Trigger this at the START of any new task — when the user asks to build, implement, add, create, migrate, or refactor something; when a request spans multiple files or steps; when a request contains vague scope words ("the configs"…

92 1mo ago A 134 tokens

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

Classify what you actually know vs. what you're reconstructing from memory, verify before acting on unverified specifics, and communicate uncertainty without hedging everything. Trigger this whenever you are about to write a call to a library API, CLI flag, config key, or endpoint you have not confirmed in this…

92 1mo ago A 134 tokens

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

The mandatory pre-delivery pass — requirements sweep, execution proof, self-review of the diff as a stranger's, and a fixed edge-case probe. Trigger this every time you are about to say "done", "fixed", "implemented", or "passing"; before committing, opening a PR, or handing work back to the user; and after the LAST…

92 1mo ago A 123 tokens

verification-loop

38

UnpaidAttention/fable5-methodology

Skill Claude CodeCodex

The tight edit-verify cycle DURING implementation — after every meaningful change, run the fastest sufficient check before making the next change; never accumulate a batch of unverified edits. Trigger this continuously while writing or modifying code: after each function implemented, each bug-fix edit, each config…

92 1mo ago A 0 tokens