williamwue

williamwue

@williamwue

GitHub
97 Skills
194 Total Stars
September 2026 Joined

Public Skills

opening-a-pr

by williamwue

"Prepare and, only when explicitly requested, publish a reviewed branch as a ready pull request with verified scope and evidence."

Analytics 2 1mo ago

unslop

by williamwue

"Cut AI tells from any writing. Must always apply."

Database 2 1mo ago

technical-writing

by williamwue

"Layered technical-writing standard: Diátaxis structure, Google developer style sentences, STE instruction rules, Global English syntax. Use for /technical-writing or when writing or reviewing docs, RFCs, readmes, PR descriptions, or commit messages."

Code Review 2 1mo ago

show-me-your-work

by williamwue

"Keep a reviewable, append-only decision trail for long-running, delegated, or unattended work."

Code Review 2 1mo ago

tdd

by williamwue

"Use only when the user explicitly asks for TDD, a failing test, or a regression test, OR when the bug has an obvious cheap local test target. Skip when the test path is unclear, expensive, integration-heavy, or not requested."

Debugging 2 1mo ago

principle-sequence-verifiable-units

by williamwue

"Apply to multi-step work (sweeps, migrations, runs of similar edits) and to how you stack commits and PRs. Break work into small units that each end in a verifiable state, check each before the next, and order delivery so the sequence proves itself to a reviewer."

Code Review 2 1mo ago

principle-foundational-thinking

by williamwue

"Apply before writing logic: choosing core types and data structures, sequencing scaffold-vs-feature work, asking what concurrent actors share. Get the data structures right so downstream code becomes obvious."

Code Gen 2 1mo ago

principle-prove-it-works

by williamwue

"Apply after completing a task, before declaring done. Verify against the real artifact (run the feature, read the actual value, inspect the diff), not a proxy, self-report, or 'it compiles.'"

Automation 2 1mo ago

principle-redesign-from-first-principles

by williamwue

"Apply when integrating a new requirement into an existing design. Redesign as if the requirement had been a foundational assumption from day one, instead of bolting it on."

Design 2 1mo ago

principle-never-block-on-the-human

by williamwue

"Apply when tempted to ask 'should I do X?' on reversible work. Proceed, present the result, let the human course-correct after the fact; reserve confirmation for irreversible actions."

ML Ops 2 1mo ago

principle-attack-the-premise

by williamwue

"Apply when two or more fixes that share one premise have failed the same gate. Take a census of which actors hold the imbalance before the next fix, then question the premise instead of writing another fix that assumes it."

Debugging 2 1mo ago

principle-model-the-domain

by williamwue

"Apply when writing stateful logic, or when code branches a lot or repeats a shape assumption across files. Encode the domain in a structure instead of scattered conditionals."

Processing 2 1mo ago

principle-separate-before-serializing-shared-state

by williamwue

"Apply when concurrent actors might write to the same file, branch, key, or state object. Eliminate the sharing first; serialize structurally only when one shared writer is a real invariant."

Processing 2 1mo ago

principle-build-the-lever

by williamwue

"Apply to any non-trivial work, not just bulk work: edits, migrations, analyses, checks. Build the tool that does it or proves it (codemod, script, generator, or a skill your subagents follow) instead of working by hand. The tool is the artifact a reviewer can rerun."

Automation 2 1mo ago

principle-encode-lessons-in-structure

by williamwue

"Apply when you catch yourself writing the same instruction a second time, or notice a recurring correction. Encode the rule as a lint, metadata flag, runtime check, or script instead of more text."

Code Review 2 1mo ago

principle-type-system-discipline

by williamwue

"Apply when designing types, reviewing a function signature, or writing code in any statically-typed language. Make illegal states unrepresentable, brand semantic primitives, parse external data at boundaries, refuse to lie to the compiler, exhaust variants, derive from authoritative schemas."

Design 2 1mo ago

principle-guard-the-context-window

by williamwue

"Apply when context is filling up: large outputs, long files, repeated reads, fan-out planning. Route bulk to subagents; keep summaries in the main thread, not raw payloads."

File Ops 2 1mo ago

principle-laziness-protocol

by williamwue

"Apply when refactoring, evaluating diff size, or tempted to add abstractions, layers, or signal threading. Bias toward deletion and the smallest change that solves the problem."

Code Gen 2 1mo ago

principle-experience-first

by williamwue

"Apply when product, UX, or feature-scope tradeoffs come up. Choose user delight over implementation convenience; ship fewer polished features over more rough ones."

Design 2 1mo ago

principle-fix-root-causes

by williamwue

"Apply when debugging. Trace each symptom to its root cause and fix it there; reproduce first, ask why until you reach it, resist nil-check guards that silence crashes."

Comments 2 1mo ago

principle-boundary-discipline

by williamwue

"Apply when wiring validation, error handling, or framework adapters. Concentrate guards at system boundaries (CLI, config, network, external APIs); trust internal types and keep business logic in pure functions."

CLI Tools 2 1mo ago

principle-migrate-callers-then-delete-legacy-apis

by williamwue

"Apply when introducing a new internal API while old callers still exist. Migrate callers and delete the old API in the same wave instead of preserving compatibility layers."

API Dev 2 1mo ago

principle-subtract-before-you-add

by williamwue

"Apply when sequencing an addition, refactor, or rewrite. Remove dead code, redundant validators, and stub references first, then build on the simpler base."

Design 2 1mo ago

principle-minimize-reader-load

by williamwue

"Apply when reviewing or shaping code that's hard to trace. Count layers between question and answer, and hidden state in the reader's head; collapse one-caller wrappers and shrink mutable scope."

Debugging 2 1mo ago