brainstorming
brainstorming
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or planning anything new, in software or out of it (a talk, a business, a renovation).
compress-onboardingUse to compress any agent-instruction file (AGENTS.md, CLAUDE.md, .claude/rules/*.md, legacy AIBOARDING.md) into terse, high-signal prose without altering commands, code, URLs, or paths. Standalone compression engine with levels (off/lite/full/ultra), byte-preservation verification, and token receipts. Also invoked by the create/update onboarding skills.
Independent GitHub snapshot · Automated classification · Original documentation governs
Instruction files load every session, so every saved token compounds. Compress prose aggressively while never touching the technical payload - and never trading away clarity where ambiguity is dangerous.
Announce at start: "Using compress-onboarding on at level ."
Usage: compress-onboarding <file> [--level off|lite|full|ultra]
Default file: the repo's AGENTS.md. Works under any SKILL.md-compatible runtime.
Resolve the level from --level if given, else .aiboarding/config.json: compression_level, else full. When --level is given, persist it back to
config.json - the level is a per-repo decision, not per-run.
off - no rewriting. Still run the size report (step 5) so bloat is visible.lite - remove filler, pleasantries, hedging, and restatement. Full sentences
kept. ("In order to build the project, you should run…" → "To build, run…")full (default) - additionally drop articles, compress to fragments and
short synonyms, allow X → Y notation. ("The dev server can be started with
npm run dev" → "Dev server: npm run dev.")ultra - telegraphic; every non-load-bearing word goes. Use only when the
effective instruction-chain audit needs it; confirm with the user before first use.Compression must NEVER alter: fenced code blocks (including the fence lines),
inline backtick spans, shell commands, URLs, file paths, identifiers and symbol
names, quoted error strings, <!-- aiboarding-* --> markers, YAML frontmatter, and
table structure. If a protected span is wrong, fixing it is an update, not a
compression - route it through update-agent-onboarding.
While rewriting, keep commands/identifiers/paths/error strings backtick-quoted (add backticks where the source lacks them - adding protection is allowed; removing it is not). The checker treats backtick spans as protected.
Before rewriting, classify complete high-consequence regions. Preserve every
identified region verbatim, byte-for-byte, by default. full or ultra never
authorize rewriting one.
Always classify complete Agent Guardrails and Escalation - Ask the User When
sections. Outside those headings, classify smallest complete paragraph, list item,
warning, or ordered procedure needed to retain context when it governs security,
authorization, approval or escalation, destructive or irreversible actions, or
required ordering or prerequisites for destructive or migration work. Record each
region's source section or line location and category. Do not classify ordinary
project purpose, architecture, domain, or routine descriptive prose solely because
it is important or technical; compress that prose at selected level.
If user asks to rewrite identified high-consequence content, name affected regions and obtain explicit opt-in for selected regions in current operation. Level choice and final diff approval do not count. Do not persist consent. Rewrite only selected regions, retain unselected regions verbatim, preserve all protected spans, and keep behavioral force unambiguous. Then show final diff and obtain normal approval.
before)..aiboarding/tools/check-preservation <before> <after> (fall
back to the plugin's templates/tools/check-preservation if not installed).
Fix every reported span and re-run until clean. Never hand-wave this step.tiktoken), otherwise tokens_approx = bytes / 4, explicitly labeled
approximate. Append to .aiboarding/state.json:receipts (one object per line,
keeping the file hook-readable):
{ "file": "AGENTS.md", "level": "full", "bytes_before": 8123, "bytes_after": 4310, "lines_before": 190, "lines_after": 121, "tokens_before_approx": 2031, "tokens_after_approx": 1078, "high_consequence_regions": [{ "location": "Agent Guardrails", "category": "guardrails", "outcome": "preserved", "explicit_opt_in": false }], "measured_at": "2026-07-02" }
high_consequence_regions is optional for backward compatibility. Each entry
records location, category, outcome (preserved or rewritten), and explicit
opt-in status; never copy instruction text. Include [] when classification
verified no such regions. Report same evidence to user.
Report the saving to the user; since the file loads every session, note the
per-session saving - never claim unlabeled exact token numbers without a real
tokenizer.
Also write a compact compression-verification record with the subject, level,
measurements, preservation and size outcomes through write-evidence. Keep the
legacy receipt unchanged; a failed preservation or size check is recorded when
possible and never authorizes a sync-pointer advance..aiboarding/tools/check-size-budget <file> as a local
sensor. It does not prove chain safety; run
.aiboarding/tools/audit-onboarding-evidence <repo-root> before claiming an
effective Codex chain fits. If local guidance still WARNs after full, suggest
moving detail to .claude/rules/ or nested AGENTS.md files rather than jumping
to ultra.When compression output must land inside a file that also has user-owned content
(e.g. a hand-written CLAUDE.md), write only within the aiboarding marker fence
via .aiboarding/tools/inject-fenced - re-runs stay idempotent and uninstall stays
clean.