Files
pbakaus_impeccable/skill/scripts/concept-seed.mjs
T
Paul BakausandClaude Fable 5 90f9eeb99b Split service layer into private impeccable-site repo
The public repo keeps the OSS promise surface: skill, CLI, extension,
tests, and the provider build. The site, labs, concept/composition
catalogs, image pipeline, Cloudflare functions, and authoring guide move
to pbakaus/impeccable-site.

concept-seed tests run against a synthetic fixture catalog; the plugin
icon and skill categories moved in-repo; build validation narrows to
README prose and non-site counts; release notes read from a sibling
impeccable-site checkout.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-20 22:41:53 -07:00

486 lines
22 KiB
JavaScript

#!/usr/bin/env node
/**
* External concept seed: the dice half of new-work's coupled-direction and
* established-world surface procedures.
*
* The model derives a grounded shortlist of candidate FORMS from the
* audience's world and the subject's cultural home (see
* reference/new-work.md). Left alone, it then always builds its #1 —
* and a single model's resonance ranking is deterministic, so every run
* in a category ships the same one or two concepts. Measured: 30/35
* identical concepts across 16 prompt framings; the model cannot roll
* its own dice.
*
* This script rolls them from outside, the same trick that made the
* palette seed work:
* - PROMOTED INDEX: which entry of the model's own resonance-ordered
* shortlist must be taken seriously beside its favorites. The dice never
* choose an ungrounded ingredient; they only refuse the argmax rut.
* - CHALLENGERS (6): outside forms from concept-ingredients.json, two from
* each challenger tier (graphic system, instrument language, atmosphere
* world), weighed
* against the derived candidates on audience identification, product
* clarity, system leverage, and use of the medium. They win only when they beat the
* grounded list; measured behavior is that they lose to strong cultural
* material and win over thin categories, which is the intended shape.
* - RE-ROLL (--reroll <n>): round n of the same base key. The script
* recomputes what rounds 0..n-1 drew, excludes all of it, and rolls a
* fresh promoted index, challengers, and staging. One base key therefore
* reproduces the entire chain of rounds.
* - RATINGS: the reviewer's approval ratings weight the challenger draw
* (3-star doubles the odds, 1-star sits out); the approved pool itself
* is unchanged.
*
* Usage:
* node scripts/concept-seed.mjs --scope direction --mode persuade
* node scripts/concept-seed.mjs --scope surface --mode operate --from <key>
* node scripts/concept-seed.mjs --scope direction --mode persuade --from <key> --reroll 1
* node scripts/concept-seed.mjs --chosen <challenger-id> --from <key> --scope direction
*
* --mode names the requested surface's mode (persuade, operate, read,
* experience) so the appended staging matches its register of work; omitted,
* the staging rolls from the full approved pool.
*
* Challenger data resolves in order: a local catalog directory (the private
* service repo, evals, and tests set IMPECCABLE_CATALOG_DIR), then the roll
* API at impeccable.style, then a degraded promotion-only seed when both are
* unavailable. --chosen sends the anonymous choice ping for API-dealt rolls;
* DO_NOT_TRACK or IMPECCABLE_NO_TELEMETRY disables it.
*
* Env vars:
* IMPECCABLE_CONCEPT_SEED — same as --from; for reproducible eval runs.
* IMPECCABLE_CATALOG_DIR — directory holding the four catalog JSON files.
* IMPECCABLE_API_URL — roll API base (default https://impeccable.style/api).
* IMPECCABLE_NO_TELEMETRY — disables the choice ping (DO_NOT_TRACK also honored).
*/
import crypto from 'node:crypto';
import { dirname, join, resolve } from 'node:path';
import { fileURLToPath } from 'node:url';
import {
approvedPoolRevision,
deterministicRank,
readConceptCatalog,
validateConceptCatalog,
WELL_TIERS,
} from './lib/concept-catalog.mjs';
import { readCompositionCatalog } from './lib/composition-catalog.mjs';
const here = dirname(fileURLToPath(import.meta.url));
// Data resolution order: a local catalog (the private service repo, evals, and
// tests point IMPECCABLE_CATALOG_DIR at one), then the roll API, then a
// degraded promotion-only seed. The full catalog does not ship with the skill.
const CATALOG_DIR = process.env.IMPECCABLE_CATALOG_DIR || here;
const API_BASE = (process.env.IMPECCABLE_API_URL || 'https://impeccable.style/api').replace(/\/$/, '');
const API_TIMEOUT_MS = Number(process.env.IMPECCABLE_API_TIMEOUT || 4000);
const localStates = new Map();
function loadLocal(catalogDir = CATALOG_DIR) {
if (localStates.has(catalogDir)) return localStates.get(catalogDir);
let localState;
try {
const catalogState = readConceptCatalog(
join(catalogDir, 'concept-ingredients.json'),
join(catalogDir, 'concept-reviews.json')
);
const validation = validateConceptCatalog(catalogState.catalog, catalogState.reviewData);
if (validation.errors.length > 0) {
throw new Error(`invalid catalog: ${validation.errors.join('; ')}`);
}
const compositionState = readCompositionCatalog(
join(catalogDir, 'composition-ingredients.json'),
join(catalogDir, 'composition-reviews.json')
);
localState = {
concepts: catalogState.concepts,
compositions: compositionState.compositions,
};
} catch {
localState = null;
}
localStates.set(catalogDir, localState);
return localState;
}
function requireLocalConcepts() {
const local = loadLocal();
if (!local) {
throw new Error('concept-seed: no local catalog (set IMPECCABLE_CATALOG_DIR or pass sourceConcepts)');
}
return local;
}
async function fetchRoll({ scope, key, mode, reroll }) {
const params = new URLSearchParams({ scope, key, reroll: String(reroll) });
if (mode) params.set('mode', mode);
const controller = new AbortController();
const timer = setTimeout(() => controller.abort(), API_TIMEOUT_MS);
try {
const response = await fetch(`${API_BASE}/roll?${params}`, { signal: controller.signal });
if (!response.ok) return null;
const roll = await response.json();
if (!Array.isArray(roll.challengers) || roll.challengers.length === 0) return null;
return roll;
} catch {
return null;
} finally {
clearTimeout(timer);
}
}
function telemetryDisabled() {
return Boolean(process.env.IMPECCABLE_NO_TELEMETRY || process.env.DO_NOT_TRACK);
}
// Anonymous choice ping: records only that a dealt world was selected.
// Fire-and-forget; never fails the caller.
export async function pingChosen({ chosenId, key, scope, mode }) {
if (telemetryDisabled() || !chosenId) return false;
const controller = new AbortController();
const timer = setTimeout(() => controller.abort(), API_TIMEOUT_MS);
try {
await fetch(`${API_BASE}/chosen`, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ chosenId, key, scope, mode }),
signal: controller.signal,
});
return true;
} catch {
return false;
} finally {
clearTimeout(timer);
}
}
export function renderChallenger(concept, index) {
const system = concept.system.map(rule => ` - ${rule}`).join('\n');
return ` ${index + 1}. ${concept.form}
CREATIVE SPARK: ${concept.spark}
SYSTEM GRAMMAR:
${system}
WEB LEVERAGE: ${concept.webLeverage}`;
}
export function renderStaging(composition) {
const grammar = composition.grammar.map(rule => ` - ${rule}`).join('\n');
return ` ${composition.form}
SPARK: ${composition.spark}
STAGING GRAMMAR:
${grammar}
WEB LEVERAGE: ${composition.webLeverage}`;
}
// One approved staging from the composition catalog, rolled deterministically.
// Returns null while the composition pool has no approved entry for the
// requested mode. Cross-mode fallback would turn an absent staging into a
// misleading one. A re-roll excludes earlier stagings until the pool runs out.
export function selectApprovedStaging({ scope, key, reroll = 0, mode = null, sourceCompositions = null }) {
const pool = sourceCompositions ?? requireLocalConcepts().compositions;
let approved = pool.filter(composition => composition.status === 'approved');
if (approved.length === 0) return null;
if (mode) {
const matching = approved.filter(composition => composition.surface === mode);
if (matching.length === 0) return null;
approved = matching;
}
const prior = new Set();
let pick = deterministicRank(approved, `${scope}:${key}:staging`)[0];
for (let round = 1; round <= reroll; round += 1) {
prior.add(pick.id);
const pool = approved.filter(composition => !prior.has(composition.id));
pick = deterministicRank(
pool.length > 0 ? pool : approved,
`${scope}:${key}:staging:reroll-${round}`
)[0];
}
return pick;
}
export function selectApprovedChallengers({ scope, key, reroll = 0, sourceConcepts = null }) {
const source = sourceConcepts ?? requireLocalConcepts().concepts;
const approved = source.filter(concept => concept.status === 'approved');
// Direction chooses a durable identity, so it draws worlds; surface designs
// one page inside a committed identity, so it draws stagings. Duals serve
// both. A tier with no matching-strength approvals falls back to its full
// approved pool rather than starving the roll.
const wanted = scope === 'direction'
? new Set(['world', 'dual'])
: new Set(['composition', 'dual']);
const approvedByTier = new Map();
for (const concept of approved) {
const tier = approvedByTier.get(concept.wellTier) || [];
tier.push(concept);
approvedByTier.set(concept.wellTier, tier);
}
if (WELL_TIERS.some(tier => !(approvedByTier.get(tier) || []).length)) {
throw new Error('concept-seed: every challenger tier needs at least one approved concept');
}
for (const [tier, pool] of approvedByTier) {
const matching = pool.filter(concept => wanted.has(concept.strength));
if (matching.length > 0) approvedByTier.set(tier, matching);
}
// Two challengers per tier, so every roll carries near-zero-translation
// graphic systems beside instrument languages and atmosphere worlds, with
// the second pick preferring a different family for diversity. Tier order
// in the rendered list is rolled too, to avoid positional bias.
// Approval ratings weight the draw: a 3-star world earns a second ticket
// (roughly double odds), a 1-star keeps its approval for direct briefs but
// leaves the challenger pool unless a tier has nothing else.
const ticketsFor = pool => pool.flatMap(concept => {
const rating = concept.review?.rating;
if (rating === 1) return [];
return rating === 3
? [{ concept, ticket: 0 }, { concept, ticket: 1 }]
: [{ concept, ticket: 0 }];
});
const pickRound = (round, excluded) => {
const salt = round === 0 ? '' : `:reroll-${round}`;
const tierOrder = deterministicRank(
WELL_TIERS.map(id => ({ id })),
`${scope}:${key}:tiers${salt}`
).map(item => item.id);
return tierOrder.flatMap((tier, index) => {
let pool = approvedByTier.get(tier).filter(concept => !excluded.has(concept.id));
// A tier exhausted by prior rounds falls back to reuse over starvation.
if (pool.length === 0) pool = approvedByTier.get(tier);
let tickets = ticketsFor(pool);
if (tickets.length === 0) tickets = pool.map(concept => ({ concept, ticket: 0 }));
const ranked = deterministicRank(
tickets,
`${scope}:${key}:challenger-${index}${salt}`,
entry => `${entry.concept.id}#${entry.ticket}`
);
const order = [];
const seen = new Set();
for (const entry of ranked) {
if (seen.has(entry.concept.id)) continue;
seen.add(entry.concept.id);
order.push(entry.concept);
}
const first = order[0];
const second = order.find(concept => concept.familyId !== first.familyId)
|| order.find(concept => concept.id !== first.id);
return second ? [first, second] : [first];
});
};
// Round n of a re-roll chain excludes everything rounds 0..n-1 drew, so the
// same base key reproduces the whole chain.
const excluded = new Set();
let picks = pickRound(0, excluded);
for (let round = 1; round <= reroll; round += 1) {
for (const pick of picks) excluded.add(pick.id);
picks = pickRound(round, excluded);
}
return {
approved,
picks,
poolRevision: approvedPoolRevision(source),
catalogCount: source.length,
};
}
const SEED_MODES = new Set(['persuade', 'operate', 'read', 'experience']);
export function renderConceptSeed({
scope = 'surface',
key = process.env.IMPECCABLE_CONCEPT_SEED || crypto.randomBytes(4).toString('hex'),
reroll = 0,
mode = null,
catalogDir = CATALOG_DIR,
_resolvedData = undefined,
} = {}) {
if (scope !== 'surface' && scope !== 'direction') {
throw new Error('concept-seed: --scope must be direction or surface');
}
if (!Number.isInteger(reroll) || reroll < 0) {
throw new Error('concept-seed: --reroll must be a non-negative integer');
}
if (mode !== null && !SEED_MODES.has(mode)) {
throw new Error('concept-seed: --mode must be persuade, operate, read, or experience');
}
const unit = (salt) => {
const h = crypto.createHash('sha256').update(`${scope}:${salt}:${key}`).digest();
return h.readUInt32BE(0) / 0xffffffff;
};
const indexSalt = reroll === 0 ? 'index' : `index:reroll-${reroll}`;
const buildIndex = 3 + Math.floor(unit(indexSalt) * 5); // 3..7
// Local catalog first (private repo, evals, tests), then the roll API,
// then a degraded promotion-only seed. The promoted index is pure local
// math, so even a fully offline run keeps the anti-argmax mechanism.
let data = _resolvedData ?? null;
if (_resolvedData === undefined) {
const local = loadLocal(catalogDir);
if (local) {
const { approved, picks, poolRevision, catalogCount } = selectApprovedChallengers({
scope,
key,
reroll,
sourceConcepts: local.concepts,
});
data = {
source: 'local',
poolRevision,
approvedCount: approved.length,
catalogCount,
challengers: picks,
staging: selectApprovedStaging({ scope, key, reroll, mode, sourceCompositions: local.compositions }),
};
} else {
// Keep local renders synchronous for prepared eval sessions and tests;
// installed skills without a bundled catalog resolve through the API.
return fetchRoll({ scope, key, mode, reroll }).then(roll => renderConceptSeed({
scope,
key,
reroll,
mode,
catalogDir,
_resolvedData: roll ? {
source: 'api',
poolRevision: roll.poolRevision,
approvedCount: roll.approvedCount,
catalogCount: roll.catalogCount,
challengers: roll.challengers,
staging: roll.staging,
} : null,
}));
}
}
const promotedInstruction = scope === 'direction'
? `After ordering the grounded coupled directions by product fit, promote
candidate ${buildIndex} into the serious shortlist. Each candidate must join
a durable visual system to a concrete expression for the requested first
surface; select or revise that pair as one decision. It must survive the
current task plus navigation, quiet and dense content, interaction and state,
and a substantially different future surface.`
: `After ordering the task's grounded structural candidates by resonance,
promote candidate ${buildIndex} into the serious shortlist. In an attended
run, present it beside the strongest materially different candidates and
let the user select or revise the surface concept. In a truly unattended
run, use it when it survives audience identification, product clarity,
system leverage, and use of the medium.`;
const challengerInstruction = scope === 'direction'
? `Translate each challenger's organizing logic into reusable identity grammar
and a strong first-surface structure before judging it. Noticeable form is
allowed when the product stays clear. Compare audience identification,
product clarity, system leverage, and use of the medium.`
: `A challenger wins only when it beats the grounded list on audience
identification, product clarity, system leverage, and use of the medium. It may change task topology or
interaction, but never the committed visual identity.`;
const authorityInstruction = scope === 'direction'
? `PRODUCT.md and explicit incumbent brand commitments constrain every coupled
direction. The seed never chooses exact colors, fonts, tokens, or a user
preference, and it never permits the world and first surface to be selected
independently.`
: `PRODUCT.md and DESIGN.md constrain every surface candidate's identity
vocabulary; they do not cancel task-level composition. The seed never
authorizes a new palette, type system, material world, or unfamiliar control
behavior.`;
const richnessInstruction = `The CREATIVE SPARK is a visual world, artifact, or graphic tradition people
would genuinely choose to enter, study, or explore, and whose palette,
materials, type voice, and component grammar a designer could sketch on
sight, not decorative art direction. The challengers are drawn two from each
translation tier: graphic systems that map to interface almost directly,
instrument or display languages that carry interaction physics, and material
or performed worlds that need the largest translation step; judge
each in its own register and pay that translation cost honestly. Translate
its scale, material, spatial or compositional law, tension, rhythm, and
memorable human experience into product structure. Inherit a movement's or
artifact's rules, never just its name: grid, geometry, ornament logic,
material behavior, and information structure become the interface's. Preserve
the spark's imaginative distance: do not collapse a galaxy into a mission
dashboard, a forest into a taxonomy app, or a performance into a control
console. Translation is complete only when the source name and physical prop
can disappear while a product-native relationship, state change, or proof
remains. A carrier survives only when product evidence makes it functional;
never name a candidate after the prompt merely to preserve the spark. Use
Three.js, generative motion, film language, typography, craft,
or another ambitious medium when it materially strengthens the task; keep
semantic structure and graceful fallbacks fully capable.`;
if (!data) {
return `${scope.toUpperCase()} CONCEPT SEED (key: ${key}; mode: ${mode ?? 'unscoped'}; source: degraded; rerun with --scope ${scope}${mode ? ` --mode ${mode}` : ''} --from ${key}${reroll > 0 ? ` --reroll ${reroll}` : ''})
PROMOTED INDEX: ${buildIndex}
${promotedInstruction}
The promotion exists to refuse the model's ranking rut, not to outrank the
user or the brief. Never expose promotion metadata in choice labels or order.
No challengers this run: the roll service was unreachable and no local
catalog exists. Proceed with the grounded candidates alone; the promotion
above still applies at full strength.
${authorityInstruction}
A user- or brief-pinned decision beats the roll, always.
`;
}
const stagingBlock = data.staging
? `\n${scope === 'direction' ? 'FIRST-SURFACE STAGING (identity-free; pair it with the chosen world and judge the pair as one decision):' : 'STAGING CHALLENGER (identity-free; dress it in the committed visual identity before judging):'}
${renderStaging(data.staging)}
A staging organizes attention, sequence, and manipulation; it never brings a
palette, typeface, or material. It competes on structure alone and loses to a
grounded structure that fits the product better.\n`
: '';
const rerollBlock = reroll > 0
? `RE-ROLL ROUND ${reroll}: every candidate presented in earlier rounds, grounded
and challenger alike, is eliminated and may not return reworded. Derive
genuinely new grounded candidates from unexplored angles before judging
these fresh challengers.\n`
: '';
const telemetryBlock = data.source === 'api'
? `TELEMETRY: if the resolved direction uses one of these challengers, rerun
this script once with --chosen <challenger-id> --from ${key} --scope ${scope}${mode ? ` --mode ${mode}` : ''}
after resolution. The ping is anonymous (chosen id only) and is skipped
automatically when DO_NOT_TRACK or IMPECCABLE_NO_TELEMETRY is set.\n`
: '';
return `${scope.toUpperCase()} CONCEPT SEED (key: ${key}; mode: ${mode ?? 'unscoped'}; source: ${data.source}; approved pool: ${data.poolRevision}; ${data.approvedCount}/${data.catalogCount} human-approved; rerun with --scope ${scope}${mode ? ` --mode ${mode}` : ''} --from ${key}${reroll > 0 ? ` --reroll ${reroll}` : ''} to reproduce this roll against this catalog revision)
${rerollBlock}PROMOTED INDEX: ${buildIndex}
${promotedInstruction}
The promotion exists to refuse the model's ranking rut, not to outrank the
user or the brief. Never expose promotion metadata in choice labels or order.
CHALLENGERS:
${data.challengers.map(renderChallenger).join('\n')}
${stagingBlock}${challengerInstruction}
${authorityInstruction}
${richnessInstruction}
${telemetryBlock}A user- or brief-pinned decision beats the roll, always.
`;
}
if (process.argv[1] && resolve(process.argv[1]) === fileURLToPath(import.meta.url)) {
const args = process.argv.slice(2);
const fromIdx = args.indexOf('--from');
const scopeIdx = args.indexOf('--scope');
const rerollIdx = args.indexOf('--reroll');
const modeIdx = args.indexOf('--mode');
const chosenIdx = args.indexOf('--chosen');
try {
if (chosenIdx !== -1) {
// Choice ping: always exits 0, telemetry must never fail a design flow.
const sent = await pingChosen({
chosenId: args[chosenIdx + 1],
key: fromIdx !== -1 ? args[fromIdx + 1] : undefined,
scope: scopeIdx !== -1 ? args[scopeIdx + 1] : undefined,
mode: modeIdx !== -1 ? args[modeIdx + 1] : undefined,
});
process.stdout.write(sent ? 'choice recorded\n' : 'choice ping skipped\n');
} else {
process.stdout.write(await renderConceptSeed({
scope: scopeIdx !== -1 ? args[scopeIdx + 1] : 'surface',
key: fromIdx !== -1
? args[fromIdx + 1]
: (process.env.IMPECCABLE_CONCEPT_SEED || crypto.randomBytes(4).toString('hex')),
reroll: rerollIdx !== -1 ? Number(args[rerollIdx + 1]) : 0,
mode: modeIdx !== -1 ? args[modeIdx + 1] : null,
}));
}
} catch (error) {
process.stderr.write(`${error instanceof Error ? error.message : String(error)}\n`);
process.exitCode = 1;
}
}