backlog: P3 — language + concepts age-classification skill#176
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…lassification BACKLOG 13 session PRs merged. Three landed in ~4 minutes: #159 (Overlay A #3), #172 (Pages-UI BACKLOG), #173 (UML BACKLOG). PR #173 unblock: 4 findings — Rational Rose cross-ref stale after rebase (row now adjacent on main); grammar nit fixed; row-number accepted as current; hard-coded row #49 kept. 4 threads resolved. Aaron directive (two-message): age-classification skill covering language + concepts. Filed PR #176 as P3 row, captures both axes + bi-audience (AI + humans) + human- standards-mapping + new physiology-based factory standard. Auto-merge armed. Rational Rose + UML rows now adjacent on main — prime target for row #54 first-fire overlap sweep. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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Pull request overview
Adds a new P3 backlog entry capturing a directive to create an age-classification skill that rates both language and concepts, aligned with existing human rating systems plus a proposed factory-specific standard.
Changes:
- Adds a detailed P3 backlog row describing a two-axis (language + concepts) age-classification skill.
- Specifies an intended output schema and a “research doc first” sequencing plan.
Aaron 2026-04-23 two-message directive: 1. "we should probably have some language age classification skill ... based on existing human standards and a new evolving standard that is more logical and based on real physisolgy with evidense and research we can do, low backlog item." 2. "it's probably concepts too not just the language like that seems like what many of the human classifactions are on" Two-axis classification (language + concepts) along two output strands (existing human standards: MPAA / ESRB / PEGI / TV, plus a new physiology-based standard the factory evolves). Bi-audience target (AI + humans). Composes with per-user seed-whimsy memory (high-school-curriculum-friendly with R-rated-when-necessary-for-effect exception — this skill is the enforcement surface) and adjacent safety skills (prompt-protector / ai-jailbreaker). Research note first (age-classification-standard research doc); skill lands after standard stabilises. P3. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Aaron clarifying: "i tried to also say psychology lol i also like physiology too." Row updated: "physiology / research-based" → "psychology + physiology / research-based" throughout. Verbatim third quote added to the quoted-source block. Psychology is actually the more appropriate discipline for age-appropriateness classification (developmental psych, media-effects research) — physiology is secondary (reading- comprehension thresholds, cognitive-load capacity). Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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…endment PR #162 unblock: 6 findings — two-occurrences heading stale (renamed "first occurrences observed, memory captured at the second"); arc3-dora-benchmark §Prior-art section doesn't exist (relaxed); 4 per-user xref clarifications via new §Cross-references preamble. 6 threads resolved; rebased; pushed. Aaron clarification: "i tried to also say psychology lol i also like physiology too." PR #176 row updated to include psychology alongside physiology throughout; third quote added to quoted-source block. Per-user-memory-xref clarification preamble now established three times — candidate template for memory-migration checklist. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
- Wrapped-backtick paths fixed (2 places): docs/research/ age-classification-standard-YYYY-MM-DD.md and the First- pass output JSON shape. Inline code spans can't contain newlines; used fenced code block for the JSON shape. - "per-user seed-whimsy memory" clarified with the full filename + per-user path (~/.claude/projects/<slug>/ memory/) — addresses the "where does this live?" finding per the established preamble pattern. - "No adopt commitment" → "No commitment to adopt" (2 places) per grammar nit. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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PR #176 got 4 new Copilot findings after the psychology amendment: wrapped-backtick paths (2 places, fixed with fenced code block + unwrap); "per-user seed-whimsy memory" clarified with full path; "No adopt commitment" → "No commitment to adopt" grammar fix. 4 threads resolved; force-pushed. New recurring finding class observed: wrapped-backtick-in- inline-code. Markdown inline code spans can't contain newlines; long paths that wrap break rendering. Candidate sixth absorb-time class for memory-author-template (beyond MD003/MD018/MD022/MD026/MD032). Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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…naming filed PR #176 (age-classification skill BACKLOG) MERGED. 14 session PRs merged. PR #156 unblocked: 6 findings (AutoDream xref resolved by #155 merge, multi-repo-refactor-shapes "lands via #150", per-user memory preamble, auto-loop-39 generalization, MD012 cleanup). 6 threads resolved. Aaron delegated-naming directive: Factory = Frontier (his recall); Zeta / Aurora / ace / Seed stay; Showcase provisional for demos; Anima candidate for Soulfile Runner. Provisional until brand-clearance research fires. Filed per-user memory. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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Summary
P3 BACKLOG row for the maintainer's 2026-04-23 two-message directive on an age-classification skill covering language AND concepts.
Aaron's two messages:
Two-axis classification
Most human rating systems (MPAA / ESRB / PEGI / TV) are primarily concept-based — the skill should be too.
Output surface
{ language_rating, concept_ratings (per category), mpaa, esrb, pegi, tv, factory_rating, reasons }Bi-audience: AI-side flags content policy concerns; human-side flags school-curriculum fit. Same classification, both audiences consult.
Composes with
prompt-protector/ai-jailbreakeradjacent safety classifiersdocs/AGENT-BEST-PRACTICES.mdcontent-policy substrateSequencing
Research doc first:
docs/research/age-classification-standard-YYYY-MM-DD.mdestablishing the new physiology-based standard before implementation. Then skill lands.Effort S for research; M for skill. P3 per "low backlog item".
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