Commit Graph
81 Commits
Author SHA1 Message Date
Magnus HedemarkandGitHub 79caa0bb25 feat(backend): add event and coexistence patterns (#361)
Add outbox/inbox implementation, idempotent message handling, migration coexistence seams, evals, and exact specialist routing.\n\nAI-assisted: Jasper orchestrated implementation and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-21 03:53:10 -04:00
Magnus HedemarkandGitHub 11381f89c3 feat: add multi-tenant SaaS architecture (#360)
Add tenant semantics, planes, tenancy models, lifecycle and commercial handoffs, operations, templates, evals, and specialist routing.\n\nAI-assisted: Jasper orchestrated implementation and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-21 03:13:16 -04:00
Magnus HedemarkandGitHub 8174e820e2 feat: add enterprise architecture methodology (#359)
Add capability and portfolio mapping, state transitions, operating models, decision rights, stakeholder information, templates, evals, and neighboring-owner routing.\n\nAI-assisted: Jasper orchestrated implementation and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-21 02:49:55 -04:00
Magnus HedemarkandGitHub 73a4250f74 feat: add software architecture methodology (#358)
Add system-level architecture design, tradeoff, distributed workflow, evolution, facilitation, template, eval, and adjacent-owner routing guidance.\n\nAI-assisted: Jasper orchestrated implementation and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-21 02:03:24 -04:00
Magnus HedemarkandGitHub cc70502f79 feat(radar): make architecture governance proportional (#357)
Replace board-centric defaults with consequence-driven governance modes, feedback loops, exceptions, and clear ownership boundaries.\n\nAI-assisted: Jasper orchestrated implementation and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-21 01:20:21 -04:00
Magnus HedemarkandGitHub a56360b9a2 feat(adr): deepen fitness-function evidence (#356)
Add a lifecycle method and reusable record for connecting architecture decisions to checks, evidence, review, exceptions, and retirement.\n\nAI-assisted: Jasper orchestrated implementation and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-21 00:51:46 -04:00
Magnus HedemarkandGitHub db2ad850be feat(architecture): deepen codebase analysis (#355)
Add evidence lenses for characteristics, coupling, decomposition, data authority, workflows, health reporting, and eval coverage.\n\nAI-assisted: Jasper orchestrated implementation and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-21 00:09:03 -04:00
Magnus HedemarkandGitHub cc0274f392 feat(api): add landscape governance and topology (#354)
Add portfolio, lifecycle, topology, policy-placement, assessment, and eval guidance while preserving contract ownership boundaries.\n\nAI-assisted: Jasper orchestrated implementation and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-20 23:44:27 -04:00
Magnus HedemarkandGitHub fe9b268db7 feat(migration): add service extraction guidance (#353)
Add evidence-first extraction patterns, assessment templates, modular-monolith retention criteria, and eval coverage.\n\nAI-assisted: Jasper orchestrated implementation and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-20 23:24:06 -04:00
Magnus HedemarkandGitHub f73162d176 feat: add GxP AI governance coverage (#348)
* feat: add GxP AI governance coverage

* fix: complete GxP governance attribution and evaluation coverage

* fix: complete GxP provenance references

* fix: expose GxP routing and complete research provenance

* chore: regenerate marketplace metadata

* chore: regenerate marketplace metadata

* chore: regenerate llms skill catalog
2026-08-20 22:48:41 -04:00
Magnus HedemarkandGitHub 3d8ad446b9 feat(data-architect): add mesh and event product guidance (#350)
Add readiness, governance, recovery, pattern, workshop, and eval coverage for operational data architecture decisions.\n\nAI-assisted: Jasper orchestrated research, implementation, and verification with OpenCode.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-20 22:28:08 -04:00
Magnus HedemarkandGitHub c990f0531c feat(skill): add actuarial risk modeling methodology (#332)
* feat(skill): add actuarial risk modeling methodology

* fix(skill): refresh generated catalogs
2026-08-20 16:20:48 -04:00
Magnus HedemarkandGitHub fe71295226 feat: add digital-twin skill (#326)
Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-19 13:30:25 -04:00
Magnus HedemarkandGitHub b57fe513e8 feat: add dedicated AEO skill
Merge dedicated AEO skill with implementation references, templates, scripts, evals, and SEO routing.
2026-08-18 20:45:14 -04:00
Magnus HedemarkandGitHub dde5fa1020 feat: add data-cleaning skill bundle (#324)
Merge authorized after exact-head validation and paired evaluation checks passed. The follow-up Droid review run on head df31b25 stalled in the model step and ended with an automation error; its actionable findings from the prior review were fixed and independently verified.
2026-08-17 22:00:57 -04:00
Magnus HedemarkandGitHub b6a96eb22e feat: add ascii-city-engine skill (#321)
* feat: add ascii-city-engine skill

New skill teaching portable first-person colored-ASCII city engines and
small GIS-derived city packs:

- references/engine-architecture.md: terrain height function, ground-
  attached pedestrian physics (feet_z=terrain(x,y), step/slope limits,
  building-footprint collision with wall sliding), fisheye-corrected
  raycast-to-ASCII pipeline, glyph density ladder, deterministic color.
- references/city-provider-contract.md: manifest + world-tile semantics,
  single-height-per-column v1 limit, reserved surface-graph extension.
- references/gis-ingestion.md: USGS 3DEP/OSM/municipal source classes,
  meter-CRS reprojection, unit checks, 3.2 m/floor height fallback,
  provenance/confidence recording.
- references/raleigh-poc.md: numeric downtown bbox, named sources with
  URLs, acquire/convert/validate commands, 4 human acceptance checks.
- templates/: city-pack-manifest + world JSON Schemas.
- scripts/validate-city-pack.py: pure-stdlib offline validator (78 rules).
- assets/raleigh-downtown-sample/: committed coarse pack (30 real OSM
  buildings, 25 road/path surfaces, 78x64 10 m terrain) <= 64K.
- assets/ascii-city-engine.html: dependency-free Canvas 2D engine.
- evals/evals.json: 6 schema-valid cases incl. runtime-specificity and
  large-GIS-commit refusal boundaries.
- README.md catalog entry.

AI-assisted contribution (Hermes Agent, spec-driven-development pipeline).

* chore: regenerate claude marketplace for ascii-city-engine

* chore: regenerate codex plugin and llms.txt for ascii-city-engine

* fix(ascii-city-engine): address droid-review findings on PR #321

1. [P2] Engine scaffold now reads manifest.json for spawn + first tile
   instead of hardcoding (315,385) — restores pack interchangeability.
2. [P2] Validator all_points() guards isinstance(dict) so structurally
   invalid tiles report FAIL instead of crashing with AttributeError.
3. [P2] raleigh-poc acceptance walk: correct duration/elevation math
   (~25s/~100m to ~100.9m at (315,505); ~95s to north edge ~103.0m).
4. [P3] known-limitations: match committed data — 5/30 explicit OSM
   height (0.88), 25 floor-estimated (0.72), not ~26%/0.55/0.35.
5. [P3] bbox: document tangent-plane 632x779m vs normalized 630x770m
   working extent instead of asserting 630x770 as the conversion result.
6. [P3][security] cap polygon vertices (2000), elevation cells (4M),
   feature count to prevent O(n^2) CPU-exhaustion on crafted packs.

Verified: sample pack 79/79 PASS exit 0; broken fixture exit 1; droid
AttributeError repro now FAILs cleanly; 5000-vertex footprint rejected
in 58ms; node --check OK; validate-skills.rb 154 green; blocklist clean.
2026-08-15 21:13:11 -04:00
Magnus Hedemarkandfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com> 96721d647f feat(ai-governance): assemble SKILL.md router, README, evals, and repo integration
Add the trigger/router SKILL.md (description, you-own/don't-own table, router
tables accounting for every bundled file, When-not-to-use, neighbor routing), the
human-facing README, the schema-valid evals manifest with six output-quality cases,
the root README catalog entry, the skill-triggers row, and regenerated llms.txt plus
the three marketplace/plugin artifacts.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-14 20:47:04 -04:00
Magnus Hedemarkandfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com> 0a7c6b9a1f fix(skills): rework moved-skill descriptions to pass quality gate
Rework the description frontmatter of 4 moved skills (tailscale, and
workflow-architect sub-skills bundle-builder, interviewer, observer) so each
starts with a recognized imperative verb, and add "## When not to use" body
sections to all 13 moved skills surfaced by the flatten move (research-and-vault,
tailscale + its 7 sub-skills, workflow-architect + its 3 sub-skills) so every
one defines a negative boundary. Trigger vocabulary is preserved and every
description stays under 1024 chars. Regenerate llms.txt and
.claude-plugin/marketplace.json, which embed the tailscale description.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-14 16:13:32 -04:00
Magnus Hedemarkandfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com> 2c78dfcca3 feat(semantic-spacetime): add format-compliant M1 skill core
Add the semantic-spacetime skill skeleton: a thin SKILL.md router with
triggers/anti-triggers, Load By Need, Quick Start, Related Skills, gotchas,
and exit conditions; a human-facing README; MIT license; deep
provenance-marked theory references (foundations, glossary, bibliography);
the versioned sst-model-v1 template pair; a 6-case schema-v1 eval manifest;
the root README catalog entry; regenerated marketplace and llms artifacts;
and the skill-triggers row.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-12 22:33:47 -04:00
Magnus Hedemarkandfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com> ffd05b2e1d feat(skill): promise-theory catalog integration
Add the promise-theory skill to the repository catalog: root README entry,
regenerated llms.txt and marketplace/plugin packaging, and a
references/skill-triggers.md row.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-11 23:41:52 -04:00
Magnus Hedemarkandfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com> 4a5f18e435 feat(skill): incorporate supabase/evals harness into supabase skill
Add references/agent-evals.md documenting the official supabase/evals
harness: eval/experiment concepts, the tools and local-stack runtimes,
run and result-viewing commands, and a mapping of harness scenarios to
the skill's operating references. Route to it from the supabase
"Choose the path" table and from postgres, agent-evals-and-observability,
backend-engineering, and data-engineering. Add two eval cases covering
the new reference and keep the generated catalog artifacts current.

Closes #271

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-09 18:05:33 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
6fe5aed86e feat(skill): rename writing skill to writers-helper (#302)
Rename the skill directory to writers-helper and update the name field,
eval manifest skill_name, skill README title and example paths, root
README catalog entry, and the skill-triggers index. Regenerate llms.txt,
.claude-plugin/marketplace.json, .codex-plugin/plugin.json, and
.agents/plugins/marketplace.json from their generators. Content is
unchanged.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-08 13:06:46 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
ecdfc658c1 feat(skill): add writing skill for the full writing lifecycle (#301)
Add writing/, a comprehensive writer's personal skill distilled from a
44-book writing-craft and publishing library. Ships 10 expert references
(planning and research, craft and structure, prose and style, drafting,
editing and revision, blocks and prompts, habits and lifestyle,
publishing and career, genres and formats, pitfalls and solutions),
13 fill-in templates (premise canvas through book proposal, query
letter, and submission log), and 5 Python helper scripts (position-aware
prompt generator, session planner, manuscript stats analyzer, habit
journal, submission tracker). All content is original paraphrase and
synthesis; no copyrighted source material is reproduced.

Add the catalog entry at its sorted position and regenerate llms.txt,
.claude-plugin/marketplace.json, .codex-plugin/plugin.json, and
.agents/plugins/marketplace.json from their generators.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-08 12:53:55 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
9a42be585e feat(skill): add genius-life creativity practice skill (#299)
* feat(skill): add genius-life core skill files

Add genius-life/SKILL.md and the six references/ files (creative-process,
practice-mode, development-mode, practices-catalog, evidence-basis,
scope-and-safety) as original synthesis from the mission research library,
with copyright-compliant paraphrase, named-fellow attribution, and honest
framing. Templates, README, evals, and catalog integration ship in later
features.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* feat(skill): add genius-life templates, README, and evals

Add six fillable worksheets (talent audit, session plan, project
worksheet, conditions audit, incubation log, risk and failure review),
a human-facing README with the repository's required sections, and a
12-case eval manifest covering both modes and the required boundary
behaviors.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* feat(skill): add genius-life to catalog and regenerate artifacts

Add the genius-life README catalog entry at its sorted position and
regenerate llms.txt, .claude-plugin/marketplace.json, .codex-plugin/plugin.json,
and .agents/plugins/marketplace.json from their generators.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

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Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-08 01:31:20 -04:00
Magnus HedemarkandGitHub c44685800e feat: add personalized travel-guide skill
Add the personalized travel dossier skill, its portable evaluation cases, rendering and privacy helpers, tests, and synchronized discovery catalogs.

Authored by Jasper (AI agent on behalf of Magnus Hedemark).
2026-08-07 23:34:19 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
f37dc73829 feat(skill): add anydoc — office documents to GitHub-Flavored Markdown (#295)
* feat(skill): add anydoc core content and references

Add the anydoc skill content tree: SKILL.md (progressive-disclosure index
with frontmatter per ALLOWED_FIELDS), human-facing README, the five reference
files (formats, cli-reference, errors, workflows, sources), 24 committed
fixtures (valid + error cases), and a fixture-grounded eval manifest with 8
cases. Every documented behavior, exit code, and error message was verified
against the real pinned CLI (npx -y @firecrawl/anydoc@0.1.6); verbatim --help
and error transcripts are reproduced character-for-character.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* feat(skill): add anydoc wrapper script and unit tests

Implements scripts/anydoc, a stdlib-only Python wrapper around the pinned
@firecrawl/anydoc@0.1.6 CLI: convert/batch/info subcommands, global
--json/--dry-run, input and output pre-validation, friendly hints for the
no-OCR/encrypted/malformed/unsupported error classes, Node >= 20 and npx
availability checks, deterministic batch output naming with documented
duplicate/collision behavior, and exit codes 0/1/2. Adds offline unittest
suite (46 tests, real-CLI tests skip when npx is unavailable) and keeps the
wrapper contract documented in cli-reference.md and errors.md.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* feat(skill): ratchet anydoc evals to 14 grounded cases

Verify the pre-authored 8-case manifest and extend it with six
high-signal cases (PDF lower-fidelity pipeline, legacy .ppt table
flattening, ODP same-serializer, RTF, EPUB, CSV header promotion),
each grounded in real pinned-CLI runs against the committed fixtures.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* feat(skill): integrate anydoc into repo catalog and artifacts

Add the sorted anydoc catalog entry to README.md (between agent-skills
and api-design-and-evolution), regenerate the tracked catalog artifacts
(.claude-plugin/marketplace.json, .codex-plugin/plugin.json,
.agents/plugins/marketplace.json, llms.txt) with the ruby generators,
and add a routing note to documents/SKILL.md pointing office-document
to-markdown conversion at the anydoc skill.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* fix(skill): polish anydoc wrapper timeout, JSON shape, and docs

- run_cli raises CliTimeoutError on the 120s timeout; convert/batch with
  --json now emit one parseable JSON error envelope (error_class "timeout")
  on stdout before exiting, so --json always yields exactly one JSON doc
- batch JSON failure entries (pre-validation and CLI) now carry error_class
  ("io" for missing/dir inputs, mapped classes for CLI failures), so all
  batch failure entries share the same shape
- build_cli_command places -o/-f before the -- separator for dash-leading
  filenames, so `convert -f csv -- -weird` converts instead of misparsing
  ("unexpected second input"); absolute-path inputs unchanged
- workflows.md vault-ingestion recipe globs notes/* instead of docs/* and
  warns to run from a temp/vault dir, never touching repo-root docs/
- unit tests: +6 (timeout envelope x4, batch error_class shape,
  dash-leading filename); suite grows 46 -> 52

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

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Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-06 20:11:19 -04:00
Magnus HedemarkandGitHub a4db8e7d43 Add forward-deployed-engineering bundle (#292)
* feat: add forward deployed engineering bundle

* fix: close FDE bundle review findings
2026-08-06 00:37:47 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
3eb7bd4096 feat(validation): enforce 60K-char cap on skill reference files (#279)
* feat(validation): enforce 60K-char cap on skill reference files

Implements issue #277:

- validate-references.rb: new oversized_reference_errors check — every
  references/*.md must be <= 60,000 characters; error reports path, size,
  and the split-and-reindex remediation; wired into validate-skills.rb
- test-validate-skills.rb: 5 fixture tests (under-limit passes, over-limit
  fails with path+size, exactly-at-limit passes, remediation message,
  non-.md ignored); the suite now runs in validate.yml after the format
  check (it was previously untested in CI)
- Docs: agent-skills/SKILL.md, agent-skills/references/best-practices.md,
  and the AGENTS.md Format Compliance table document the cap and the
  split-and-reindex procedure
- Compliance: split remote-systems-administration/references/ansible.md
  and programming-principles/references/refactoring-guru.full.md into an
  index + focused parts (content moved verbatim); SKILL.md routing,
  README, and source-index references updated; pre-existing stale
  refactoring-guru-smells.md reference repointed to the index
- Fix pre-existing quality-gate violations in the programming-principles
  and remote-systems-administration descriptions (imperative verb +
  negative boundary) so this PR's CI quality step passes; regenerated
  llms.txt and marketplace artifacts

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* test(evals): add eval manifests to modified skills for ratchet

The eval-coverage ratchet requires schema-valid eval manifests for any
skill modified once coverage is past 50%. This PR modifies
programming-principles and remote-systems-administration (splitting
their oversized references), so add evals/evals.json to both:

- programming-principles: 6 output-quality cases (task-to-book mapping,
  principled code review, refactor-vs-rewrite, no-op detection, rule
  distillation, principle conflicts)
- remote-systems-administration: 6 output-quality cases (discovery
  before change, smallest control plane, rollback planning, platform
  identification, verification evidence, escalation on missing
  authority)

Coverage: 87/145 (60.0%) schema-valid; ratchet clean.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

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Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-04 22:39:14 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
d346970bf8 feat(skill): add dsm5 — evidence-based companion to the DSM-5-TR (#276)
Adds the dsm5 skill: an evidence-based conversational expert grounded in
the DSM-5-TR (American Psychiatric Association, 2022) for clinicians,
practitioners, patients, and family members.

- SKILL.md: safety-first conversation workflow (triage -> clarify ->
  route -> compare criteria -> differentials -> calibrated conclusion),
  reference routing table, crisis protocol, audience adaptation
- references/: 28 files — foundation (00-02), all 22 DSM-5-TR diagnostic
  classes (10-31), Part III measures/culture/AMPD/conditions-for-further-
  study (32-33), and cross-cutting differentials (40). Criteria are
  paraphrased with exact counts, durations, specifiers, and ICD-10-CM
  codes, plus per-disorder clinician and patient/family conversation
  guides
- scripts/lookup.py: stdlib keyword search across the reference library
  (--json/--list/--max/-q)
- evals/evals.json: 9 output-quality cases (schema v1)
- README.md: human-facing overview, install notes, and APA attribution
- Catalog entries and generated artifacts (llms.txt, marketplace
  plugins) regenerated; all repo validators pass

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-04 21:30:11 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
6f67a34ef1 feat(skill): cross-pollinate the new tool wave into catalog routing (#275)
* feat(skill): cross-pollinate the new tool wave into catalog routing

Wire the recent tool skill wave into the two-layer routing graph so the
new tool skills are reachable from the methodology skills that own their
domains, and vice versa:

- methodology -> tool down-routes: platform-engineering -> kubernetes,
  terraform, telemetry, postgres, grafana; site-reliability-engineering ->
  telemetry, grafana; data-engineering and backend-engineering -> postgres;
  frontend-engineering -> mobile-development; verification-methodology ->
  playwright, documents; technical-documentation -> documents
- neckbeard: add mobile-development and documents routing rows plus
  change-surface coverage entries, and cross-link the lightweight
  test-hardening path to qa-methodology's bounded mutation-review material
- collaboration layer: chief-of-staff-methodology -> slack/notion/email,
  go-to-market -> crm, conditional-customer-success -> crm; fix the dead
  seo-content-optimization reference in go-to-market (now seo-audit)
- references/skill-triggers.md: add trigger rows for the 14 new skills
- bring go-to-market's description up to the quality validator's
  imperative-verb + negative-boundary requirement and regenerate catalogs

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* fix(skill): add eval manifest for technical-documentation

The eval-coverage ratchet fails on modified skills without a schema-valid
manifest once coverage passes 50%. technical-documentation was modified by
the routing cross-pollination change and lacked one; add six output-quality
cases covering README authorship, API reference generation, CLI help design,
agent-facing docs, documentation-site IA, and troubleshooting sections.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

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Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-04 12:46:06 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
3256a87bcb feat(skill): add collaboration & business-app tool layer (Slack, Notion, email, CRM, payments) (#269)
Adds five top-level operational tool skills, one per named tool:

- slack: messages, channels, threads, search, files, and webhook signature
  verification (HMAC-SHA256) via a bounded, stdlib-only slack-cli.
- notion: pages, database queries, search, and guarded page updates via
  notion-cli.
- email: transactional email via Twilio SendGrid (send, deliverability
  bounces/spam reports, Signed Event Webhook verification with a
  self-contained ECDSA P-256 verifier) via email-cli.
- crm: HubSpot CRM records, contact search, and deal pipeline views with
  guarded stage updates via crm-cli.
- stripe: read-only-first balance, payment, and subscription queries with
  a guarded period-end subscription cancellation via stripe-cli.

Each skill ships an executable script (--json output, --limit bounded reads,
--dry-run/--yes mutation gate), a human README with the five required
sections, a schema-v1 evals/evals.json with six output-quality cases, a dated
source index + operations reference, and a deterministic unittest suite run
by check-artifacts. All five are indexed in the top-level README and the
generated catalogs were regenerated. Eval coverage rises from 78/139 to
83/144.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-03 20:19:26 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
f68721873e feat(skill): add mobile development skill (iOS / Android / Flutter / React Native) (#248) (#268)
ONE family skill covering iOS, Android, Flutter, and React Native with
per-framework references (ios.md, android.md, flutter.md, react-native.md),
shared scaffold/build/sign/test/ship workflow, mobile lifecycle, offline and
sync guidance, and mobile-specific testing. Ships a 5-heading human README and
a schema-v1 eval manifest with 6 cases covering build/sign, testing, and
store-readiness. Adds the README index entry and regenerates catalogs.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-03 19:48:20 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
6181f1746d feat(skill): add vLLM inference-serving skill (#247) (#267)
* feat(skill): add vLLM inference-serving skill (#247)

Add a single-tool vllm skill covering Docker/Kubernetes deployment,
quantization-aware model configuration (tensor parallelism, KV cache),
the OpenAI-compatible API surface, throughput/latency benchmarking,
continuous batching tuning, GPU operation, and upgrade/rollback.

Ships a read-only vllm-health probe (stdlib-only, --json), fillable
serving-config and benchmark-run-record templates, seven dated
references with upstream sources, a human-facing README, tests, and a
schema-v1 eval manifest with six cases covering config, benchmarking,
and troubleshooting.

Route ml-engineering to the new skill via a resolvable link alongside
llama-cpp, add the vllm entry to the top-level README index, and
regenerate the tracked catalogs.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* fix(skill): emit timeout exit 124 and bound /metrics reads in vllm-health

Address the review observations on the bundled probe: requests that exceed
--timeout now raise ProbeTimeout and make the tool exit 124 as documented
(previously they surfaced as exit 1), and the metrics check reads at most
64 KiB of /metrics and reports truncation instead of reading the whole body.
Adds tests for both behaviors.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

---------

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2026-08-03 19:31:36 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
f83d48ba53 feat(skill): add telemetry skill (Prometheus + OpenTelemetry + Loki) (#246) (#266)
Adds one top-level telemetry skill covering the observability stack that
deploys as one unit: Prometheus (scrape config, recording/alerting rules,
relabeling, retention, HA), the OpenTelemetry Collector (pipelines,
receivers/processors/exporters, sampling, trace/span correlation), and Loki
(ingest, LogQL, retention, labels).

Ships the read-only telemetry-check script (stdlib-only, --json): Prometheus
rule sanity mirroring promtool check rules plus scrape-target reachability
probes, fixture-tested with 16 unittest/pytest cases. Includes five dated
references, a human-facing README, and six eval cases covering rule authoring,
pipeline design, and retention. Routes up to platform-engineering and grafana
without duplicating their content. Regenerates the llms.txt / marketplace /
plugin catalogs and adds the README index entry.

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2026-08-03 19:29:39 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
cd14da26cc feat(skill): add PostgreSQL operational skill (#245) (#265)
Add a one-tool PostgreSQL operations skill: configuration review, index and
query-plan analysis, vacuum/bloat, WAL archiving + point-in-time recovery,
replication/failover, extensions, upgrades, and evidence-based diagnostics.
Ships the read-only pgdiag collector (stdlib, --json, --plan-for, --help
without a cluster), 9 dated references, tests, a human README, 6 eval cases,
and the top-level index + regenerated catalogs. Routes app data access to
backend-engineering and schema design to data-architect/data-engineering.

Closes #245

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2026-08-03 18:22:28 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
ac1beb117d feat(skill): add Playwright skill (E2E testing + scraping + headless browsing) (#264)
Add ONE tool skill for Playwright: SKILL.md covering E2E test authoring,
selector robustness, network interception/mocking, parallel workers, CI
integration, scraping/headless patterns, accessibility snapshot checks, and
headed debugging; scripts/pwrun (agent-first smoke harness with --json,
fixture-tested); templates/ test-suite scaffold; eight dated references; a
schema-valid evals/evals.json (6 cases); a human-facing README; reverse
routing from qa-methodology and frontend-engineering; top-level README index
entry; and regenerated catalogs (llms.txt, marketplace, codex).

Closes #244.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-03 17:59:38 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
00abbf90a4 feat(skill): add Terraform operational skill (#263)
* feat(skill): add Terraform operational skill

Add a single tool skill for Terraform and OpenTofu operations: module
structure, state backends and locking, plan/apply workflow, drift detection,
remote state, upgrade and refactor flows, and evidence-based diagnostics.
Ships the agent-first tfops wrapper (JSON output, direct state-file analysis,
--dry-run/--yes/--force mutation gate), a fixture-tested suite, six eval
cases, dated references, and routing up to platform-engineering. Closes #243.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* fix(skill): clarify missing-binary report in tfops doctor

When the TERRAFORM env override names a binary that cannot be found,
doctor now reports the env value with a (not found) marker instead of
falling back to the generic default name.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

---------

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2026-08-03 17:38:46 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
c49666e29a feat(skill): add documents family skill (PDF / Word / Excel / PowerPoint) (#262)
* feat(skill): add documents family skill (PDF / Word / Excel / PowerPoint)

One family skill for PDF, Word (.docx), Excel (.xlsx), and PowerPoint
(.pptx) per the family-skill rule (epub precedent): shared workflow in
SKILL.md (scope, content model, template, render, validate, deliver) with
per-format load-on-demand references, generation templates per format, a
stdlib validation script (--json, structural sanity + render check with
graceful degradation), one fixture per format, a unittest suite, six
output-quality eval cases spanning all four formats, a human README, the
README.md index entry, and regenerated catalogs.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* fix(skill): dispatch PDF renderer args per binary in documents validation

The render check passed pdftoppm-only flags (-png/-r/-f/-l) to mutool and
ghostscript, which reject them, so a machine with only mutool or gs would
false-FAIL valid PDFs. Dispatch per-renderer argument sets (pdftoppm -png;
mutool draw -o; gs -sDEVICE=png16m) and cover the dispatch with a unit test.
Also: count PDF pages via the /Count page-tree fallback (page objects can
hide in compressed ObjStm streams), drop the stale "unsupported input" exit-2
claim from the docstring, and stop labeling skipped files with a FAIL check.

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* style(skill): drop redundant local tempfile import in renderer dispatch test

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

---------

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2026-08-03 17:36:00 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
92299e1238 feat(skill): beef up ml-engineering with scripts/templates/evals (#257)
Add a schema-valid eval manifest (6 cases: fine-tuning plan review, eval-set
design, quantization decision, deployment plan, regression triage, training-run
reproducibility), three fillable templates (training-run record, eval regression
table, quantization decision record), a stdlib eval-set overlap/leakage checker
with a unittest suite, routing to the llama-cpp tool skill, and a README Quick
Start documenting the script. Closes #240.

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2026-08-03 15:25:06 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
0223e2bc18 fix: repair dead cross-skill routing references in methodology skills (#251)
Route methodology skills to real catalog skills instead of dead role names:
- platform-engineering: docker-management -> docker-compose
- backend-engineering: technical-architect -> api-design-and-evolution,
  reviewer -> qa-methodology
- frontend-engineering: ux-designer -> product-design-and-ux,
  technical-architect -> api-design-and-evolution, writer -> neutral,
  reviewer -> qa-methodology
- security-audit-methodology: reviewer -> qa-methodology,
  debugger -> systematic-debugging
- data-engineering: UX designer -> product-design-and-ux
- technical-documentation: writer -> neutral, technical architect ->
  software-architecture-analysis, debugger -> systematic-debugging,
  reviewer -> qa-methodology
- operational-design: executive-methodology -> strategy-frameworks
- technical-documentation/references/agent-facing-docs.md: drop dead
  deployment-methodology skill_view example

Also bring modified skills' descriptions up to the quality validator's
imperative-verb + negative-boundary requirement and regenerate catalogs.

agent-council's external hermes-profiles list is retained unchanged.

Closes #234

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2026-08-03 13:57:25 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
ac1ad5dbd9 feat(agent-production-operations): add agent production operations bundle (#229)
Add the agent-production-operations bundle under bundles/agent-production-operations/.
This bundle provides a runtime control plane for taking an evaluated agent with
tools and authority into controlled production operation.

Deliverables:
- SKILL.md: thin umbrella with runtime control plane routing table composing
  agent-evals-and-observability, release-engineering, site-reliability-engineering,
  secure-software-engineering, and platform-engineering
- references/agent-production-contract.md: capability, authority, uncertainty,
  escalation, and side-effect contracts
- references/runtime-control-plan.md: versioning (model, prompt, tool, policy,
  evaluator), staged rollout (4 stages), and fallback paths
- references/tool-authority-health.md: tool availability/failure and authority
  usage/breach state record
- references/trace-to-eval-feedback.md: production-to-evaluation feedback loop
- references/discovery-brief.md: bounded discovery brief defining boundaries
  with specialist skills
- README.md: human-facing overview with all required sections
- AGENTS.md: agent loading and nested-skill discovery notes
- evals/evals.json: 7 integrated eval cases covering read-only agent, tool-using
  agent with side effects, model regression, tool outage, cost-budget breach,
  human escalation, and incident-learning-driven disablement

Closes #201

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2026-08-02 19:22:29 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
8c05a076bb feat(production-excellence): add thin production-excellence bundle (#228)
Add the production-excellence bundle (#195) that composes cross-domain
production evidence (readiness, migration, recovery, capacity/cost,
incident-learning) into a launch or operational decision — go, no-go,
defer, exception, or escalation — with an accountable owner and a
post-launch learning path.

- SKILL.md: thin umbrella with readiness routing table (5 primary
  production-domain routes + 7 supporting specialists), cross-domain
  entry evidence, gate/exception model, operational handoff, and
  post-launch learning paths routed to incident-learning and
  product-lifecycle-learning.
- AGENTS.md: nested-skill loading behavior and harness compatibility.
- README.md: human-facing with all five required sections.
- references/discovery-brief.md: bounded comparison with 13 existing
  production and release skills (SRE, release, platform, security,
  data, QA, verification, lifecycle-learning, plus milestone skills).
- references/evidence-packet.md: production evidence packet covering
  readiness, migration, recovery, capacity/cost, and incident-learning
  domains — for both new services and changes to existing systems.
- references/gates.md: gate/exception model with go, no-go, defer,
  exception, escalation outcomes, each anchored to service ownership,
  risk, evidence, and verification.
- references/handoff-record.md: operational handoff fields and
  post-launch learning path.
- evals/evals.json: 5 integrated cases covering normal release,
  blocked launch (untested rollback), data migration, dependency
  outage, and cost/SLO conflict.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-02 19:20:38 -04:00
Magnus HedemarkGitHubfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
46b92aa489 feat(product-lifecycle): add thin product-lifecycle bundle (#227)
Add a composable product-lifecycle bundle that routes a product through nine
lifecycle phases — discovery, strategy and portfolio choice, roadmap, UX and
requirements, experimentation, delivery handoff, adoption, success, and
lifecycle review — by composing existing specialist product skills with
phase-entry evidence, handoff artifacts, stop/escalation rules, and a
lifecycle evidence ledger.

The bundle is thin by design: it never duplicates a specialist's
methodology, does not assume B2B SaaS (customer-success routing is
conditional on product type), and supports stopped/escalated paths as
legitimate lifecycle outcomes.

Includes:
- SKILL.md: thin umbrella with 9-phase routing table and loading protocol
- references/phases.md: per-phase contracts with entry evidence, output
  artifacts, escalation behavior, completion criteria, and ledger spec
- references/discovery-brief.md: bounded discovery brief comparing with
  existing bundles (neckbeard, workflow-architect, tailscale,
  research-and-vault)
- references/capability-map.md: capability area to owning skill lookup
- README.md: human-facing with all required sections
- AGENTS.md: agent-facing loading and operational instructions
- evals/evals.json: 6 schema-v1 output-quality cases covering complete
  lifecycle, ambiguous request, failed experiment, non-adoption,
  justified retirement, and cross-phase evidence handoff

Closes #187

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-02 19:18:32 -04:00
Magnus HedemarkGitHubusername <username>factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
4f14ce3df6 feat(incident-learning): add incident-learning skill (#226)
Create incident-learning skill that converts operational incident and
near-miss evidence into verified, owned improvements across product,
code, tests, evals, operations, and governance domains.

- SKILL.md: progressive disclosure with loading guide, routing table,
  ownership boundaries, and core principles (evidence/inference/
  uncertainty separation, ticket-closure rejection, no-blame design)
- README.md: human-facing with all 5 required sections
- references/discovery-brief.md: bounded survey comparing SRE, QA,
  verification, agent-evals, product-lifecycle-learning,
  implementation-planning, resilience-and-recovery, production-readiness
- references/: evidence/inference taxonomy, escaped-from analysis,
  follow-up domains, verification and closure standard
- templates/: incident-learning record, causal/evidence ledger,
  follow-up work map, verification and closure record
- evals/evals.json: 5 schema-valid cases (noisy report, monitoring gap,
  process failure, agent authority failure, non-actionable rejection)
- Regenerated catalogs and updated root README and skill-triggers

Closes #200

Co-authored-by: username <username>
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2026-08-02 18:44:36 -04:00
Magnus HedemarkGitHubusername <username>factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
6f429a91b1 feat(privacy-engineering): add privacy-engineering skill (#202) (#225)
Add privacy-engineering skill that translates privacy principles and legal
requirements into verifiable engineering artifacts: data-lifecycle records,
privacy acceptance criteria, data-flow and access maps, retention/deletion
verification plans, and privacy change reviews.

Covers seven privacy dimensions (purpose, lifecycle/retention, access,
deletion, tenant/isolation, residency, consent) as structured concerns.
Addresses agent traces (LLM conversation logs, tool-call history) and
product analytics telemetry with privacy-specific guidance. Routes legal
interpretation to legal-strategy and security implementation to
secure-software-engineering.

Includes:
- SKILL.md with Loading Guide, file map, and routing boundaries
- README.md with 5 required sections
- references/discovery-brief.md comparing 10 adjacent skills
- 5 templates for expected artifacts
- evals/evals.json with 6 cases covering all mandatory scenarios
- Updated root README catalog, skill-triggers, and generated catalogs

Co-authored-by: username <username>
Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-02 18:42:49 -04:00
Magnus HedemarkGitHubusername <username>factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
a471888676 feat(capacity-and-cost-engineering): add capacity-and-cost-engineering skill (#199) (#224)
Add a new skill connecting demand, performance, reliability, and spend
decisions. Covers capacity models, unit economics, budget/quota controls,
load/soak test evidence, and SLO-cost tradeoffs with structured templates.

Includes:
- SKILL.md with connected-dimensions framework, working method, four
  labeled scenarios (growth, peak, degraded, cost-constrained), and
  routing table to six adjacent skills
- README.md with five required human-facing sections
- references/discovery-brief.md comparing ownership boundaries across
  financial-modeling, platform-engineering, SRE, product-analytics,
  production-readiness, product-roadmapping, and resilience-and-recovery
- Five fillable templates: capacity-model, unit-economics-record,
  budget-quota-decision, load-soak-test-plan, slo-cost-tradeoff-record
- evals/evals.json with five output-quality cases: growth-forecast,
  peak-event, slo-cost-conflict, quota-decision, misleading-unit-cost
- Regenerated marketplace, Codex, and llms.txt catalogs (117 skills)
- Updated root README catalog section and skill-triggers index

Co-authored-by: username <username>
Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-02 18:41:03 -04:00
Magnus HedemarkGitHubusername <username>factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
c032580197 feat(resilience-and-recovery): add resilience-and-recovery skill (#223)
Add the resilience-and-recovery skill for designing, exercising, and
evidencing graceful degradation, disaster recovery, and restoration
behavior across systems and dependencies.

- SKILL.md with both resilience patterns (graceful degradation and
  restore-based recovery), exercise-evidence requirement, HA vs
  recoverability distinction, context-dependent RTO/RPO, and
  structured plan-template fields
- README.md with all five required human-facing sections
- 7 reference files covering failure modes, recovery plan template,
  exercise design, RTO/RPO decision record, data integrity
  verification, recovery communication, and follow-up work ledger
- 1 bounded discovery brief surveying SRE, platform, data, security,
  release, and incident-learning
- 5 output-quality eval cases covering dependency outage, restore
  test, regional failure, degraded-but-available path, and recovery
  exercise with unowned gap escalation
- Routing to site-reliability-engineering, platform-engineering,
  data-engineering, secure-software-engineering, release-engineering,
  and incident-learning; feeds production-excellence bundle
- Root README catalog entry, skill-triggers index, and regenerated
  marketplace/Codex/llms.txt catalogs

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2026-08-02 18:17:42 -04:00
Magnus HedemarkGitHubusername <username>factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
652521a09e feat(migration-engineering): add migration-engineering skill (#222)
* feat(migration-engineering): add migration-engineering skill

Add the migration-engineering skill for safe cross-system migrations:
schema, data, API, infrastructure, and service migrations.

- SKILL.md: expand/contract pattern, compatibility windows, dual-running,
  backfills, reconciliation, cutover, deprecation, and cleanup. Four distinct
  recovery paths (rollback, roll-forward, restore, irreversible). Structured
  planning fields for reconciliation, correctness evidence, observability,
  customer impact, and ownership. Four migration types with detailed
  compatibility/correctness/recovery characteristics. Specialist routing
  to api-design-and-evolution, data-engineering, platform-engineering,
  release-engineering, site-reliability-engineering, implementation-planning,
  secure-software-engineering, qa-methodology, and verification-methodology.
  Prose routing to production-readiness and production-excellence.
- README.md: human-facing overview with all five required sections.
- references/discovery-brief.md: bounded survey of migration-adjacent skills
  and clear ownership boundaries.
- references/compatibility-patterns.md: forward/backward compatibility by type.
- references/recovery-classification.md: four recovery paths with decision tree.
- templates/: migration plan, compatibility matrix, reconciliation plan,
  cutover and recovery record.
- evals/evals.json: 5 output-quality cases covering additive schema change,
  backfill with reconciliation, API version migration, irreversible cutover,
  and reconciliation failure.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* chore(migration-engineering): update catalogs and routing

Regenerate catalog files and add migration-engineering entries to
root README.md catalog and references/skill-triggers.md.

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---------

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2026-08-02 18:16:04 -04:00
Magnus HedemarkGitHubusername <username>factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2183c22135 feat(production-readiness): add production-readiness skill (#221)
* feat(production-readiness): add production-readiness skill

Add a cross-domain production-readiness skill that assembles production
evidence into a risk-scaled launch decision. Includes:

- SKILL.md: three risk classes (Low/Standard/High) with proportional
  evidence requirements, 11-category evidence checklist with named source
  or explicit gap for every category, four launch-decision outcomes
  (go/no-go/defer/exception) with accountable owners, exception routing
  to explicit human approval, and a route-to table for 12 specialist skills.
- README.md: human-facing with all five required sections.
- references/discovery-brief.md: bounded survey of existing production
  and engineering skills with concrete ownership boundaries against
  release-engineering and site-reliability-engineering.
- references/readiness-record.md: fillable readiness record template.
- evals/evals.json: five output-quality cases covering low-risk docs,
  user-facing launch, migration-dependent release, missing owner evidence
  (blocked), and exception requiring human approval.

Closes #196

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* chore(production-readiness): update catalog files for production-readiness

Update root README catalog, skill-triggers index, and three generated
marketplace catalog files to include the new production-readiness skill.

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---------

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2026-08-02 18:14:22 -04:00
Magnus HedemarkGitHubusername <username>factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2c247a1747 feat(product-lifecycle-learning): add product lifecycle learning skill (#194) (#219)
* feat(product-lifecycle-learning): add product lifecycle learning skill (#194)

Introduce a new skill to close the launch-to-learning loop for product features
and capabilities. Covers:

- Post-launch outcome review with explicit epistemic categories
  (expected/observed/uncertain/inferred)
- Assumption ledger updates with confidence shifts
- Multi-dimensional feature health assessment
- Six lifecycle decisions: continue/improve/harvest/pivot/pause/retire
- Full retirement lifecycle: deprecation communication, migration paths,
  customer treatment during sunset, and internal cleanup
- Durable retained learning records that feed back into roadmap, analytics,
  adoption, experimentation, and specifications

Ships 4 references (discovery brief, epistemic discipline, retirement lifecycle,
feedback destinations), 6 templates (outcome review, assumption ledger update,
feature health record, retirement decision, sunset plan, retained learning
record), and 7 eval cases including adversarial coverage.

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* fix(product-lifecycle-learning): regenerate marketplace with corrected description

The Claude marketplace JSON contained the original description starting with
"Close" which was replaced with "Compare" to satisfy the imperative-verb
quality check. Regenerate to match the corrected SKILL.md frontmatter.

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

* fix(product-lifecycle-learning): regenerate llms.txt with corrected description

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>

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Co-authored-by: username <username>
Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-02 17:33:10 -04:00