Håvard Bartnes

A/B test CLAUDE.md instruction changes against eval benchmarks. Capture baselines, test variants, compare results.

日本語の概要は準備中です。原文の説明を表示しています。

Use to assess regulatory applicability for products that may fall under AI regulation (EU AI Act, Article 50 transparency).

日本語の概要は準備中です。原文の説明を表示しています。

Central dispatcher for the canvas/state render fleet. Routes intent to a specialist (`/mycelium:diamond-render`, `/mycelium:ost-render`, `/mycelium:cycle-render`) OR lists what's renderable. Cross-cutting views spanning multiple canvases (opp→sol→cycle traceability, confidence-over-time, cluster-graduation-flow) are research-gated and NOT emitted by default. See `${CLAUDE_PLUGIN_ROOT}/engine/render-conventions.md` for shared conventions.

日本語の概要は準備中です。原文の説明を表示しています。

Structured retrospective after completing a delivery increment or diamond. Captures learning for continuous improvement.

日本語の概要は準備中です。原文の説明を表示しています。

Measure Mycelium's own scaffold token cost (CLAUDE.md + engine + harness + canvas + memory) and surface a structured estimate. One-shot audit; pair with /framework-health for trend tracking.

日本語の概要は準備中です。原文の説明を表示しています。

Use to evaluate whether current work aligns with Better Value Sooner Safer Happier. Run at diamond completion and periodically.

日本語の概要は準備中です。原文の説明を表示しています。

Lint canvas files for staleness, missing fields, inconsistent evidence types, and orphaned references. Run periodically or before major transitions.

日本語の概要は準備中です。原文の説明を表示しています。

Use to analyze correction trends, surface recurring patterns, and graduate repeat corrections to guardrails or anti-patterns.

日本語の概要は準備中です。原文の説明を表示しています。

Update canvas sections with new evidence. Ensures canvas stays current as the single source of truth.

日本語の概要は準備中です。原文の説明を表示しています。

Use to evaluate the current state of a diamond. Checks theory gates, confidence levels, and recommends next action.

日本語の概要は準備中です。原文の説明を表示しています。

Record a diamond's next decision (set_target; start_experiment and commit_to_build; release; close; an L0's state_purpose or review). Runs the theory gates each decision needs, validates evidence, and at close runs the executable Definition of Done checklist.

日本語の概要は準備中です。原文の説明を表示しています。

Evaluate Mycelium's own process effectiveness. Measures cycle velocity, discard trends, confidence calibration, gate effectiveness, regression rate. Run quarterly or every 20 cycles.

日本語の概要は準備中です。原文の説明を表示しています。

Use to prioritize solutions or opportunities using ICE scoring with evidence-backed confidence.

日本語の概要は準備中です。原文の説明を表示しています。

Use when real user interviews aren't possible (solo/hobby/dogfood projects) but persona work is still needed. Enforces epistemic discipline: adversarial spectrum, pre-committed stop conditions, speculation tagging. NOT a substitute for /mycelium:user-interview when real users are available.

日本語の概要は準備中です。原文の説明を表示しています。

Derive the binding properties your why/how/what impose on everything below them, so no solution can silently contradict your own product definition. Retrofit entry point for projects that started before v0.120.0; also the re-derive path when why/how/what change and every stance below them goes stale.

日本語の概要は準備中です。原文の説明を表示しています。

Render a completed diamond's work as a shareable, factual one-page "work receipt" (problem framed, assumptions tested, what was killed vs kept) carrying an origin line + a volitional onward-handoff data flow. Read-only. Consults the attribution registry per `${CLAUDE_PLUGIN_ROOT}/engine/render-conventions.md` consent + privacy gate. Follows the render fleet's shared conventions + consent gate (Check 43 applies via the `-render` name); a standalone shareable-artifact generator, NOT a `/render` dispatcher target. Audience fixed `external` (a hand-it-over artifact).

日本語の概要は準備中です。原文の説明を表示しています。

Use for self-correcting implementation. Implements the reflexion loop: implement, validate, self-critique, retry (max 3 iterations).

日本語の概要は準備中です。原文の説明を表示しています。

Accessibility audit, scoped to the surfaces a product actually has. Detects web / rendered_markdown / terminal / native_app / video_audio / document / headless, then applies only the criteria that bind. WCAG 2.1 AA in full for web; not at all for headless.

日本語の概要は準備中です。原文の説明を表示しています。

Use when onboarding a new product/project. Progressive interview to understand purpose, vision, north star, and competitive landscape.

日本語の概要は準備中です。原文の説明を表示しています。

Assess delivery health metrics. For software: DORA + APEX. For content/AI/service products: product-type-appropriate metrics.

日本語の概要は準備中です。原文の説明を表示しています。

Aggregate feedback signals across all active loops. Reports health, trajectory, overdue checks, regression warnings, and Goodhart's Law violations.

日本語の概要は準備中です。原文の説明を表示しています。

Detect which external metric sources apply to this product (GitHub, Plausible, Stripe, etc.) and configure adapters. Retrofit entry point for projects that started before v0.14; also runnable to refresh source list when the product grows.

日本語の概要は準備中です。原文の説明を表示しています。

Render `.claude/canvas/opportunities.yml` as a diagram or structured list. Read-only. Default format Mermaid mindmap. Consults the attribution registry per `${CLAUDE_PLUGIN_ROOT}/engine/render-conventions.md` consent + privacy gate. Second specialist in the render fleet.

日本語の概要は準備中です。原文の説明を表示しています。

Design the smallest viable test to validate or invalidate a critical assumption. Based on Torres's assumption testing framework, organized by Gilad's AFTER model (Assessment → Fact-Finding → Tests → Experiments → Release Results).

日本語の概要は準備中です。原文の説明を表示しています。