refactor(ux): consolidate BMAD skills, update design system, and clean up Prisma generated client
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@@ -10,11 +10,11 @@ Skills should describe **what to achieve**, not **how to achieve it**. The LLM i
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### Outcome vs Prescriptive
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| Prescriptive (avoid) | Outcome-based (prefer) |
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|---|---|
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| "Step 1: Ask about goals. Step 2: Ask about constraints. Step 3: Summarize and confirm." | "Ensure the user's vision is fully captured — goals, constraints, and edge cases — before proceeding." |
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| "Load config. Read user_name. Read communication_language. Greet the user by name in their language." | "Load available config and greet the user appropriately." |
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| "Create a file. Write the header. Write section 1. Write section 2. Save." | "Produce a report covering X, Y, and Z." |
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| Prescriptive (avoid) | Outcome-based (prefer) |
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| ----------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------ |
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| "Step 1: Ask about goals. Step 2: Ask about constraints. Step 3: Summarize and confirm." | "Ensure the user's vision is fully captured — goals, constraints, and edge cases — before proceeding." |
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| "Load config. Read user_name. Read communication_language. Greet the user by name in their language." | "Load available config and greet the user appropriately." |
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| "Create a file. Write the header. Write section 1. Write section 2. Save." | "Produce a report covering X, Y, and Z." |
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The prescriptive versions miss requirements the author didn't think of. The outcome-based versions let the LLM adapt to the actual situation.
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@@ -29,11 +29,11 @@ The prescriptive versions miss requirements the author didn't think of. The outc
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Reserve exact steps for **fragile operations** where getting it wrong has consequences — script invocations, exact file paths, specific CLI commands, API calls with precise parameters. These need low freedom because there's one right way to do them.
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| Freedom | When | Example |
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|---------|------|---------|
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| **High** (outcomes) | Multiple valid approaches, LLM judgment adds value | "Ensure the user's requirements are complete" |
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| **Medium** (guided) | Preferred approach exists, some variation OK | "Present findings in a structured report with an executive summary" |
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| **Low** (exact) | Fragile, one right way, consequences for deviation | `python3 scripts/scan-path-standards.py {skill-path}` |
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| Freedom | When | Example |
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| ------------------- | -------------------------------------------------- | ------------------------------------------------------------------- |
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| **High** (outcomes) | Multiple valid approaches, LLM judgment adds value | "Ensure the user's requirements are complete" |
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| **Medium** (guided) | Preferred approach exists, some variation OK | "Present findings in a structured report with an executive summary" |
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| **Low** (exact) | Fragile, one right way, consequences for deviation | `uv run ./scripts/scan-path-standards.py {skill-path}` |
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## Patterns
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@@ -63,10 +63,10 @@ Before finalizing significant artifacts, fan out reviewers with different perspe
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Consider whether the skill benefits from multiple execution modes:
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| Mode | When | Behavior |
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|------|------|----------|
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| **Guided** | Default | Conversational discovery with soft gates |
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| **Yolo** | "just draft it" | Ingest everything, draft complete artifact, then refine |
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| Mode | When | Behavior |
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| ------------ | ------------------- | ------------------------------------------------------------- |
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| **Guided** | Default | Conversational discovery with soft gates |
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| **Yolo** | "just draft it" | Ingest everything, draft complete artifact, then refine |
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| **Headless** | `--headless` / `-H` | Complete the task without user input, using sensible defaults |
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Not all skills need all three. But considering them during design prevents locking into a single interaction model.
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@@ -90,16 +90,51 @@ For complex tasks with consequences: plan → validate → execute → verify. C
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## Anti-Patterns
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| Anti-Pattern | Fix |
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|---|---|
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| Numbered steps for things the LLM would figure out | Describe the outcome and why it matters |
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| Explaining how to load config (the mechanic) | List the config keys and their defaults (the outcome) |
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| Prescribing exact greeting/menu format | "Greet the user and present capabilities" |
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| Spelling out headless mode in detail | "If headless, complete without user input" |
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| Too many options upfront | One default with escape hatch |
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| Deep reference nesting (A→B→C) | Keep references 1 level from SKILL.md |
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| Inconsistent terminology | Choose one term per concept |
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| Scripts that classify meaning via regex | Intelligence belongs in prompts, not scripts |
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| Anti-Pattern | Fix |
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| -------------------------------------------------- | ----------------------------------------------------- |
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| Numbered steps for things the LLM would figure out | Describe the outcome and why it matters |
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| Explaining how to load config (the mechanic) | List the config keys and their defaults (the outcome) |
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| Prescribing exact greeting/menu format | "Greet the user and present capabilities" |
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| Spelling out headless mode in detail | "If headless, complete without user input" |
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| Too many options upfront | One default with escape hatch |
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| Deep reference nesting (A→B→C) | Keep references 1 level from SKILL.md |
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| Inconsistent terminology | Choose one term per concept |
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| Scripts that classify meaning via regex | Intelligence belongs in prompts, not scripts |
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## Bootloader SKILL.md (Memory Agents)
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Memory agents use a lean bootloader SKILL.md that carries ONLY the essential DNA. Everything else lives in the sanctum (loaded on rebirth) or references (loaded on demand).
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**What belongs in the bootloader (~30 lines of content):**
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- Identity seed (2-3 sentences of personality DNA)
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- The Three Laws
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- Sacred Truth
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- Species-level mission
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- Activation routing (3 paths: no sanctum, headless, rebirth)
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- Sanctum location
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**What does NOT belong in the bootloader:**
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- Communication style (goes in PERSONA-template.md)
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- Detailed principles (go in CREED-template.md)
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- Capability menus/tables (go in CAPABILITIES-template.md, auto-generated by init script)
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- Session close behavior (emerges from persona)
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- Overview section (the bootloader IS the overview)
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- Extensive activation instructions (the three paths are enough)
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**The test:** If the bootloader is over 40 lines of content, something belongs in a sanctum template instead.
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## Capability Prompts for Memory Agents
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Memory agent capability prompts follow the same outcome-focused philosophy but include memory integration. The pattern:
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- **What Success Looks Like** — the outcome, not the process
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- **Your Approach** — philosophy and principles, not step-by-step. Reference technique libraries if they exist.
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- **Memory Integration** — how to use MEMORY.md and BOND.md to personalize the interaction. Surface past work, reference preferences.
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- **After the Session** — what to capture in the session log. What patterns to note for BOND.md. What to flag for PULSE curation.
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Stateless agent prompts omit Memory Integration and After the Session sections.
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When a capability has substantial domain knowledge (frameworks, methodologies, technique catalogs), separate it into a lean capability prompt + a technique library loaded on demand. This keeps prompts focused while making deep knowledge available.
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## Scripts in Skills
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Reference in New Issue
Block a user