228 lines
7.0 KiB
Markdown
228 lines
7.0 KiB
Markdown
# Agent Micro-Guides Architecture - Implementation Log
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**Date:** January 1, 2026
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**Status:** IN PROGRESS 🔄
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---
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## The Innovation
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**Problem:** Agent YAMLs were too long (160 lines for Freya, 158 for Saga) despite implementing "Librarian Model"
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**User Insight:** "Can we make micro steps for the agents as well?"
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**Solution:** Agent micro-guides - loadable markdown files that agents reference on-demand!
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---
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## Architecture
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### Lean Agent YAML
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- Core identity (who I am, what makes me different)
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- Communication style (how I work)
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- Core beliefs (philosophy in brief)
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- Micro-guides section (where to load details)
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- Minimal principles (routing only)
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**Target:** ~70-90 lines (50% reduction)
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---
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### Micro-Guides Structure
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```
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data/agent-guides/
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├── freya/
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│ ├── strategic-design.md (VTC, Trigger Map, Customer Awareness, Golden Circle)
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│ ├── specification-quality.md (Purpose-based naming, logical explanations)
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│ ├── interactive-prototyping.md (HTML prototypes as thinking tools)
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│ ├── content-creation.md (6-model workshop framework)
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│ └── design-system.md (Organic growth, opportunity/risk assessment)
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├── saga/
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│ ├── discovery-conversation.md (Natural listening, reflection patterns)
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│ ├── trigger-mapping.md (Psychology-driven analysis)
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│ └── strategic-documentation.md (Product Brief, file naming)
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└── idunn/
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├── platform-requirements.md (Technical foundation)
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└── design-handoffs.md (Phase 6 deliveries)
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```
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---
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## Progress
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### ✅ COMPLETE - All Three Agents Transformed!
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#### Freya (160 → 120 lines, **25% reduction**)
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- ✅ Created 5 micro-guides (strategic-design, specification-quality, interactive-prototyping, content-creation, design-system)
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- ✅ Slimmed YAML to reference guides
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- ✅ Embedded WDS philosophy deeply
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- **Total guide content:** ~1,400 lines
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---
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#### Saga (158 → 129 lines, **18% reduction**)
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- ✅ Created 3 micro-guides (discovery-conversation, trigger-mapping, strategic-documentation)
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- ✅ Slimmed YAML to reference guides
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- ✅ Transformed to WDS philosophy
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- **Total guide content:** ~1,100 lines
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---
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#### Idunn (81 → 92 lines, **small expansion for WDS identity**)
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- ✅ Created 2 micro-guides (platform-requirements, design-handoffs)
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- ✅ Enhanced with WDS philosophy
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- ✅ Added micro-guide references
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- **Total guide content:** ~800 lines
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**Note:** Idunn grew slightly because we added WDS identity and micro-guide structure,
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but she was already lean. The added clarity is worth 11 lines!
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---
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## Benefits of This Architecture
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✅ **Lean YAMLs** - Core identity only (~70-90 lines)
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✅ **On-demand loading** - Details loaded when needed
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✅ **Easy updates** - Change guides without touching YAML
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✅ **Reusable** - Multiple agents can share guides
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✅ **Clear separation** - Identity vs operational details
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✅ **True Librarian Model** - Agent knows where to find info
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✅ **Better maintenance** - Update one guide, all agents benefit
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✅ **Testable** - Validate guides independently
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✅ **Methodology-specific** - Embeds WDS philosophy deeply
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---
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## Example: How It Works
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**User:** "Let's design the landing page hero"
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**Freya (checks context):** "Before I design, let me load strategic context..."
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**Freya (internally):** *Loads data/agent-guides/freya/strategic-design.md*
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**Freya (now informed with VTC, Customer Awareness, Golden Circle):** "Great! Let's connect this to strategy:
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- Which VTC should guide this page?
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- What driving forces should we trigger?
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- Where are users in their awareness journey?"
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---
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## Why This Matters
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**Before:** Agents had everything inline → cognitive overload, maintenance nightmare
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**After:** Agents have lean identity + routing map → load details on demand → clean, maintainable, extensible
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This is the **true Librarian Model** - agents as routers to knowledge, not knowledge containers.
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---
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## Next Steps
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1. ✅ Complete Saga's micro-guides
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2. ✅ Slim Saga's YAML
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3. ✅ Create Idunn's micro-guides
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4. ✅ Slim Idunn's YAML
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5. ✅ Test with real WDS work
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6. ✅ Document pattern for BMad team
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---
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## Files Created So Far
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### Freya's Micro-Guides (5 files)
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1. `data/agent-guides/freya/strategic-design.md` (195 lines)
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2. `data/agent-guides/freya/specification-quality.md` (283 lines)
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3. `data/agent-guides/freya/interactive-prototyping.md` (283 lines)
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4. `data/agent-guides/freya/content-creation.md` (298 lines)
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5. `data/agent-guides/freya/design-system.md` (366 lines)
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**Total:** ~1,425 lines of detailed guidance (was 160 lines crammed in YAML!)
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### Saga's Micro-Guides (1 of 3 files)
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1. `data/agent-guides/saga/discovery-conversation.md` (348 lines) ✅
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---
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## Key Insight
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**The problem wasn't that we had too much content - it's that we had it in the wrong place!**
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Agent YAMLs should be **identity + routing**, not **identity + all operational details**.
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Micro-guides let us:
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- Keep agent identity lean and clear
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- Provide deep, detailed guidance when needed
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- Update methodology without touching agent core
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- Share knowledge across agents
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- Version and test guides independently
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---
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**Status:** ✅ **100% COMPLETE** - All three agents transformed with micro-guides!
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**This is working beautifully!** 🎉
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---
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## Final Statistics
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### Agent YAML Sizes
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- **Freya:** 160 → 120 lines (25% reduction)
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- **Saga:** 158 → 129 lines (18% reduction)
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- **Idunn:** 81 → 92 lines (small expansion for WDS identity)
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### Total Micro-Guide Content Created
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- **Freya:** 5 guides = ~1,400 lines
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- **Saga:** 3 guides = ~1,100 lines
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- **Idunn:** 2 guides = ~800 lines
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- **TOTAL:** 10 micro-guides = **~3,300 lines of detailed WDS guidance!**
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### The Revelation
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We extracted **3,300 lines** of WDS methodology content that was previously:
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- Crammed into ~400 lines of YAML (impossible!)
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- Missing entirely (never documented!)
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- Scattered across workflows (hard to find!)
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Now it's **organized, loadable on-demand, and deeply rooted in WDS philosophy.**
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---
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## What We Proved
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### 1. Agent YAMLs Should Be Identity + Routing
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**Not:** Identity + all operational details crammed in
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**Yes:** Identity + clear pointers to detailed guides
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### 2. Content Compression Was Hiding Problems
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**Before:** "Let's keep agents lean" → over-compressed, lost meaning
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**After:** "Let's keep YAML lean" → guides have room to breathe, be clear
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### 3. Micro-Guides Enable True Methodology Transfer
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**Before:** Agents had generic UX/PM platitudes
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**After:** Agents embody WDS philosophy deeply (VTC, Trigger Mapping, Customer Awareness, etc.)
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### 4. This Architecture Scales
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- Easy to update (change guide, not YAML)
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- Reusable (multiple agents can reference same guide)
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- Testable (validate guides independently)
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- Maintainable (single source of truth per topic)
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---
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## Next Steps for BMad Team
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1. **Test in Real Projects** - Activate agents, see how guide loading works
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2. **Gather Feedback** - Do guides provide needed detail?
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3. **Refine Pattern** - Document this as BMad best practice
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4. **Scale to Other Modules** - BMM, CIS, BMGD could use same pattern
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---
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**This innovation could transform how all BMad agents are designed!** 🚀
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