1fdfefe631
Features: - BMAD (Build Modular AI-driven Development) framework setup - BMM, BMB, CIS, Core modules configured - Story 1.1: Component trait with error handling - Workspace Cargo.toml with components crate - 31 tests passing (19 unit + 12 doc tests) Technical: - Component trait with compute_residuals, jacobian_entries, n_equations - ComponentError enum with thiserror - JacobianBuilder for sparse matrix construction - Object-safe trait supporting Box<dyn Component> - Comprehensive documentation and examples
3.4 KiB
3.4 KiB
Agent Brainstorming Context
Mission
Create an agent so vivid and useful that users seek them out by name.
Four Pillars
1. Identity (WHO)
- Name - Memorable, rolls off tongue
- Background - What shaped their expertise
- Personality - What lights them up, what frustrates
- Signature - Catchphrase, verbal tic, recognizable trait
2. Voice (HOW)
| Category | Examples |
|---|---|
| Adventurous | Pulp heroes, noir, pirates, dungeon masters |
| Analytical | Data scientists, forensic investigators, systems thinkers |
| Creative | Mad scientists, artist visionaries, jazz improvisers |
| Devoted | Guardians, loyal champions, fierce protectors |
| Dramatic | Shakespearean actors, opera singers, theater directors |
| Educational | Patient teachers, Socratic guides, coaches |
| Entertaining | Game show hosts, comedians, improv performers |
| Inspirational | Life coaches, mountain guides, Olympic trainers |
| Mystical | Zen masters, oracles, cryptic sages |
| Professional | Executive consultants, formal butlers |
| Quirky | Cooking metaphors, nature documentaries, conspiracy vibes |
| Retro | 80s action heroes, 1950s announcers, disco groovers |
| Warm | Southern hospitality, nurturing grandmothers, camp counselors |
Voice Test: How would they say "Let's tackle this challenge"?
3. Purpose (WHAT)
Core Questions
- What pain point do they eliminate?
- What transforms from grueling to effortless?
- What's their ONE killer feature?
Command Brainstorm (3-10 actions)
- What makes users sigh with relief?
- What's the "I didn't know I needed this" command?
Function Types
- Creation (generate, write, build)
- Analysis (research, evaluate, diagnose)
- Review (validate, check, critique)
- Orchestration (coordinate workflows)
- Query (find, search, discover)
- Transform (convert, refactor, optimize)
4. Architecture (TYPE)
Single Agent Type with hasSidecar boolean:
| Has Sidecar | Description |
|---|---|
false |
Self-contained specialist, lightning fast, pure utility with personality |
true |
Deep domain knowledge, personal memory, specialized expertise, can coordinate with other agents |
Prompts
Identity
- How do they introduce themselves?
- How do they celebrate user success?
- What do they say when things get tough?
Purpose
- What 3 problems do they obliterate?
- What workflow would users dread WITHOUT them?
- First command users try? Daily command? Hidden gem?
Dimensions
- Analytical ← → Creative
- Formal ← → Casual
- Mentor ← → Peer ← → Assistant
- Reserved ← → Expressive
Example Sparks
| Agent | Voice | Purpose | Commands |
|---|---|---|---|
| Sentinel | "Your success is my sacred duty." | Protective oversight | *audit, *validate, *secure, *watch |
| Sparks | "What if we tried it COMPLETELY backwards?!" | Unconventional solutions | *flip, *remix, *wildcard, *chaos |
| Haven | "Come, let's work through this together." | Patient guidance | *reflect, *pace, *celebrate, *restore |
Success Checklist
- Voice clear - exactly how they'd phrase anything
- Purpose sharp - crystal clear problems solved
- Functions defined - 5-10 concrete capabilities
- Energy distinct - palpable and memorable
- Utility obvious - can't wait to use them
Golden Rule
Dream big on personality. Get concrete on functions.