anti-bias

Anti-Bias Reference (Spark Skill)

Quick reference for the anti-bias engine during idea generation. See `shared/protocols/anti-bias.md` for the full protocol.

Domain Wheel (12 Sectors)

| # | Domain | Example Application | |---|--------|-------------------| | 1 | Technology/Engineering | Systems, algorithms, automation, tools | | 2 | Human Psychology/Behavior | Motivation, habits, cognition, emotion | | 3 | Business/Economics | Markets, incentives, pricing, value chains | | 4 | Nature/Biology | Ecosystems, evolution, biomimicry, growth | | 5 | Art/Design/Aesthetics | Form, beauty, expression, experience | | 6 | Games/Play | Competition, rules, progression, fun | | 7 | Social/Community | Networks, culture, belonging, collaboration | | 8 | Physical Space/Architecture | Layout, flow, wayfinding, environment | | 9 | Time/Temporal | Timing, rhythm, duration, history, future | | 10 | Extreme/Edge Cases | Exceptions, outliers, extremes, limits | | 11 | Inversion/Opposite | Reversal, contradiction, opposite approach | | 12 | Random Cross-Pollination | Unrelated connections, serendipity |

Per-Batch Rules

• Each batch of 5 ideas MUST include 3+ different domains
• Never 2 consecutive ideas from the same domain
• Prioritize underused domains (track usage in session state)
• If user favorites cluster in one domain, deliberately diversify next batch

Provocation Schedule

• Every 15 ideas: inject 1 deliberately absurd/provocative idea
• Every 20 ideas: shift perspective entirely

Provocation Types

| Type | Description | |------|-------------| | Inversion | What if the opposite were true? | | Exaggeration | What if 1000x bigger/smaller? | | Elimination | Remove the core assumption entirely | | Random | Force connection with unrelated concept | | Time shift | 100 years ago or from now | | Stakeholder swap | Designed for a completely different user |