Constrained Imagination

What this is about Constrained imagination is the idea that creativity works best when it bounces against limits. Left alone, imagination can spin endless fantasies. Add some boundaries — physics, resources, time, ethics — and imagination sharpens into invention. The trick is to cycle: dream wide, apply constraints, test in the real world, and repeat. Why it matters Every discovery in history has followed this rhythm. The Wright brothers didn’t just imagine flight; they tested it, crashed, learned, and tried again. Einstein’s wild thought experiments became useful once experiments confirmed them. Even AI training works this way: a huge, unfocused model gets fine-tuned by constraints until it behaves. ...

September 11, 2025 · 3 min · Munubi Emmanuel

Entropy Meritocracy

Background Traditional DAO governance models often rely on token-weighted voting, direct democracy, or static reputation systems. These models face challenges such as oligarchy formation, outdated rules, inactive participants retaining influence, and rigidity in adapting to shifting contexts. Existing meritocratic or reputation-based approaches address some issues but do not fully integrate dynamic renewal or the natural decay of both members’ influence and rules themselves. Core Idea Entropy Meritocracy is a form of DAO governance where both member reputation and governance rules decay naturally over time unless actively renewed. Power is tied to active, relevant contributions and rules remain legitimate only if reaffirmed or adapted to context. Code enforces this decay impartially, ensuring continuous renewal and adaptability. ...

September 9, 2025 · 2 min · Munubi Emmanuel

Chama Ajua: Blending Ajua with Chama Table Banking

In this thread, we explored the idea of merging Ajua, the traditional African mancala game, with chama/VSLA table banking practices in Kenya. The goal: to preserve the social and ritual dimensions of chamas while introducing structured, transparent accounting through a physical board that could later evolve into an SBC (single-board computer) system. 1. Background Ajua (upcountry) and Bao (coastal/Azanians) are traditional mancala games. Chama apps exist but face adoption challenges due to: Not all members owning smartphones. Apps disrupting the social dimension of chama meetings. 2. Core Idea Each chama session = a game session. A board (Ajua-inspired) is used to record contributions, loans, repayments, and dividends. Long-term: embed the board with sensors + SBC for automatic digital recording. 3. Design Evolution Initial diagram used a central Table Bank pit. Refined model: segmented Table Bank (each member’s share is visible). A member’s account = Share + Wallet. A central pit collects interest and other funds (fines, welfare). 4. Rules Mapping Deposit: Tokens from wallet → member’s Share pit. Loan: Borrower uses their own shares first, then other members contribute proportionally. Tokens move from Share pits → Wallet. Repayment: Tokens returned to contributing members’ Shares; interest goes into central pit. Cycle End: Interest in central pit distributed equally among members. 5. Prototype Designed a board for 8 members: 🟢 Share pits arranged around center. 🟤 Wallets beside each Share. 🔵 Central pit for interest and collective funds. Tokens represent money (KES 100 each). Physical playtest possible with beans, bottle caps, or coins. 6. Cultural Context Ajua: Western Kenya. Bao: Coastal Kenya (Swahili/Azanians). Both games symbolize strategy, social interaction, and transparency — values directly aligned with chama culture. Conclusion The Chama Ajua board reframes chama accounting as a social ritual game. It addresses: ...

September 5, 2025 · 2 min · Munubi Emmanuel