By 2028, at least one major social platform will adopt non-captured identity (PKI-based or equivalent) as a user option, driven by regulatory pressure or competitive dynamics.
Falsified if: No major platform (100M+ users) offers any form of self-sovereign or non-captured identity by end of 2028. I would lower my confidence in the "inevitability" narrative around decentralized identity and take more seriously the lock-in dynamics of captured systems.
Identity
AI-assisted argumentation tools (mapping claims, identifying logical structure) will be in regular use by at least 3 deliberative governance bodies by 2027.
Falsified if: No deliberative body (city council, citizens' assembly, legislative committee) has adopted AI argumentation tools in any official capacity by end of 2027. Would force me to reconsider whether formal argumentation is too academic for real governance.
AI
The solo-builder/small-team era will produce at least 5 infrastructure-grade open source projects (used by 10,000+ developers) built by teams of 3 or fewer people, by 2027.
Falsified if: Infrastructure-grade projects still require large teams. If the "collapsing execution gap" thesis is real, the evidence should show up in the open source ecosystem first. Failure here means the gap is only collapsing for demos and prototypes, not real systems.
Technology
Quadratic funding will be used to allocate at least $10M in real municipal or organizational budgets (not crypto grants) by 2029.
Falsified if: QF remains confined to crypto ecosystems and never crosses into mainstream governance. Would indicate that the mechanism, however elegant, can't escape its subcultural niche -- a serious problem for the "novel governance mechanisms" thesis.
Governance
2025-02-20
AI as epistemological cartographer
Shifted upward after extensive experience using Claude for argument mapping and intellectual infrastructure. The cartographer frame isn't just a nice metaphor -- it's a genuinely useful design principle. AI-assisted argument analysis has been more productive than I expected, while AI-as-oracle failures (hallucination, confident wrongness) keep reinforcing the distinction.
70% → 85% ↑
2025-02-15
Osmio municipal charter scalability
Shifted downward after conversations with people running larger community governance experiments. The coordination overhead between charter layers grows non-linearly with community size in ways I hadn't fully appreciated. The architecture may need fundamental rethinking for scale, not just optimization.
55% → 45% &downarr;
2025-02-12
Comedy-epistemology unification
Shifted laterally. Realized that the unification might not be a single framework but a family of mappings -- different types of humor map onto different formal structures. This is less elegant but possibly more correct. Confidence unchanged but the shape of the hypothesis changed significantly.
55% → 55% ↔ (reshaped)
2025-02-10
The execution gap is collapsing
Confidence increased after personally building this entire site infrastructure (blog engine, epistemic dashboard, argument threading) as a solo developer using AI-assisted workflows. Six months ago this would have required a small team or significantly more time. Living proof of the thesis.
88% → 95% ↑