How each model solves the same problems
Instead of “democracy versus anarchism”, compare the concrete ways collective problems get solved.
| Question | + Model | ||
|---|---|---|---|
| How are decisions made? | Participants submitted and voted on statements in Polis; researchers kept statements with cross-group agreement and converted them into training principles. | A statutory authority (UIDAI) under the central government sets rules; ministries decide where Aadhaar is required; Parliament legislated in 2016 and 2019.Digital identity | |
| How are conflicts resolved? | Polis maps disagreement into opinion groups; statements lacking consensus across groups were excluded rather than adjudicated. | Grievance channels at UIDAI and service agencies; constitutional challenges in the Supreme Court, which ruled in 2017 and 2018. | |
| How are public goods funded? | A published public constitution, methodology and evaluation results reusable by other developers and researchers. | A universal, low-cost proof of identity used for welfare transfers, financial inclusion and public services. | |
| How is AI used? | Constitutional AI: the model applies the written principles to critique its own outputs and generate training feedback. | No AI in decision-making as such; automated biometric matching and deduplication decide authentication, and face authentication was added in 2018. | |
| What are the main risks? | Organiser discretion in translation, unrepresentative or small samples, no ongoing accountability and voluntary uptake by the developer. | Exclusion through authentication failures, data leaks, surveillance and profiling, weak independent oversight and function creep.CLM-0544 |
This illustrates differences in design; it is not a universal claim about outcomes. Each cell links to mechanisms and the claims behind them.