RQ-020 — Autoreason & AutoResearch
Self-refinement loops that know when to stop: how AutoResearch and Autoreason split automated research between objective metrics and subjective adversarial tournaments.
View research ->Independent research studio
I investigate cryptography, sustainable infrastructure, and tools for sovereign builders. Each project balances rigor with creative prototyping so the work can ship, not just circulate in PDFs.
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Self-refinement loops that know when to stop: how AutoResearch and Autoreason split automated research between objective metrics and subjective adversarial tournaments.
View research ->Turns HTTP 401 into a declarative KYC/AML challenge with verifiable credentials, facilitators, and nonce-bound grants.
View research ->Reclaims HTTP 402 as a payment challenge so agents can settle per-request fees using structured headers and proofs.
View research ->Executive + operational metrics that quantify protected value, resilience, and program health with repeatable math.
View research ->Drafting a global identifier namespace that maps local farm IDs to GS1/EPCIS and EU Digital Product Passport expectations.
View research ->Combines PRA+CIR legal tools with FIAGRO/token rails to open farmland slices to smaller investors without losing custody.
View research ->Anchors commodity financing to GS1 EPCIS checkpoints so soy export tokens stay synchronized with physical inventory.
View research ->A storage-agnostic event model for distributed coordination with deterministic merges, zk-friendly payloads, and adapter-driven deployments.
View research ->Need a tailored brief, diligence report, or on-chain experiment? Drafts typically ship in two-week sprints with open Notion workspaces and recorded synth sessions.