EcoKure builds deterministic truth-gates — small, open-source engines that verify AI claims about math, physics, chemistry, medicine, statistics and hardware with exact rules instead of vibes. No guessing, replayable receipts, MIT-licensed.
Large language models are persuasive even when they're wrong. A Deterministic Truth Layer (DTL) gate is the opposite: a tiny, auditable program that takes a claim — an equation, a formula, a dose, a statistic — and returns an exact verdict with a sealed, replayable receipt. If the gate can't decide deterministically, it refuses to guess.
ClaimGate splits AI output into individual, checkable claims and routes each one to the right engine.
Each gate uses exact arithmetic, dimensional analysis, reaction balancing or explicit rules — pure Python stdlib, no model in the loop.
EvidencePack hash-stamps what was checked, by which tool, with what verdict — and ReplayGate can re-run it later to detect drift.
Every gate is a public, MIT-licensed repository with real CI. Clone one, run it in seconds, audit the rules yourself.
Chemistry validator — formula parsing, molar mass, reaction balance (atoms + charge).
CHEMISTRYCatches impossible reported statistics: GRIM, SD-range, t/p-value consistency checks.
STATISTICSMedical safety verification demo — dose checks and lab ranges through explicit rules. Not a medical device.
MEDICALStructural sanity checker for Verilog RTL — undriven outputs, multi-driven signals, latch-inference risk.
HARDWAREDeterministic verification of orbital/satellite claims with replayable benchmark artifacts.
SPACEPaste an AI science claim; it extracts each claim, routes it to a gate, and seals an evidence pack.
ROUTERReproducible receipts: what was checked, by which tool, with what verdict — hash-stamped JSON.
RECEIPTSRe-run sealed evidence packs and detect verification drift. Sandboxed, allowlisted replays.
REPLAYLint READMEs and docs for unsupported AI/science/benchmark claims. CLI + GitHub Action.
DOCSOpen claim taxonomy + verdict schema for deterministic AI-output verification. PR-extensible.
STANDARDIndependently test DTL and sign your verdict — a public registry of cryptographically-signed audits (SVR-1).
AUDITSEnd-to-end: route a claim to a gate, check it, seal a receipt, replay it. Ties four gates together.
DEMOChat with AI, browse a verified news feed pulled only from named tier-1 outlets, watch a full YouTube-style video hub, play games, and run every truth-gate — in one place. Free to join.