Open-source swarm intelligence for the open web. Run 10,000+ AI agents reading the internet with epistemic discipline. Every claim is evidence-backed. Every source is scored.

A sycophantic tool for preventing worse sycophancy.

PRISM — Epistemic Graph RAG with Spreading Activation. Novel retrieval that understands how knowledge relates, not just what it says.

Epistemic infrastructure framework for journalism (Wayfinder)

Deterministic reasoning assurance engine for AI agents. Fast (<5ms), zero-cost verification. Best-in-class for arithmetic, logic, and hallucination detection.

local-first ai-agents claude provenance audit-log personal-finance epistemic agent-template python

The first agent runtime with built-in epistemic honesty

Multi-Agent System course at University of Groningen 16/17 (Master Artificial Intelligence)

Model-agnostic trust protocol for calibrated, auditable AI

Simple Texpattern CMS theme to interlink multiple-user content (articles) through key words, related articles, categories, the search function, and links to author pages listing authors' articles. Designed to promote collaborative, project-based relational learning but could be used for IndieWeb selfdogfooding purposes. Sample images in the wiki…

A research programming language exploring structured separation of data and control, and computation as constrained construction.

An AI-native cognitive runtime focused on epistemic honesty, uncertainty management, and structured reasoning.

verjail pattern | definisi | filosofi | dimensi | sebuah upaya membaca pola kebenaran yang dipenjara oleh diri, narasi, dan kekuasaan — dalam ketegangan abadi antara yang ideal dan realitas.

Um estudo sobre Filosofia da Lógica; Overview do método de Newton da Costa, Gödel, Morgan, Dummett, Frege, Leibniz, Peirce, Orman Quine, Ludwig Wittgenstein

A multi-layer verification system for AI-generated analysis that exploits documented behavioral differences across language models to detect hallucination, simulation drift, and epistemic failures.

Epistemic governance framework for Elixir. Claims, evidence, EIG scoring, 7-layer adversarial defense, experiment loops. 18 modules, 6718 lines, 241 tests.

Open source epistemic governance infrastructure for emergent communities

Runtime epistemic profiler for AI agents. Tag every claim as grounded, inferred, speculative or meta — measure how much your agent actually knows.

Epistemic Governance in Mechanistic Simulation Under Structural Uncertainty