repository

A GitHub example that audits LangChain’s RAG quickstart with retrieval-quality metrics, flags off-topic and out-of-distribution queries, and surfaces ranking and calibration issues with charts and results files.

Public evaluation code for an Agent Memory Leaderboard, including answer-generation and scoring contracts for comparing LLM agent memory systems.

A repository of Claude Code and Codex skills for evaluating and designing multi-agent systems, centered on an /agent-architect skill for auditing, reviewing, and designing agent setups.

Attestor is a TypeScript control plane for high-risk AI-driven operations. It sits between an AI-generated request and the real system action, applying policy, approval, scope, freshness, replay, and evidence checks before returning admit, narrow, review, or block.

A GitHub repo for SHOVE, a turn-based CLI tactics puzzle created by Claude Fable 5 and iterated through six play sessions until it was judged fun. The page includes a brief, writeup, source code, logs, and the main game script.

A prompt-based medieval fantasy text adventure for LLM chats, with character creation, combat, companions, inventory tracking, and a main quest to find four mysterious items.

A research repository and local web app for testing quantum gravity theory-space exclusions against encoded consistency constraints. It includes a CLI, a localhost interface, test coverage, and an LLM-powered research agent for running searches and report generation.

A GitHub-hosted technical guide for running a multi-tier agent system on Termux, with SQLite used for messaging, scheduling, and audit logs, plus thermal-aware admission control for Android devices.

A primer for non-coders to design and implement software through structured dialogue with an AI. It explains the CGP method, its goals, how it differs from orchestrator/worker patterns, and how to use the matching primer version.

Python framework for conversational social engineering detection using a finite state machine. The README says it tracks turn-by-turn signals like flattery density, give/ask ratio, escalation velocity, and scope mismatch, and exposes a simple `Xtra().analyze(turns)` usage example.

A draft specification for an offline emergency dispatch protocol designed for on-device AI models on phones when no dispatcher is available.

A Hermes plugin that uses adversarial LLM clones to confront sandbagging and reward-hacking behavior during agent sessions.

Open-source tool for removing refusal behavior from open-weight transformer language models by identifying and orthogonalizing refusal directions in activation space.

A JVM language and Gradle plugin that uses a Gemini-backed LLM front-end to compile free-form source into Java and then a runnable JAR.

Aqua UI is a GitHub repository for bringing Mac OS X Aqua-style interface design to the web, with a linked documentation site and visible project structure for packages, tests, scripts, and a website.

A small Nix-based wrapper that adds an exponential timeout around agentic AI tools and resets the limit each day, with a reminder message before the tool runs.

A conceptual blockchain-style project proposing BitTime as a timeline ledger and currency replacement system to restrain AI, with English and Chinese whitepapers and related assets in the repo.

A GitHub repository for a self-correcting algebraic agent swarm runtime. The README frames it as a bounded, cybernetic system for multi-agent workflows, with separate components for intake validation, intent bridging, and swarm control.

A GitHub repository presenting VSE Engine (Velocity & Structure Encoding), a prototype for computing over transmission using pulse-position and duration modulation ideas. The README describes a byte-splitting pipeline, time-slot mapping, and decode/resynthesis flow, with supporting source files in the repo.

A GitHub repository for a latency-separated AI memory retrieval and RAG system. The README describes fetch, compute, and ANN search stages, includes benchmark ranges, and exposes a public test endpoint.