AGI-oriented, hallucination-resistant AI coding runtime grounded in evidence, tools, memory, agents, and verification.

An accountability layer for investment agents: thesis cards, prediction ledgers, stock screeners, and feedback loops.

Execution harness for OpenClaw agents: evidence-first changes, verification gates, dangerous command controls, and codex-harness / claude-code-harness discoverability.

Evidence-first coding agent for Claude Code CLI. Port of burkeholland/anvil from GitHub Copilot CLI.

EFM (Evidence-First Memory for Claude Code) — structured JSONL storage, hybrid search (embedding + FTS5), auto-harvest, 10 slash commands, fully automated via hooks. 938 tests.

Evidence-first incident diagnosis. Root cause in 16–30s. Project 1.0.0 complete (29/29 checkpoints).

Evidence-first AI search for public Peruvian cultural and educational resources.

Evidence-first structured scoring for AI artifacts: synthesize a rubric, collect citations, score only against quoted evidence, hedge on thin evidence. Every dimension ties to a file:line or quote, with reproducibility receipts. For papers, PRs, prompts, and emails where a defensible LLM-backed score beats a headline number. 7 backends.

Evidence-first workflow protocol for vehicle diagnostic AI agents.

Evidence-first workflow protocol for vehicle diagnostic AI agents.

7-Dimension Friction Scoring for Startup Competitions 2026 - Free T&C Checker Plugin

Evidence-First Personal Knowledge Engine — 跨主機多模態 RAG 知識引擎，不需要 Docker，支援 OCR/圖片向量化/Evidence-based 查詢，繁體中文原生支援

A personal praxis for coding with agents: treat ideas as sparks, verify before judgment, and hand off execution with clear boundaries.

AndyAI Knowledge Factory with ASAL: structural awareness, repo graph, AST pipeline, MCP graph tools, hybrid RAG+Graph routing and evidence-backed impact maps.

Evidence-first video understanding skill for Codex: yt-dlp, Douyin SSR fallback, local whisper.cpp, keyframes, OCR, and grounded reports.

SignalScout AI - Why-Now Deal Intelligence Agent. Bright Data Web Data UNLOCKED hackathon submission.

Evidence-first, neutral T&C review plugin for founders. 7-dimension friction scoring for startup competitions.

Document Protocol Lab: a bounded, evidence-first SEC Item 1A pilot showing how a document-comparison workflow answers, proves, and stops across NVDA, LLY, and KO.

Multimodal incident analysis system with structured postmortems, replay evals, and operator handoff.