A new local-agent harness has a built-in BS detector.
This is a dev post classified by AGK Intelligence as AI dev tools (a tool drop), kept by the Dev Radar because it carries real work, not commentary.
A new local-agent harness has a built-in BS detector. Rufous is an Apache-2.0 Rust harness built specifically for small 2B–12B local models. This should help w/Local AI. If the model says “I created the file.” …but its tool-call history shows it never actually created the file…Rufous stops the response and makes the model correct itself. It’s designed for Local AI for inference engines like 🦙 Ollama 🖥️ LM Studio ⚙️ llama-server 🔌 any OpenAI-compatible endpoint It also starts with only ~1,250 tokens of prefill containing 9 core tools, then loads web, memory and MCP tools only when needed.
Posted by David Hendrickson (12.7k followers) 1 h ago · 3 likes · 392 views · view the original post on X. Kept by the Dev Radar as AI dev tools.
More dev work like this
- computer-repair-skill 给 Codex、Claude Code 等 Agent 配了 64 套电脑维修流程,直接描述故障,就能按步骤查系统、看日志、找原因。 — @GitHub_Daily
- 🔥厉害了!DSH破甲核武器开源了!15步流水线一键生成定制破甲词,DeepSeek Harness直接起飞! — @NFT_Chen
- your agents change. your memory stays. — @twigpine
- Meet this Turkish speech recognition model. It turns spoken Turkish into text using a… — @HuggingModels
- Scientific Agent Skill: A Library of Procedural Knowledge for — @gp_pulipaka
- 🤯炸了!仅8GB显卡也能畅玩125B级Qwen3.8 Flash Next,速度稳定20+… — @NFT_Chen
- Enterprise Agentic AI: From Strategy to Scale: An Executive Guide to Agents, RAG, Prompt… — @gp_pulipaka
- AI Prompt Engineering! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc… — @gp_pulipaka
Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 31.5k posts from 5k X accounts over the last 21 days, 9.1k tools, 12 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-03 05:44 UTC. Full method.