A developer released NPC-Forge, a framework for building and hosting deterministic agents that run on CPU, including on hardware as limited as a Raspberry Pi. It ships with TERMy, a terminal assistant demo that chats with users and translates plain-English requests into shell scripts. The post is a community launch seeking feedback.
TERMy is a terminal assistant built on the NPC-Forge framework that deliberately avoids LLMs, embeddings, and machine learning. It runs locally on CPU — even a Raspberry Pi Zero — in the terminal or client-side in a browser tab, responding in milliseconds. It targets users who want fast terminal assistance without cloud AI dependencies.
TERMy is a terminal assistant built on the NPC-Forge framework that deliberately avoids LLMs, embeddings, and machine learning. It runs locally on CPU — even a Raspberry Pi Zero — in the terminal or client-side in a browser tab, responding in milliseconds. It targets users who want fast terminal assistance without cloud AI dependencies.
A developer released Tantra, a Python agent harness framework with a FastAPI-inspired API design, supporting session persistence, memory, tools, dynamic skills, multi-agent sub-trees, and pluggable guardrails. It aims to simplify building autonomous agents or human-in-the-loop systems.
A developer released Tantra, a Python agent harness framework with a FastAPI-inspired API design, supporting session persistence, memory, tools, dynamic skills, multi-agent sub-trees, and pluggable guardrails. It aims to simplify building autonomous agents or human-in-the-loop systems.
prompt2shell is a utility that converts plain-English requests or questions into shell commands, which users can review, reject, or execute. It leverages AI to assist users who are unfamiliar with shell commands or prefer natural language interaction, providing flexibility of the command line with AI assistance.
prompt2shell is a utility that converts plain-English requests or questions into shell commands, which users can review, reject, or execute. It leverages AI to assist users who are unfamiliar with shell commands or prefer natural language interaction, providing flexibility of the command line with AI assistance.
OpenFreedom is a personal assistant that pairs an LLM with a deterministic engine, so critical decisions follow strict verifiable rules while the LLM handles text generation. It runs fully locally or in a hybrid local/cloud setup, cutting resource consumption and execution time versus typical tool-chain agents. Built by Umberto, who reports using it daily.
OpenFreedom is a personal assistant that pairs an LLM with a deterministic engine, so critical decisions follow strict verifiable rules while the LLM handles text generation. It runs fully locally or in a hybrid local/cloud setup, cutting resource consumption and execution time versus typical tool-chain agents. Built by Umberto, who reports using it daily.
A developer launched Kit on Hacker News, a coding agent runtime that gives the model one tool for building and running programs. It bundles a terminal client, an Agent Client Protocol (ACP) server, an A2A endpoint, and a subagent orchestrator into one static binary, positioning itself as a more concise alternative to Claude Code.
A developer launched Kit on Hacker News, a coding agent runtime that gives the model one tool for building and running programs. It bundles a terminal client, an Agent Client Protocol (ACP) server, an A2A endpoint, and a subagent orchestrator into one static binary, positioning itself as a more concise alternative to Claude Code.