AI tools, agents & startups on the rise

Qwen3.8-Flash-Next on any consumer hardware: one-click install for Windows / Linux. Strata inference engine, OpenAI/Anthropic API on localhost, optional image input.

What it does

Strata runs Qwen3.8-Flash-Next on consumer hardware with a one-click install for Windows and Linux, a local OpenAI and Anthropic API, and optional image input.

What's unique

One-click local inference of Qwen3.8-Flash-Next, with a localhost API and optional images.

Why it helps

People without datacenter GPUs can run that Qwen model locally and call it through a familiar API.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 15 days old · 20k ⭐ on GitHub · 932 points on Hacker News.

An open-source AI accelerator, developed by AI: RTL, ISA, simulator, compiler and profiler in one repo. Runs Qwen3, LFM2.5 and Qwen3.5 on a Kintex-7 PCIe card.

What it does

openTPU is an open-source AI accelerator from AI, with RTL, an ISA, a simulator, a compiler, and a profiler in one repo.

What's unique

It runs Qwen3, LFM2.5, and Qwen3.5 on a Kintex-7 PCIe card.

Why it helps

Hardware researchers can study or extend a full accelerator stack that already runs those models.

Pricing

Open source (Apache-2.0) — free to self-host

Why it’s on the radar: 15 days old · 580 ⭐ on GitHub · 343 points on Hacker News.

AI Agent Builder and Runtime by Docker Engineering

What it does

docker-agent is an AI agent builder and runtime from Docker Engineering.

What's unique

The agent builder and runtime come from the Docker engineering team.

Why it helps

Teams already on Docker can build and run agents in a runtime from Docker Engineering.

Pricing

Open source (Apache-2.0) — free to self-host

Why it’s on the radar: Older project (since 2025) gaining momentum · 4.3k ⭐ on GitHub · 300 points on Hacker News.

Let your AI agents paint big arrows, boxes and text on your Mac screen. One CLI, click-through, gone by itself. Skill for Claude Code and Codex. MIT.

What it does

big-arrow-on-the-screen lets AI agents paint big arrows, boxes, and text on a Mac screen from one CLI. The overlay is click-through and goes away by itself.

What's unique

It is a Claude Code and Codex skill, MIT licensed, that draws on the screen without blocking clicks.

Why it helps

People steering agents on a Mac can point at the UI without the overlay getting in the way.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: Just launched · 502 ⭐ on GitHub · 247 points on Hacker News.

OpenShell is the safe, private runtime for autonomous AI agents.

What it does

OpenShell is a runtime for autonomous AI agents that is meant to stay safe and private.

What's unique

It focuses on a safe, private place for agents to run on their own.

Why it helps

Developers who want autonomous agents can run them in a runtime built for safety and privacy.

Pricing

Open source (Apache-2.0) — free to self-host

Why it’s on the radar: Older project (since 2026) gaining momentum · Featured in Ben's Bites · 16k ⭐ on GitHub.

Jeeves – Reasoning improves Jev-like decision models

What it does

Jeeves applies reasoning to improve Jev-like decision models.

What's unique

It targets decision models in the Jev style rather than general chat.

Why it helps

People building Jev-like decision models can use Jeeves to improve their reasoning.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 10 days old · 417 ⭐ on GitHub · 242 points on Hacker News.

Open source inference engine for agents that optimizes itself for your exact hardware. Compiles and tunes its kernels on your device, so open models run up to 2x faster than llama.cpp. Works on Apple Silicon, NVIDIA, AMD, or just a CPU.

What it does

magnitude is an open-source inference engine for agents that compiles and tunes kernels on your own hardware.

What's unique

It claims open models run up to 2x faster than llama.cpp on Apple Silicon, NVIDIA, AMD, or CPU.

Why it helps

Agent developers can get hardware-tuned inference without hand-writing kernels for each machine.

Pricing

Open source (Apache-2.0) — free to self-host

Why it’s on the radar: Older project (since 2026) gaining momentum · 6.6k ⭐ on GitHub · 194 points on Hacker News.

Open source SDK to build Muse gadgets

What it does

muse-gadget-sdk is an open-source SDK for building Muse gadgets.

What's unique

It is specifically an SDK for Muse gadgets, and it is open source.

Why it helps

Developers can build their own Muse gadgets with the open SDK.

Pricing

Open source (Apache-2.0) — free to self-host

Why it’s on the radar: 7 days old · Featured in Ben's Bites · 1.9k ⭐ on GitHub.

The chat decision assistant: before you reply, Jev reads the chat, judges intent and risk, and drafts replies you fill in with one tap. You press send. Android · Windows · macOS · iOS | 聊天辅助决策工具：先看懂对方再回复，发不发由你。

What it does

jev-chat-jarvis reads a chat, judges intent and risk, and drafts a reply you fill in with one tap. You still press send. It runs on Android, Windows, macOS, and iOS.

What's unique

Jev drafts the reply, but sending stays a human action across phone and desktop.

Why it helps

People who want a second look at a chat can get a drafted reply without auto-sending it.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 18 days old · 7.5k ⭐ on GitHub.

Z.ai's coding agent harness. Powerful, intelligent, extensible.

What it does

ZCode is Z.ai's coding agent harness, described as powerful, intelligent, and extensible.

What's unique

It is Z.ai's own harness for coding agents, built to be extended.

Why it helps

Developers using Z.ai can run coding agents through an extensible harness.

Pricing

Open source (Apache-2.0) — free to self-host

Why it’s on the radar: 19 days old · 7.6k ⭐ on GitHub.

Deep AI search for every photo and every frame of video in any folder on macOS

What it does

SCM does deep AI search over every photo and every frame of video in any folder on macOS.

What's unique

Search covers both still photos and individual video frames in local Mac folders.

Why it helps

Mac users can find a moment in a local video or photo library by searching with AI.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 6 days old · 455 ⭐ on GitHub · 180 points on Hacker News.

Every agent's model. One place. Codex on DeepSeek, Claude Code on Kimi, from the menu bar.

What it does

magpie puts every agent's model in one menu-bar place, including Codex on DeepSeek and Claude Code on Kimi.

What's unique

You can point Codex at DeepSeek and Claude Code at Kimi from the menu bar.

Why it helps

Developers can swap which model an existing coding agent uses without leaving the menu bar.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 16 days old · 7.7k ⭐ on GitHub.

一个自己找热点、自己写日报的网站框架。把信源和精选标准换成你的，它就是你的行业热点站。

What it does

AIHOT is a website framework that finds hot topics and writes its own daily digest. Swap in your sources and selection rules to make an industry news site.

What's unique

The same framework hunts trends and writes the daily report once you set the sources.

Why it helps

Editors can stand up an industry hotspot site by changing sources and what counts as worth covering.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 11 days old · 7.0k ⭐ on GitHub.

Point Claude at any game. Skills, tools and the fal MCP that let Claude Code mod almost any PC game you own: recon, reverse engineering, fal-generated art/3D/audio, in-game testing, showcase videos.

What it does

universal-modder gives Claude Code skills, tools, and the fal MCP to mod almost any PC game you own, including recon, art, 3D, audio, in-game tests, and showcase videos.

What's unique

It points Claude at a game you own and covers recon through generated assets and in-game testing.

Why it helps

Modders can ask Claude Code to reverse, generate assets, and test changes inside a PC game.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 10 days old · 6.1k ⭐ on GitHub.

在 dsh 里装上这个插件即可，无需登录、注册或填 API Key，就能使用包括 DeepSeek V4.1 Flash、Kimi K3 在内的前沿模型——完全免费，不限量。 All you do is install this plugin in dsh: no login, no sign-up, no API key — the frontier models are just there, DeepSeek V4.1 Flash and Kimi K3 among them. Completely free, with no usage cap.

What it does

This dsh plugin serves frontier models, including DeepSeek V4.1 Flash and Kimi K3, with no login, sign-up, or API key. It is completely free with no usage cap.

What's unique

Install the plugin in dsh and the models are available with no account and no usage cap.

Why it helps

dsh users can call DeepSeek V4.1 Flash and Kimi K3 without an API key or a usage limit.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 15 days old · 6.0k ⭐ on GitHub.

A tiny friend in your Mac's notch and on your iPhone that keeps an eye on your AI coding agents: Claude Code, Codex, Cursor, Gemini CLI, Antigravity and more. Approve from the notch or your Lock Screen.

What it does

coucou sits in the Mac notch and on iPhone to watch coding agents such as Claude Code, Codex, Cursor, Gemini CLI, and Antigravity, and lets you approve from the notch or Lock Screen.

What's unique

Approvals show up in the notch and on the Lock Screen instead of inside each agent app.

Why it helps

People running several coding agents can approve a step from the notch or lock screen.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 12 days old · 4.6k ⭐ on GitHub.

Agent tooling for generative LEGO models building, built with Astra and Opus 5.5, powered by Jev

What it does

ldraw-nova is agent tooling for generative LEGO model building, built with Astra and Opus 5.5 and powered by Jev.

What's unique

It applies Astra, Opus 5.5, and Jev to generating LEGO models.

Why it helps

Builders can use agents to generate LEGO models instead of placing every brick by hand.

Pricing

Open source (AGPL-3.0) — free to self-host

Why it’s on the radar: 16 days old · 327 ⭐ on GitHub · 167 points on Hacker News.

An experimental Rust port of the TypeScript 7 compiler (tsc)

What it does

ts-rust is an experimental Rust port of the TypeScript 7 compiler, tsc.

What's unique

It reimplements the TypeScript 7 compiler in Rust as an experiment.

Why it helps

Compiler developers can study or try a Rust port of the TypeScript 7 tsc.

Pricing

Open source (MIT) — free to self-host

Why it’s on the radar: 3 days old · 830 ⭐ on GitHub · 111 points on Hacker News.