From Product Hunt

A big day for local and agent-native tooling: an open-source Mac agent harness led, alongside an MCP data marketplace, a $100K red-team game, a Markdown Quick Look plugin, a design-taste MCP, an iOS publishing pipeline for agents, a multi-tailnet Tailscale tool, and a lifetime-license local desktop agent.

Osaurus — open-source agents that run 100% locally on your Mac A native macOS harness for AI agents, built in Swift on a custom MLX runtime (no Python, no Electron), MIT-licensed. Runs Gemma 4, Qwen3.6, GPT-OSS, and Llama fully offline, or bring your own OpenAI/Anthropic/Gemini key. Each agent gets its own prompts, persistent memory, and theme; an approval gate sits in front of every action; agents can read Calendar/Contacts, send iMessages, and run sandboxed code that produces real files. 7K+ stars, 175K+ downloads, free forever. Grew out of the Dinoki desktop pet.
▲ 555 · osaurus.ai
AgentKey — one-stop live data marketplace for your agent A single MCP plugin (from Chainbase) that gives any agent live external data — ~1,800 tools across eight categories: web search, scraping, social, finance, e-commerce, business, and on-chain. Install into Claude Code, Codex, OpenClaw, or Cursor with one command; one account and bill, pay-as-you-go top-ups, and automatic failover to a backup source when a provider goes down. Free to start.
▲ 496 · agentkey.app
Playground — earn $100K+ weekly for hacking AI agents From Fabraix (frontier AI red-teamers): each weekly challenge is a live, open-source AI agent guarding a secret — with its full system prompt published for you to read. Talk it past its own defenses; the most approved breaks each week win $100K+ in rewards. Free to play, no account needed. The first challenge, "The Gatekeeper," is live, and the client, defender reference engine, and every challenge config are open source.
▲ 227 · playground.fabraix.com
Marked QL — instant Markdown previews in Finder Brett Terpstra's new standalone Quick Look extension: hit space on a Markdown file and get a fully rendered preview — math, Mermaid diagrams, and syntax highlighting via the Apex engine (CommonMark, GFM, MultiMarkdown, Kramdown). Works with or without Marked 3. $4.99 one-time on the Mac App Store, macOS 13+.
▲ 197 · markedapp.com
Fudge MCP — give your AI agents design taste from real websites A design-reference engine for coding agents over MCP. Instead of asking AI for another "modern, premium" UI from scratch, let it search ~10,000 real websites by fonts, colors, components, layouts, page types, and visual similarity — pairing measured design evidence with screenshots. Runs locally through MCP, with a Chrome extension to save references. Aimed at giving Claude Code/Cursor better taste instead of more adjectives.
▲ 138 · design.withfudge.com
NoMac — the headless iOS app publishing pipeline for AI agents Ship iOS apps from your AI agent with no Mac and no Xcode. NoMac builds signed iOS releases on cloud Macs (no certs to manage), pushes to TestFlight so you can preview on your iPhone in minutes, and submits to the App Store — all driven by your Claude, Codex, or Cursor agent via the NoMac CLI and MCP. Crashes and feedback flow back to the agent. Needs an Apple Developer account.
▲ 128 · nomac.app
TailMux — multiple Tailscale tailnets at once, no switching, no VM The official Tailscale client keeps one tailnet active at a time. TailMux makes work and personal tailnets reachable simultaneously on macOS and Linux — an isolated embedded node per profile, routed by hostname suffix with strict no-fallback isolation. Use SSH, RDP/SMB, browsers, curl, git, and npm across tailnets at the same time.
▲ 111 · tailmux.app
Willow — own your personal AI agent, runs locally A local-first desktop AI agent for Mac that drives your browser and desktop to finish multi-step tasks while data stays on-device — real computer control, not just suggestions. BYOK/BYOM or fully offline via Ollama, with local memory and a Markdown vault. €299 lifetime, no subscription. (Distinct from the willowvoice.com dictation app.)
▲ 27 · willowai.app
From Reddit — AI & LLMs

xAI's Grok CLI got caught quietly uploading whole repos to the cloud, becoming the case study for local-first AI, while GPT-5.6 nudged another Erdős problem, Richard Sutton launched a new lab betting on 20-watt agents, and 5.6 Sol's over-eager safety filters started banning people for spreadsheets.

GPT-5.6 credited with resolving another 50+ year-old Erdős problem Mathematicians including OpenAI's Sébastien Bubeck, John Lichtman, and Przemysław Chojecki reported GPT-5.6 resolving another long-open Erdős problem. Worth the usual caveat: the earlier "Erdősgate" episode (Oct 2025) turned out to be the model surfacing a solution already known in the literature rather than proving something new, and commenters again pressed on how much is autonomous vs. guided. Still, another data point in the accelerating AI-in-math thread.
Richard Sutton launches Oak Lab — chasing a 20-watt trillion-parameter agent RL pioneer Richard Sutton's new research org is built around the OaK ("Options and Knowledge") architecture: agents that learn temporal abstractions from real-world experience via batch-size-one learning and event-driven neural nets. The stated holy grail is a trillion-parameter agent that learns and plans in real time on ~20 watts — orders of magnitude more efficient than today's methods. A clear bet on continual, experiential learning over pretraining scale.
GPT-5.6 Sol is flagging harmless work as a "cybersecurity threat" A follow-up to the Sol launch: a user got their account flagged for a "cybersecurity threat" and warned of a ban after a single legitimate prompt to build a rental-accounting spreadsheet — Sol ran code in its cloud sandbox that tripped the moderation triggers, and the AI-driven appeal was rejected in two hours. Top comment notes the sandbox fires from the ChatGPT client but not the Codex client. A real concern about opaque, automated moderation on the new tier.
Someone benchmarked 15 "e-waste" enterprise GPUs for homelab AI A year-long project testing decommissioned NVIDIA cards (K80, M10/40/60, P40, P100, V100, T40) across LLMs, vision, Blender, and Whisper on cheap X99 Xeon boards. The V100 16GB (~$200) is the sweet spot, rivaling the far pricier T40, and the P40 beats the P100 for LLMs. The pitch for homelabs: massive idle VRAM if you compile old software (like llama.cpp) from source and just power-cycle the box to save energy. Custom Dockerized suite and GPU-cooler designs included.
Gemma 4 running inside Godot with only GDScript and Vulkan shaders A Godot 4.7 project runs gemma-4-E2B-it locally with no llama.cpp, Python, server, or GDExtension — model math in Vulkan compute shaders, with GDScript handling GGUF loading, tokenization, sampling, KV cache, and the chat UI. About 10x slower than llama.cpp+CUDA, but a neat proof that an LLM can run entirely inside a game engine.
69% of Americans back an AI wealth fund as 200+ experts urge action on jobs A survey finds 69% of U.S. workers support "forcing" AI firms to hand 50% of their stock to a public sovereign wealth fund as tech layoffs accelerate. It lands the same week 200+ experts, including Nobel laureates, signed a Reuters-reported statement urging governments to prepare now for AI's economic and labor disruption — two signals that public sentiment is shifting toward redistribution.
From Reddit — GenAI & Media

Practical open tooling: a pixel-art cleaner for turning AI output into usable sprites, Ideogram 4 landing in faster Fal/ComfyUI tiers, Wan-AI's open music-to-dance video model, and an LTX 2.3 LoRA that turns greybox 3D into photoreal footage.

Fixing AI pixel art — an open-source "pixel snapper" with source A small open-source tool that cleans up messy AI-generated pixel art by snapping it to a proper grid — handy for placeholders and game prototypes. The post is a clear before/after visual breakdown with MIT source; the community also pointed to the similar unfake.js. A practical step in turning gen-AI output into usable sprite assets.
Ideogram V4 released in "Instant" and "Fast" tiers via Fal Fal released Ideogram V4 (known for strong text rendering) in Instant and Fast tiers with weights on Hugging Face, and the community already wrapped BF16/int8 versions for ComfyUI — bringing Ideogram 4 into faster, more local-friendly workflows. A follow-up to last week's Ideogram 4 coverage. (Users are still griping about over-aggressive content filtering.)
Wan-Dancer-14B — Wan-AI's open music-to-dance video model A first-party Wan-AI release: an open-source video model using a hierarchical framework for minute-scale, coherent music-to-dance generation. Aimed at choreography and character motion, it adds a dedicated dance/motion piece to the growing open video-generation stack.
LTX 2.3 "render to real" — an open IC-LoRA that turns 3D greybox into photoreal video An open-source IC-LoRA for LTX 2.3 that converts greybox/3D render animation into photoreal footage — feed it decent greybox camerawork and get realistic output. A practical previz/VFX workflow, part of the wider LTX 2.3 IC-LoRA wave.
From Reddit — Apps & Software

A terminal built around Claude Code led an agent-heavy day, alongside an MCP that offloads Claude Code's grunt work to cheaper models, a self-hosted Frame.io alternative, a zero-dependency photo-sharing binary, a 1,500-strong menu-bar app directory, free liquid-glass desktop widgets, and per-channel notification sounds.

MOTHER — a macOS terminal built around Claude Code Part of Coast Creative's Alien-movie-inspired app suite. MOTHER treats Claude Code sessions as first-class: a project launcher with recent projects, model selection, plan mode, and one-click resume; a full PTY terminal with tabs and splits; menu-bar attention alerts that light up, notify, and chime when Claude needs input; drag-a-file-to-insert-its-shell-quoted-path; a built-in Claude Code command/flag reference; and 14 themes from liquid glass to retro phosphor. $7.99 lifetime.
claude-delegator — offload Claude Code's grunt work to cheaper models An open-source MCP server that hands Claude Code's mechanical work — boilerplate, bulk edits, mechanical transforms — to cheaper models like DeepSeek, while keeping Claude on the reasoning. Claims roughly 90% cost reduction. Squarely aimed at the Claude Code + cost-routing workflow.
FreeFrame — self-hosted, open-source Frame.io alternative for video review An MIT-licensed, self-hosted media review platform (video/image/audio) with frame-accurate timecoded comments, drawing annotations, versioning, approval workflows, and guest links. v1.5.0 exports comments as timeline markers for DaVinci Resolve (EDL), Final Cut (FCPXML), Premiere (XML), or CSV — feedback lands on the exact frame in your NLE. Docker Compose plus any S3-compatible storage; media never leaves your servers. A serious answer to post-Adobe Frame.io pricing.
yougram — a zero-dependency self-hosted photo-sharing binary Low-maintenance self-hosted photo and image sharing: a single Go binary with no dependencies — deploy by scp'ing it to your server and running it. Now ships prebuilt release binaries and has video support. A lighter alternative to Immich for people who just want to share photos with family. (The author is candid that it's still a young project with some rough edges.)
MacMenuBar — a hand-curated directory of 1,500+ menu bar apps A seven-year-old, hand-curated directory of macOS menu-bar-first apps just passed 1,500 listings — productivity tools, system utilities, and tiny single-purpose gems, updated almost daily. A bookmark-worthy discovery surface for a menu-bar-heavy setup.
BetterMacWidgets — free live desktop widgets on a snap grid ~18 animated liquid-glass widgets for the Mac desktop — clocks, calendar, reminders, weather with real rain/snow, Now Playing with media controls and app-color tinting, a CPU/GPU/RAM monitor with graphs, Bluetooth battery, timers, unit converter, sticky notes — on a true drag-drop snap grid across pages. The free version is a full app (no account, trial, or watermark); Pro is a €9.99 one-time. macOS 15+/Apple Silicon.
Chirpy 3.0 — per-app, per-channel, per-keyword notification sounds A menu-bar app that gives macOS notifications distinct sounds by app, channel, person, or keyword — so your boss, #random, and "prod is down" don't all ping the same. 3.0 expands from Slack/Teams-only to any app in Notification Center, with per-rule volume and 72+ curated sounds (or your own). macOS 12+.
From Twitter

On Twitter today, the coding-agent fight moved to the client layer as Codex got cheaper and cross-tool session resume spread, open-weight models kept shrinking to fit local hardware, security researchers shipped fresh PoCs and new agent attack surfaces, and Gemini Omni Flash topped the video leaderboards.