From Product Hunt
Anthropic shipped a new Advisor tool for agent developers, MiniMax launched a multimodal CLI, and Overworld pushed generative game worlds to consumer GPUs.
Claude Advisor Tool — Pair Opus as advisor with Sonnet or Haiku as executor
New Messages API tool that lets a cheaper executor model (Sonnet/Haiku) escalate hard decisions to Opus mid-run. Sonnet + Opus advisor: +2.7pts SWE-bench Multilingual at 11.9% lower cost. Haiku + Opus advisor: 41.2% BrowseComp at 85% lower cost than Sonnet solo.
Manus Skills — Package agent workflows into reusable Skills
Save your best Manus workflows as reusable Skills, trigger with /SKILL_NAME, share across teams. Import 100+ Skills from GitHub. Turn writing styles, brand guidelines, and complex processes into portable, replayable assets.
MiniMax CLI — Native multimodal capabilities for AI agents
Official CLI exposing text, image, video, speech, music, vision, and search in one command surface. Agent-oriented design with clean stdout, semantic exit codes, async jobs. One npx install gives your agents native generation capabilities.
HeyGen Avatar V — Record 15 seconds, generate unlimited video versions
Separates performance from appearance so one clip becomes unlimited video versions. Natural upper-body movement, consistent identity across angles and long-form video. No re-recording needed when outfits, settings, or looks change.
GhostlyX — Privacy-first analytics without cookies
Lightweight web analytics with no cookies, no trackers, no consent banners. Under a minute to install, instant insights on visitors, top pages, and conversions. Good alternative if you want something simpler than Plausible or Fathom.
Waypoint-1.5 — Real-time generative worlds on consumer GPUs
Overworld's updated real-time world model runs locally on consumer hardware. Feels like a playable first-person shooter with shooting mechanics and responsiveness, not just passive exploration. One of the first generative world models that feels like an actual game.
Orbit Money — Track every API and AI tool subscription in one place
Tracks Claude, OpenAI, Cursor usage and all your subscriptions. Alerts before charges hit, finds better deals on existing plans. Free beta. Useful if you're losing track of AI tool spend across multiple services.
From Reddit
Anthropic's unreleased Mythos model triggered an emergency meeting between the Fed Chair, Treasury Secretary, and major bank CEOs. Meanwhile, GLM 5.1 is crushing open-model benchmarks and Gemma 4 keeps getting better.
Treasury Secretary Bessent and Fed Chair Powell summoned CEOs of Citi, Morgan Stanley, Bank of America, Wells Fargo, and Goldman Sachs to an urgent closed-door meeting at Treasury headquarters. The topic: cybersecurity risks posed by Anthropic's unreleased Mythos model.
This follows Anthropic's Project Glasswing announcement — Mythos Preview can find and exploit software vulnerabilities at a level surpassing all but the most skilled humans. The financial system is a prime concern.
Anthropic launches Claude Managed Agents in public beta
Composable APIs for building and deploying cloud-hosted agents at scale. Define agents in natural language or YAML, Anthropic handles sandboxing, orchestration, and error recovery. $0.08/session-hour. Notion, Rakuten, Asana, and Sentry already in production.
Update: GLM 5.1 tops code arena rankings for open models, approaches Opus in agentic benchmarks
Following last week's release, GLM 5.1 now ranks #1 among open models on the code arena. Independent agentic benchmarks show it reaching Opus 4.6 performance at roughly 1/3 the cost (~$0.4 vs ~$1.2 per run). A major cost-efficiency leap for open-weight models.
Gemma 4 had hidden Multi-Token Prediction — community is reverse-engineering it
A researcher discovered Gemma 4 includes unreleased MTP weights. The extraction effort is now on HuggingFace and needs C++ help to reverse-engineer the compiled TFLite graph back into usable PyTorch modules. Separately, Google shipped reasoning budget fixes and new chat templates for tool calling.
OpenAI backs bill that would limit liability for AI-enabled mass deaths or financial disasters
OpenAI is supporting legislation that would shield AI companies from lawsuits over model-caused harms. The bill would create a liability framework where providers can avoid damages if they follow certain safety practices. Generating significant debate across r/openai and r/artificial.
Researchers infected an AI agent with a "thought virus" that spread across an entire agent network
A new paper demonstrates how a single AI agent can be infected with a thought virus that uses subliminal messaging to slip past defenses and propagate to other agents in a network. The infected agents then carry out the attacker's objectives while appearing to function normally.
Quick hits — local models, research, and societal impact.
The Atlantic: Is Schoolwork Optional Now?
Education is on the verge of becoming fully automated. Major investigation into how AI agents are reshaping student learning.
DMax: Aggressive parallel decoding for diffusion language models
New paradigm from NUS that mitigates error accumulation via progressive self-refinement, enabling much faster generation while preserving quality.
From Reddit
LTX Desktop dropped to 16GB VRAM requirements, HappyHorse was unmasked as an Alibaba project, and face consistency LoRA training is getting easier.
LTX Desktop now runs on 16GB VRAM — 4090 users rejoice
The latest LTX Desktop update dropped VRAM requirements to 16GB, making it usable on RTX 4090s at home. The video editor is significantly improved over the previous release. A user noted their video editor friend was spending hundreds on cloud API tokens — this runs completely free locally.
VoxCPM TTS in ComfyUI with custom LoRA voice training
Fast and accurate TTS model now in ComfyUI with the ability to train custom voice LoRAs. Drop a dataset of chunked audio with transcriptions and go — 100% faithful voice recreation. Includes validation samples during training.
ASUS UGen300 USB AI Accelerator — 8GB for local inference
USB AI accelerator for local inference. 8GB is still low, but future models with more RAM could be interesting for escaping the GPU race.
From Reddit
A solid batch of Mac utilities today — instant space switching without disabling SIP, local OCR with 109 languages, and a solar-powered web server that runs on 27MB of RAM.
InstantSpaceSwitcher — Native instant space switching on macOS (no SIP disable)
Eliminates the slow macOS space-switching animation without requiring SIP to be disabled. Works by simulating a trackpad swipe with high velocity. Free, open-source, pre-built binaries available. Requires macOS 13+. A long-awaited fix for power users who switch spaces hundreds of times a day.
FrameOCR v2.0 — Local OCR for Mac with 109 languages and Document Analysis
Goes beyond Apple's built-in Vision framework with support for 109 languages and structured documents. New Document Analysis Mode handles complex layouts. Fully local, no internet required, no usage limits. One-time purchase.
Kommand — Personal keyboard shortcut library with Raycast companion
Save the shortcuts you actually use, organize by app, pull up a quick overlay without switching windows. Includes a practice mode and a Raycast extension for instant access. Solves the "I keep googling the same shortcuts" problem.
Ogma — Privacy-first translation for macOS
Runs translations fully on-device using Apple's Translation framework — nothing leaves your Mac. Supports multiple languages simultaneously, unlike DeepL/Google which handle one at a time. Good for sensitive documents and client work.
Xspeak — Meeting companion for real-time articulation
Transcribes discussions in real time, suggests talking points, and helps you articulate thoughts during fast-moving conversations. Built for people who struggle to find the right words under meeting pressure.
Solar-powered web server on 27MB of RAM
Raspberry Pi Zero W running Alpine Linux in diskless mode (everything in RAM). Hosts static websites and a lightweight file-sharing service on pure solar power. Completely silent, uses just a few watts. Inspired by Low Tech Magazine.
MinusPod — Self-hosted automatic podcast ad removal
Sits between your podcast client and RSS feeds. Whisper transcribes audio locally, an LLM finds ad segments, FFmpeg cuts them out. Subscribe to the modified feed URL and get ad-free episodes automatically. Requires a GPU for Whisper.