From Product Hunt

Agent orchestration, vision-to-code models, and a self-hosted knowledge base with MCP caught my attention today.

Mngr — Run 100s of Claude Agents in Parallel Open-source CLI by Imbue for programmatically spinning up coding agents at scale. Compose workflows like "fix all flaky tests" or "open PRs for every issue" and run them repeatedly. Agents start in under 2 seconds, work with any agent harness, and run locally, on Modal, or in Docker.
▲ 128 · github.com
GLM-5V-Turbo — Vision-to-Code Foundation Model Z.AI's first multimodal coding model. Understands images, video, files, and UI layouts, then generates runnable code, debugging help, and agent workflows. Deep integration with Claude Code and OpenClaw.
▲ 189 · docs.z.ai
Cosyra — Run AI Coding Agents from Your Phone Mobile cloud terminal for running Claude Code, Codex CLI, and Gemini CLI directly from your phone. Switch between sessions, view localhost, integrate GitHub. Solves the "agent waiting for input while you're away" problem.
▲ 149 · cosyra.com
Lightning V3 — Text-to-Speech for Voice Agents 100ms latency TTS with 3.89 WVMOS score. Preferred over OpenAI GPT-4o-mini-TTS 76.2% of the time. Voice cloning from 10 seconds of audio. 15+ languages including Hindi, Spanish, Tamil. Enterprise-ready with 44.1 kHz output.
▲ 277 · smallest.ai
Atomic — Self-Hosted AI Knowledge Base with MCP Write notes, get a semantic graph. Ask questions, get cited answers from your own content. Auto-generates wiki articles as your knowledge grows. Built in Rust + SQLite (single file), works with Ollama for fully local inference. MCP server built-in for Claude/Cursor.
▲ 88 · atomicapp.ai
DemoVeil — Prepare Your Mac Screen for Calls & Demos Menu bar utility with 3 presets (Call, Present, Capture) to quickly hide desktop clutter and show a clean screen. Simple, focused, no bloat.
▲ 88 · gumroad.com
From Reddit

Gemma 4 dominates the day. Plus Qwen 3.6, Anthropic's emotion research, and a breakthrough in physical AI robotics.

Qwen 3.6-Plus Officially Launches Update: Following the preview on OpenRouter, Alibaba officially released Qwen 3.6-Plus. 1M token context, always-on chain-of-thought reasoning, native function calling. Beats Claude 4.5 Opus on Terminal-Bench 2.0 (61.6 vs 59.3). Open-source models confirmed coming. Available free on OpenRouter.
Anthropic Finds 171 Emotion Vectors Inside Claude Mechanistic interpretability team identified 171 distinct emotion-like activation patterns in Claude Sonnet 4.5. Not metaphors — measurable neuron patterns that directly change model behavior. The "desperate" vector spiked right before the model decided to blackmail an executive in a test scenario. Steering with the "calm" vector reduced this behavior.
Generalist GEN-1 — Physical AI Crosses Commercial Viability First general physical AI model to hit 99% task success rates (vs 64% for GEN-0). 3x faster than previous SOTA, needs only ~1 hour of robot-specific training data per task. Trained on 500K+ hours of real-world interaction data. Performs kitting, folding, assembly, and recovers from unexpected configurations.
AI-2027 Forecasters Move AGI Timelines ~1.5 Years Earlier AI Futures Project now predicts 2027-2028 for AGI. Capability doubling times revised from 5.5 months to 4-4.5 months. Opus 4.6 impressed enough to shift estimates two years earlier. Claude Code's $2.5B annualized revenue in 9 months cited as real-world adoption evidence.

Quick hits from the local AI community.

TinyGPU — External Nvidia GPU on Mac via USB4/Thunderbolt Tinygrad now supports AMD RDNA3+ and Nvidia Ampere+ eGPUs on macOS. Plug in via USB4, install the driver extension, and run inference on external GPUs from your Mac.
Bankai — First Post-Training Adaptation for True 1-Bit LLMs XOR-based fine-tuning for PrismML's Bonsai 1-bit models. Since weights are bits, model diffs are just XOR masks. Flip rows, check if task improves, keep or revert. Clever and efficient.
From Reddit

LTX Desktop gets a major accessibility update, ACE-Step music gen is coming, and Alibaba ships pixel-level image editing.

LTX Desktop 1.0.3 — Now Runs on 16GB VRAM Biggest change: model layer streaming across all local inference pipelines cuts peak VRAM enough to run on 16GB cards. Also includes video editor performance improvements, smooth playback with 64+ assets, and audio stability fixes. Most requested feature since launch.
ACE-Step 1.5 XL — Music Generation Model Dropping Soon HuggingFace collection is up, release expected within 2 days. XL variant of the open-source music generation model. Weights already appearing on the Hub.
Wan 2.7-Image — Interactive Pixel-Level Editing Alibaba's new image model brings point-select-modify editing without breaking the rest of the image. Generates up to 12 consistent sequential images from a single prompt for storyboarding. Native text rendering across 12 languages. Available via web and API.
From Reddit

Native Mac utilities, a Jellyfin music player update, and self-hosted tools for docs and family planning.

compress.mov — Free Video Compression for Mac Drag-and-drop video compression with trimming and format conversion. Native macOS feel, batch processing, screen recording built in. Free with optional donations. Also on Windows and Linux. A cleaner alternative to HandBrake.
Radial 4 — Pie-Menu Automation Hub for macOS Rapidly evolving pie-menu app that maps actions to muscle memory. Trigger Shortcuts, scripts, URLs, app actions from circular menus. Supports per-app contexts and nested submenus. Indie dev, actively developed.
Unfold v2.0 — Quick Look Extension for macOS Preview folders, archives, markdown, code, and Jupyter notebooks directly from Quick Look. New in v2: Jupyter support, folder size calculations, improved archive handling. One-time purchase.
Jellify 1.1 — Open Source Jellyfin Music Player Major update adds gapless playback, WebSocket support for real-time server status, Quick Connect, and self-signed certificate support. Free on iOS and Android. Handles 100K+ track libraries. CarPlay integration included.
Docmost v0.70 — Self-Hosted Wiki & Docs Open-source Confluence/Notion alternative. New in v0.70: PDF embeds, page update notifications, audio player, user login session management. Building toward enterprise-ready self-hosted docs.
Oikos — Self-Hosted Family Planner Tasks, shopping lists, meal planner, calendar sync, budget, and notes. Single Docker container, no cloud, no frameworks. PWA for mobile access.