Discoveries from the AI/ML ecosystem — interesting projects, tools, and libraries worth knowing about.
PageBot lets you embed an AI chatbot on any webpage that automatically answers visitor questions about your content. BYOK pricing, no hallucinations, works with OpenAI, Claude, and Gemini.
A comparison of CrewAI's built-in memory system and crewai-soul's markdown-native approach. When to use each, and why you might want both.
Magnitude is an open-source (Apache 2.0) inference engine for agents that compiles and tunes its kernels on your actual device — so open models run up to 2x faster than llama.cpp — and one-click connects to the agent you already use, including OpenClaw, Pi, Codex, and Claude Code.
Munder Difflin is an open-source, Electron-based multi-agent harness that wraps the terminal coding CLIs you already pay for — Claude Code, Codex, Grok, Gemini, Qwen and more — into a self-coordinating office of agents, each with memory, a mailbox, and an avatar on a 2D floor, all run by your clone, Michael.
Cloudflare open-sourced Clef and Clef-flash — Jev-API-compatible decision models that add vision, a 64k context window, and lower latency, hosted on Workers AI with an RL fine-tuning path coming next.
Overmind is an open-source platform that points at your agent's codebase, turns production traces into a fine-tuned model benchmarked against your own eval metrics, and serves it through one unified API — no ML infrastructure to build.
image-blaster is an open-source Claude skillset that orchestrates World Labs, FAL, and ElevenLabs to turn a single image into a fully meshed 3D environment — splat, physics-ready meshes, and ambient audio included.
Edge0 is an open-source streaming MoE inference framework that offloads experts to SSD and predicts routing a step ahead — running a 35B model on Apple Silicon in ~2.9 GiB of active memory.
OpenShorts turns long videos into viral 9:16 shorts with AI moment detection, face-tracked reframing, word-level subtitles and dubbing. MIT-licensed, Docker self-hostable, and drivable by Claude/ChatGPT over MCP.
HarnessRouter is a self-hosted, Apache-2.0 infrastructure layer that runs any agent harness — Codex, Claude Code, Hermes, PI, DeepSeek Harness and more — through one OpenAI Responses-compatible API. It implements the open Unified Harness Protocol (UHP): sessions, streaming, files, cancellation, and failure handling, all local, your keys.
Kiln is an open-source text-to-3D tool where language models build game-ready GLB models by writing JavaScript, rendering the result, reviewing it, and revising — a visual feedback loop that makes AI-generated 3D actually production-usable. Ships as an MCP server + skills for any harness.
Paperclip is an open-source, MIT-licensed platform that orchestrates teams of AI agents as a coordinated organization — org charts, per-agent budgets, roles and permissions, approvals, and immutable audit logs. Works with Claude, Codex, OpenClaw and any agent that speaks its heartbeat protocol.
Keel is a local-first macOS coding workspace that uses a local Laya decision model (or optional hosted Jev) to route coding tasks — with host-owned permission checks. It's the first project that puts the System 1 decision-model wave to actual work.
Laya-CoreML ports the open-weight Laya typed-decision model to Apple's Core ML and Neural Engine — ~5ms decisions on an M3 Max, 2.78–3.19× better energy per decision, fully offline, with a live terminal Snake demo the model plays itself. Honest benchmarks and all.
Laya is an open-source, non-autoregressive System 1 decision model from Convai Innovations — ~421M params, ~1GB memory, ~33ms local calls, typed decisions with calibrated probabilities in one forward pass. Here's how it's built, how it's trained (RLCD), and what it takes to run and fine-tune it.
Beacon captures agent history across Claude Code, Cursor, Codex, and 20+ harnesses, then turns reviewed runs into reusable skills. Here's how its cross-harness approach compares to the skills-and-memory system I already run agents on.
Jared Palmer's Kev is a tiny open-source family of decision models on Qwen3.5 — 0.8B, 4B, and 9B — that answer yes/no, multiple-choice, and rating questions with calibrated probabilities in a single forward pass.
FastMCP turns a Python function into an MCP tool with one decorator. Here's a real before/after — and how MCP's model compares to the skills system I actually run agents on.
gbro-collage-broll is an open-source agent skill (Codex/Claude) that compresses a ~5-second voiceover line into one sharp visual metaphor, then generates an editorial halftone paper-collage 'assemble-from-empty' B-roll clip using Gemini Omni Flash first/last-frame video generation. Its real innovation isn't the prompt template — it's a mandatory three-gate human-approval workflow that keeps you spending on taste, not wasted generation fees.
HyperFrames is HeyGen's open-source (Apache-2.0) framework that turns HTML, CSS, media, and seekable animations into deterministic MP4 videos using headless Chrome and FFmpeg. It's 'video as code' — version videos in git, let AI coding agents run the production loop via installable skills, and generate hundreds of variants programmatically. No editor, no render queue, no seat licenses. Conceptually similar to Remotion, but HTML-first and agent-native.
Aether is an open-source (Apache-2.0) AI model compiler and inference runtime. It ingests any open-source model (HuggingFace, GGUF, SafeTensors, ONNX) and produces a portable Aether Execution Graph that runs on CPU, GPU, NPU, or FPGA with zero framework dependency and no re-compilation. Its README reports a 100% benchmark win rate and ~2x median throughput over HuggingFace Transformers and PyTorch — impressive numbers that deserve independent verification.
Rayfin Fabricator is a Tauri desktop app that folds the whole 'scaffold → prompt Copilot → deploy → preview' loop into one window. Chat to build with a bundled GitHub Copilot agent, edit files in Monaco, watch a live inline preview, and one-click deploy to Microsoft Fabric via Rayfin — all on the Copilot sign-in you already have. A personal project by Microsoft's Sachin Patney, not a Microsoft product.
Speakr is a self-hosted web app that transcribes audio into organized, searchable, intelligent notes — entirely on your own infrastructure. It brings your own ASR engine (self-hosted WhisperX recommended), does speaker diarization and voice profiles, auto-summarizes, extracts action items, and offers an agentic 'Inquire Mode' that searches across your whole library and cites answers back to the exact timestamp. Privacy-first, Docker-deployed, AGPL-licensed.
three.ws is an open-source (Apache-2.0), browser-native 3D AI agent platform. Type a prompt and its Forge tool generates a textured 3D GLB model — or drop in your own — then add an LLM brain, memory, emotions, and on-chain payments, and embed the avatar anywhere as a web component. Ships an MCP server, a text/image/sketch-to-3D generator, a character studio, and a clever readme-3d toolkit that renders live rotatable models inside GitHub markdown.
Hypit is an open-source tool that gives coding agents (Claude Code, Codex, OpenClaw) a language and runtime to build video. Drop in a viral clip and the agent clones the whole workflow — footage, word-level captions, B-roll, effects — into an editable, re-runnable composition, then ships 100 variants in one command. Full example videos are documented at ~$1 each.
page-mascot is an open-source React component that puts an interactive mascot on your site — it watches the cursor, blinks when poked, and ships with 52 characters or lets an AI agent draw a custom one, even one that looks like you.
Tel-Agent is a self-hosted gateway that connects any phone line to any AI model — routing calls to a human, blocking them, or handing them to an AI agent that talks, transfers, takes messages, and answers on 24 channels.
A short personal note: this weekend I released music as Menonography — the release "Circling Your World" is now live on Spotify, Apple Music, and everywhere else. Here's the one link to hear it.
Soup is an open-source, Apache-2.0 CLI that fine-tunes large language models from a single YAML config. Its layer-streaming mode keeps the frozen base out of VRAM and feeds it to the GPU one decoder layer at a time — training Llama-3.1-8B on a 4 GB laptop card, bit-exact against a normal run and independently reproduced on an H100.
Atomic Agent runs the full control loop and all state on your machine via llama.cpp, scored 69.8% vs Hermes' 58.5% on GAIA Level 1 (same 4-bit Qwen3.6-35B, same M4 Max), and finished ~1.6× faster. MIT-licensed, one-line install, phone control over Telegram/Discord, and a first-run importer for OpenClaw, Hermes, Claude Code, and Codex.
Wigolo gives your coding agent search, fetch, crawl, extract, cache, find-similar, research, and autonomous gather loops in one install — running locally with no API keys and nothing per query. It fans queries across 18 engines, reranks with on-device ML, and works via MCP with Claude Code, Cursor, Codex, and more.
NVIDIA's free, open-source PAIR (Personal AI Router) discovers the compatible computers on your home network and pools their spare GPU power for local AI inference — no new API, works with Ollama and LM Studio across Windows, Linux, and macOS.
Stickman Video Director is a Codex Skill that turns any script into a confirmed voiceover, a six-scene storyboard you approve before generation, and production-ready Gemini Omni Flash prompts — no API, no manual animation.
ByteDance's UI-TARS-desktop pairs a native GUI agent with Agent TARS, a multimodal CLI/Web agent, to control your computer, browser, and terminal using vision-language models — fully open source.
An open-source tool from Ant Research that takes a single casual video and generates views from every angle — above, behind, around — enabling 4D Gaussian Splatting reconstruction without special equipment.
A lightweight, production-ready library that combines face detection, recognition, tracking, landmarks, gaze estimation, emotion, anti-spoofing, and more under a single unified API.
An open-source skill for Claude Code that turns your AI coding CLI into a job search command center — auto-evaluates listings, generates tailored CVs, scans company portals, and tracks everything.
An open-source automated short video engine that combines LLMs for scriptwriting, AI image/video generation, and TTS — with a Windows one-click installer and full ComfyUI workflow support.
An open-source skill that lets Claude Code (or any coding agent) edit videos through natural language. Auto-cuts filler words, adds subtitles, color grades, and self-evaluates the output.
A Claude Code skill bundle with 83 skills, 681 vulnerability patterns, and enterprise attack matrices for authorized security testing. Here's what it covers and how to use it.
Pollen Robotics' Microduck is a tiny biped that uses reinforcement learning to walk, recover from falls, and pick things up. Here's how to get started, plus a guide to applying the same techniques to any robot.
An open-source pipeline that converts video footage into clean Mixamo-rig animations using computer vision — no motion capture suit required, and AI agents can run the entire process.
An open-source project that runs full macOS on jailbroken iPad Pro and iPad Air with M1/M2 chips — including GPU acceleration, Final Cut Pro, and Xcode. A decade-old dream finally realized.
Palmier Pro is an open-source, Swift-native video editor for Mac that integrates AI generation directly into the timeline and exposes an MCP server for Claude, Codex, and Cursor.
Scrollcraft is an opinionated Claude Code skill that generates premium scroll-driven websites with real design standards — eight distinct page grammars, fingerprint gates to prevent repetition, and self-verification via headless browser.
Moonshot AI's disaggregated LLM serving platform separates prefill and decode clusters, leverages unused CPU/DRAM/SSD resources for distributed KVCache, and achieves 75% more throughput in production.
ECCV 2026 Oral paper introduces a generative technique that deforms and remeshes 3D shapes from text prompts, growing detailed geometry while keeping triangles clean and efficient.
The INTerpath-001 trial shows personalized mRNA neoantigen therapy (intismeran + Keytruda) significantly reduces melanoma recurrence. This validates the exact approach Paul Conyngham used for his dog—now with Phase 3 human data. Here's what changes, what's still missing, and when you might actually get this treatment.
A browser-based Linux sandbox where you can explore Neo, an AI developer agent. Powered by WebVM. Bring your own API key.
Unsloth's new desktop app brings local model training to the masses — 500+ models, 2x faster fine-tuning with 70% less VRAM, and one-command integration with Claude Code, Codex, and OpenClaw. This changes the local AI game.
Run unmodified Debian binaries in Chrome. CheerpX's x86-to-WASM JIT makes it possible — plus Tailscale networking and Claude AI integration.
Reverse-engineer design tokens from any site. Colors, typography, spacing, shadows, components. W3C tokens, Tailwind themes, CI drift detection. One CLI.
An open-source Obsidian vault that gives Claude Code, Codex CLI, and Gemini CLI persistent memory across sessions. Your agent finally remembers.
Microsoft's framework distills tutorial videos into executable skills — but the 'video understanding' is just Gemini looking at keyframes. The real innovation is the pipeline, not the models.
Anthropic rolled out invisible watermarks for Claude on August 2. By August 12, guillaumemeyer's watermarks-remover handles Claude, Gemini, and OpenAI. The open-source arms race moves fast.
Loop engineering for software development — 8 AI specialists with enforced boundaries, evidence-gated delivery, and parallel feature development.
A fast Go-based web crawler that scans for endpoints, API keys, secrets, tokens, and sensitive files across entire domains.
Flare is an open-source IDE built for agentic coding oversight. Live dependency graphs, burst-based review, shadow history, and MCP integration let you supervise Claude Code, Codex, or OpenCode without losing context.
The first open-source agentic video production system — 12 pipelines, 100+ tools, real footage editing, and full productions for under $2.
Self-hosted second brain that analyzes and organizes your saved Instagram reels, YouTube videos, and web pages into a searchable knowledge base.
VideoDB's open-source framework turns natural language commands into complete video workflows — search, edit, compile, generate, and share. Think ChatGPT for video, with 20+ pre-built agents and instant streaming results.
Open-source Electron app that records meetings locally, transcribes in real-time with dual-channel audio, provides live AI coaching, and auto-triggers MCP tools during calls.
Open-source Python library that lets you search Google Flights programmatically. No official API? No problem — this scraper decoded Google's protobuf URL parameters.
Graph-native infrastructure that adds context graphs, explainable reasoning, and audit trails to AI agents. Every decision traceable, every fact provenance-linked, regulator-ready.
A single CLI that connects AI agents to Twitter, Reddit, YouTube, GitHub, Bilibili, and more — zero API fees, zero hassle. 67K+ stars.
Bytebot is an open-source desktop agent that operates a full Ubuntu virtual desktop, enabling AI to use any application—browsers, email, IDEs—just like a human employee.
OpenLive is an open-source voice and vision layer for AI agents. Talk to Claude Code, Codex, or Cursor with speech recognition and text-to-speech running entirely on your machine via WebGPU. No audio uploads, no per-minute fees.
LoopX is an open-source state kernel that keeps AI coding agents like Codex and Claude Code productive across multi-day projects. Learn how to set it up, real use cases, and solve the context drift problem.
Superlinked's open-source SIE consolidates embeddings, rerankers, OCR, extraction, and generation behind a single OpenAI-compatible API. No more model server sprawl.
An open-source CLI and TUI tool that answers 'Why is this running?' — trace processes, ports, containers, and file locks back to their origin chain.
AionUi is a free, open-source desktop app that unifies Claude Code, Codex, Gemini CLI, and 20+ AI agents into one workspace with scheduling, remote access, and zero setup.
Run a frontier MoE model on a single CPU laptop with 8GB RAM. No GPU, no PyTorch, no BLAS—just 176KB of C99 that streams experts from disk.
Create professional App Store screenshots with 3D device mockups, gradient backgrounds, AI translations, and batch export. No design skills needed, runs in your browser.
Record yourself doing a task, and Microsoft's new open-source tool turns it into a reusable skill or automation that AI agents can repeat. Programming by demonstration for the agent era.
A free, open-source desktop app that generates 3D meshes from images using AI models running entirely on your GPU. No cloud, no API keys, no subscriptions.
A practical comparison of localhost tunneling tools. When to use ngrok, NPort, Cloudflare Tunnels, or localtunnel based on your actual use case.
A free, open-source notification service that lets you send push notifications from scripts, AI agents, and automations with zero setup.
Built by researchers with $1.5M in bug bounty payouts, Open Kritt orchestrates AI agents to find security vulnerabilities in code. Open source, self-hosted, works with Codex or Claude Code.
A new Rust tokenizer hits 24 GB/s—fast enough to tokenize Common Crawl in 6.5 hours. Here's why it matters for RAG, fine-tuning, and anyone working with large corpora.
An open-source browser extension that strips clutter and converts web pages to clean Markdown for ChatGPT, Claude, and other AI tools.
Video Streaming Thinking introduces a paradigm shift — LLMs that reason continuously during video playback instead of waiting until the end. 15x faster responses than Video-R1, with better accuracy. ECCV 2026.
Open-source offensive security framework for discovering attack paths across MCP servers, A2A agents, model gateways, and AI infrastructure.
An open-source AI video generation workbench that orchestrates the full pipeline—script, character design, storyboards, video—with built-in character consistency. Built on Claude Agent SDK.
Edit video by editing text — delete words from the transcript and the clip is cut from the video. Fully offline, fully private, no uploads. Built in a weekend as a free alternative to Descript's $24/mo.
Taalas hardwired an entire LLM into a chip. The HC1 runs Llama 3.1 8B at 17,000 tokens/sec on a PCIe card with no weights loading, no VRAM, and no drama. Here's why this changes local AI.
Get a free domain name for your side project, portfolio, or API endpoint. No credit card, no catch — just DNS delegation to your provider of choice.
An open-source app that transforms your Telegram account into a personal cloud drive with streaming, PDF viewing, and shareable links.
An autonomous AI system that orchestrates expert-modeled agents to ideate, code, deploy, and market products without human intervention.
A self-hosted alternative to Typeform and Qualtrics that combines in-app surveys, website pop-ups, and link surveys in one privacy-first platform.
Moonshot AI releases Kimi Code CLI — a terminal-based AI coding agent with video input, MCP support, subagents, and IDE integration. MIT licensed and completely free.
PolymathicAI releases The Well — a massive 15TB collection spanning 16 physics domains from fluid dynamics to supernova explosions, designed for training ML models on spatiotemporal physical systems.
Cate reimagines the IDE as an infinite zoomable canvas where terminals, editors, and browsers float freely — purpose-built for running multiple coding agents in parallel.
We ported OpenPipe's ART framework to run natively on Mac. First GRPO implementation for Apple Silicon — train AI agents with reinforcement learning on your M1/M2/M3/M4. Verified working.
Heretic automates refusal removal from open-weight LLMs using Optuna-powered hyperparameter optimization. One command, no expertise required — the abliteration pipeline is now fully automated.
OpenPipe's open-source framework for training agents with GRPO. Your agents can actually learn from experience instead of repeating the same mistakes.
Microsoft open-sources Flint — a chart specification language with 70+ semantic types that compiles to Vega-Lite, ECharts, or Chart.js. Ships with an MCP server for agent workflows.
Tencent open-sources a 4-tier memory system that cuts token usage 61%, boosts persona accuracy from 48% to 76%, and runs entirely on SQLite. No Pinecone required.
PixelRAG renders documents as screenshots and retrieves over images directly. Tables, charts, and layouts stay intact — no parsing losses. Free API with 8.28M Wikipedia pages indexed.
Allen AI's Tmax trains a 9B model to 27% on Terminal-Bench 2.0 using a simple RL recipe. Includes the largest open dataset for terminal agents (15K tasks).
Send and receive SMS via HTTP API using your spare Android phone. No Twilio fees, no virtual numbers - just your existing carrier plan.
Meituan releases LongCat-2.0 under MIT license: 1.6 trillion MoE parameters, 48B active, native 1M token context, agent-native integration with Claude Code and OpenClaw.
A plugin that teaches AI coding agents to think like the laziest senior dev in the room. The best code is the code you never wrote.
pxpipe is a local proxy that renders bulky text context as compact PNGs, exploiting the gap between text and image token pricing to slash AI coding bills by 59-70%.
Fergana Labs' Stash streams AI coding agent transcripts into a shared virtual filesystem, enabling semantic search across past sessions and cutting engineering time by 49%.
A technical comparison of brain.md's CLI-enforced durable knowledge system with soul.py's RAG+RLM hybrid memory, and how they represent different philosophies in agent memory design.
NVIDIA's training-free SpatialClaw framework lets VLMs write Python in a persistent kernel, compose perception modules, and revise strategies. +11.2 points across 20 benchmarks. Here's what it means for your coding agents and codebase tools.
LangChain's new CLI auto-generates documentation that agents actually use — implementing Karpathy's LLM Wiki pattern for codebases.
Build encrypted P2P mesh networks with certificate-based auth. Open source Tailscale alternative using HTTP/2 tunnels and the Pipy proxy engine.
Stop re-explaining your home to every AI. Abode 101 uses Google's Open Knowledge Format to create a Markdown knowledge base your AI can read, write, and maintain — so it remembers what filter your fridge takes and when the water heater was installed.
A Claude Code and Codex plugin that transforms vague feature ideas into structured specs and executes them task-by-task with fresh context — preventing context degradation and hallucinated code.
Google's CEO says 2027 is the year of AI agents. When bots do the searching, clicking, and buying, your website becomes irrelevant. Here's what to build instead: knowledge catalogs, machine-readable content, and AI-first infrastructure.
PiD is a plug-and-play diffusion decoder from NVIDIA that replaces VAE/RAE decoders, turning latent representations directly into super-resolved 2K-4K pixels. Here's how it works and how to use it.
free-claude-code routes Claude Code's API calls to NVIDIA NIM, OpenRouter, Gemini, DeepSeek, and 13 other providers. One-liner install, Admin UI for config, optional Telegram/Discord bots for remote sessions. 37k stars and growing.
codebase-memory indexes the Linux kernel (28M lines) in 3 minutes. Your repo takes seconds. One graph query replaces dozens of read/grep cycles. Here's how to install it and the two prompts that make your coding agent 10x more efficient.
OpenHuman combines Karpathy's Obsidian wiki pattern with 100+ OAuth integrations, memory trees, and auto-fetch sync. Here's why developers are flocking to it.
Baidu drops a fully open-source OCR model that processes dozens of PDF pages in a single forward pass with constant memory usage. No more chunking, no more API costs.
Complete guide to building CrankGPT — a battery-free, cloud-free AI assistant powered by a hand crank. Includes parts list, tested models, setup instructions, and practical use cases.
A practical guide to RouterRetriever — a novel approach that routes queries to domain-specific embedding experts instead of using one general-purpose model. Published at AAAI 2025.
A deep dive into how self-attention actually works — from the intuition behind Query, Key, and Value vectors to the scaled dot-product formula. Based on Jurafsky and Martin's approach.
The AI image company just unveiled its first hardware: a 60-second full-body ultrasound scanner built on Butterfly Network chips. Here's what's actually happening.
Call soul.py's memory layer directly from Databricks SQL. Build agents that remember previous interactions — without leaving your data pipeline.
A methodology for building enterprise Databricks applications at scale using Genie Code Agent mode. The insight: AI generates code, not architecture. Define constraints first, then let the AI work within them.
Databricks' ai_query() function lets you call foundation models directly from SQL. Redact PII, extract entities, summarize text — all inline with your data pipeline. Here's how it works.
The Open Knowledge Format (OKF) formalizes the markdown-plus-frontmatter pattern into a vendor-neutral spec for AI agent knowledge. Google ships reference implementations, BigQuery enrichment agents, and sample bundles.
Hexo Labs' SIA breaks the assumption that shipped AI agents are frozen. By updating harness, weights, and memory simultaneously, it beat its own prior SOTA on MLE-Bench.
229K stars and counting. Superpowers enforces a 7-phase TDD workflow on Claude Code, Codex, Cursor, and Gemini CLI — no code before tests, parallel subagents, hours of autonomous work without drift.
A practical guide to Vapi's new crowdsourced voice AI benchmark — how it works, current rankings, and how to use it for your voice agent projects.
Paca is a free, self-hosted project management platform where AI agents join your Scrum team as equals — picking up tasks, writing specs, and collaborating on the same board as humans.
NVIDIA's LocateAnything model decodes bounding boxes as atomic units instead of token-by-token, achieving 10x faster throughput than Qwen3-VL while improving accuracy. Here's how to use it.
Generate production-quality SVG technical diagrams from natural language. 12 visual styles, 14 UML diagram types, AI agent patterns, plus SVG-to-GIF motion and offline interactive HTML. Works in both Codex and Claude Code. Plus: how it compares to AutoFigure.
A single Docker container that gives AI agents everything they need: browser automation, shell access, file operations, MCP servers, VSCode, and Jupyter. The unified sandbox environment that actually works.
A single developer, no external funding, 1,000+ medical AI models, 6M+ PyPI downloads. OpenMed is building the open-source healthcare AI stack that runs entirely on-device.
Docker brings its familiar container philosophy to AI agents — define in YAML, package as OCI artifacts, distribute via registries, and run anywhere.
Comprehensive breakdown of Anthropic's June 2026 'When AI Builds Itself' paper: Claude authoring 80%+ of production code, 8× engineer productivity, 12-hour autonomous tasks, recursive self-improvement risks, and the unprecedented call for a coordinated global AI development pause. Includes technical implications, business strategy analysis, and practical guidance for builders.
LangChain just open-sourced Deep Agents — Claude Code's architecture extracted, generalized, and made model-agnostic. MIT licensed, $0, works with GPT, Gemini, Llama, or local models.
Self-host unlimited voice agents for $0. Dograh is a BSD-licensed alternative to Vapi and Retell with drag-and-drop workflow building.
A systematic evaluation of vision-language models for extracting structured data from chart images, with MAPE-based accuracy metrics against known ground truth.
A serious autonomous agent runtime with truth-binding, 10+ memory tiers, 41 background jobs, and capability tiers. How it compares to OpenClaw and Hermes Agent.
Microsoft open-sources SkillOpt, treating markdown skill files as trainable parameters with epochs, learning rates, and validation gates — no weight changes required.
A step-by-step guide to whole human genome sequencing at home using Oxford Nanopore's PromethION 2 Solo — from equipment shopping list to data analysis.
DBX is a 15MB open-source database client supporting 40+ databases with a built-in AI SQL assistant (Claude, OpenAI, Ollama) and native MCP server for AI coding agents.
Jailbreak-autoresearch automates LLM jailbreak testing with evolutionary strategies, multi-model scoring, and Codex CLI integration. Here's why it matters for AI safety.
Voice-Pro combines YouTube downloading, voice separation, speech recognition, translation, and zero-shot voice cloning into one local app. Free, private, and open source.
Book-to-Skill converts any PDF or EPUB into a structured Claude Code skill with on-demand chapter loading. Stop forgetting what you read — make books part of your coding workflow.
OASIS is an open-source platform from CAMEL-AI that simulates social media dynamics using up to one million LLM-powered agents. Study misinformation spread, group polarization, and herd behavior in a controlled environment.
OpenJarvis is a Stanford-backed framework for building personal AI agents that run locally by default. Morning briefings, research assistants, code helpers — all on-device with cloud as fallback.
Sulphur 2 is a new uncensored video generation model based on LTX 2.3 that generates realistic 10-second clips locally with zero content filtering or logging.
OpenUI introduces a compact streaming-first language for AI-generated interfaces, replacing verbose JSON with a purpose-built markup that's dramatically more token-efficient.
9router is a local proxy that routes Claude Code, Cursor, Codex, and Cline requests through subscription, cheap, and free LLM providers — with built-in token compression, round-robin load balancing, and format translation. 13.4K GitHub stars and climbing.
Run a fully offline, private AI assistant from a USB drive. Portable AI USB bundles Ollama and AnythingLLM with six curated models — plug in anywhere, leave no trace.
Hugging Face's new hardware census shows the real GPUs powering open-source AI. Spoiler: the most popular AI GPU costs USD 300, NVIDIA owns 45%, and AMD barely registers. Here's what the data means.
Shimmy is a single-binary local LLM inference server written in Rust. At 5MB with 100ms startup and 50MB RAM usage, it's the Ollama alternative you didn't know you needed.
We benchmark 8 AI memory frameworks on LoCoMo and analyze Garry Tan's gbrain retrieval architecture. Here's what actually works for persistent agent memory — and what doesn't.
An open-source ElevenLabs alternative that handles transcription, translation, voice cloning, and cinematic video dubbing — all locally on your desktop.
We published our full LoCoMo benchmark results for soul.py's RAG+RLM memory architecture to HuggingFace, with per-question scores across 5 configurations and 1,986 questions.
We benchmarked five retrieval configurations of soul.py on the LoCoMo benchmark. Here's what we learned about zero-dependency AI memory.
AI video generation has evolved from prompt-and-pray to a three-layer production stack. Here's how storyboarding, model selection, and orchestration agents actually work together to cut costs and ship finished video.
A detailed comparison of agentmemory and soul.py — two open-source projects tackling the same problem from different angles: giving AI agents persistent memory that survives across sessions.
No ads, background audio on mobile, no Google account required, no tracking. Invidious is a free, open-source YouTube frontend built by 361 contributors that gives you the four things people actually pay Premium for.
CapCut locked basic features behind paywalls and started training AI on user videos. A group of developers cloned it from scratch. OpenCut is free, private, and MIT-licensed — and it's growing fast.
A deep dive into SuperCool Film Maker — the AI-powered movie and TV production platform from Famous Labs that promises to take you from idea to released film. We break down what it offers, what's real, and what to watch out for.
PlayCanvas's SuperSplat uses Gaussian Splatting to reconstruct reality from photos. Freelancers are charging $300-$800 per scan for realtors, Airbnbs, and venues. The tool is 100% open source.
Taranis AI collects intelligence from websites, RSS, email, Slack and more, then uses AI and NLP to turn raw data into structured threat reports. Built for analysts, threat intel teams, and OSINT researchers.
An open-source, hook-driven, model-agnostic CLI that orchestrates a Greek pantheon of AI agents to take you from vague idea to shipped release.
After LocalStack Community went restricted, Floci emerged as a faster, lighter, and fully open-source drop-in replacement for local AWS development.
OpenRouter's global rankings reveal a shift: personal agents like Hermes and OpenClaw now consume more LLM tokens than coding copilots or chatbots.
An open-source platform unifying 1,500+ boards, dependency management, and CI/CD for embedded and IoT firmware development.
Vercel Labs introduces zero-native: build cross-platform desktop and mobile apps with web UI, Zig runtime, and selectable web engines.
Telegram's May 2026 update lets bots respond to other bots, enables guest AI mentions in any chat, and adds profile-level automation. Here's what it actually means for AI developers.
Hy-MT1.5 is a 1.8B parameter translation model compressed to 440MB using 1.25-bit quantization. It supports 33 languages, runs offline on a phone, and beats much larger cloud models on benchmarks.
ViMax from HKU replaces $100+/month AI video subscriptions with a multi-agent pipeline that handles scripting, storyboarding, character design, and video generation end-to-end. MIT licensed.
Cap is an open-source screen recorder and Loom alternative with instant sharing, local editing, self-hosting via Docker, and AI-powered features. Own your recordings.
An open-source penetration testing tool that integrates OpenAI, Claude, Grok, and Ollama for intelligent vulnerability scanning with 45+ attack methods.
A full-featured open-source platform for real-time satellite tracking, SDR signal capture, and AI-powered transcription of live satellite communications. Supports RTL-SDR, SoapySDR, and USRP with automated pass scheduling and weather satellite image decoding.
OfficeCLI is the world's first Office suite designed for AI agents. Read, edit, and create Word, Excel, and PowerPoint files from the command line with structured JSON output.
TrafficLab-3D creates 3D digital twin traffic visualizations from CCTV mp4 footage and Google Maps. Free, open-source tool for traffic analysis with YOLO detection and satellite projection.
Someone just built a full robot arm simulation using Gemini 3. Here's how the Gemini Robotics stack actually works, what you can build today, and a step-by-step path from zero to your own simulated arm.
A two-file Next.js install that serves clean Markdown to LLMs and crawlers while keeping HTML for human visitors. Content-negotiation for the agent era.
An Electron-based agent computer where humans and AI share the same browser, files, and apps. MIT licensed, memory-persistent, fully inspectable.
A Rust implementation of GraphRAG that runs entirely client-side with WebAssembly and WebGPU acceleration. No server required.
An AGPL-licensed legal AI platform with document chat, tabular extraction, and workflow templates. Self-hostable, BYOK, zero license fees.
DontFeedTheAI is a reverse proxy that scrubs sensitive data from your prompts before they reach Anthropic's API, then restores real values in the response. Here's how it works and who needs it.
Espressif's ESP-Claw framework turns ESP32 microcontrollers into autonomous AI agents that perceive, reason, and act — no cloud required.
Google DeepMind's Gemini Diffusion generates text the way image models generate pictures — starting from noise and refining everything at once. Here's how it works and why it matters.
Gitclaw turns git repositories into living AI agents — version-controlled identity, memory, rules, and tools. Fork an agent like you fork code.
NVIDIA's open multimodal model that gives AI agents eyes, ears, and reasoning in one system — 9x faster than alternatives.
Search through hours of dashcam and surveillance video by describing what you're looking for. Open-source CLI using Gemini or local Qwen3-VL embeddings.
Real-time geopolitical intelligence with 500+ feeds, dual map engines, and AI synthesis. How it compares to ShadowBroker and ThinkCreate Intel.
OpenRouter's create-agent-tui lets you scaffold a complete TypeScript agent with terminal UI, tools, and streaming — ready to run with npm start. Compare to Claude Code, Codex CLI, and Cursor.
DreamGraph replaces stateless AI prompting with a persistent knowledge graph that accumulates architectural understanding across sessions, repos, and dream cycles.
A deep dive into GenericAgent's self-evolution mechanism, layered memory architecture, and how it compares to existing agent frameworks like Clawdbot and Claude Code.
A deep dive into Morphic Films' self-supervised pipeline that reshoots monocular videos under novel camera trajectories — how each stage works, the models involved, and how to use it.
n8n Atom converts workflows into plain .n8n files so Claude, Cursor, or any AI coding assistant can read, edit, and version-control them in GitHub.
A USENIX Security 2025 paper proves that injecting just 5 malicious texts into a corpus of millions gives attackers near-total control over RAG output. Every known defense fails.
Tolaria is a free, open-source Mac and Linux app that turns plain markdown folders into AI-native knowledge bases with Git versioning and built-in MCP server support.
OpenAI's gpt-image-2 leads Image Arena by 242 points with thinking mode, accurate text rendering, and multi-image consistency.
DeepSeek V4-Pro matches Claude Opus 4.6 on SWE-bench at one-seventh the cost, with a 1M context window using 10% KV cache.
OMX adds 30 agent personas and 39 skill workflows to OpenAI's Codex CLI — multi-agent coding without forking.
Privacy Parser uses OpenAI's 1.5B model to extract PII instead of masking it. A dual-use open-source tool for data auditing and compliance.
Open-source Text2SQL tool that uses graph-powered schema understanding to convert natural language to SQL. Supports MCP, REST API, and multiple LLM providers.
Chrome wasn't built for bots. A new generation of browsers — Obscura, Lightpanda, Steel, and others — are purpose-built for AI agent automation. Here's how they compare.
Google open-sourced DESIGN.md — a format that gives coding agents a structured, persistent understanding of design systems. YAML tokens for machines, markdown prose for humans.
Researchers built 'knowledge maps' of 5 LLMs showing exactly which layers store medical knowledge — and found age encoded non-linearly, disease progression that's circular, and activation collapse mid-network.
Uptime Kuma is an open-source, self-hosted monitoring tool with 85,600+ GitHub stars that watches your websites, servers, APIs, and databases 24/7 — with 90+ notification channels, beautiful status pages, and 20-second check intervals. All for $0. Here's why it's replacing Pingdom, UptimeRobot, and Datadog for thousands of teams.
APOLLO is a multimodal temporal foundation model trained on 25 billion clinical events from 7.2 million patients across 28 modalities. It learns a unified atlas of medicine — and opens the door to computable patient trajectories.
CodeFlow turns any GitHub URL into an interactive architecture map — with blast radius analysis, security scanning, and pattern detection. No install, no account. We ran it on soul.py.
Sophia uses lightweight second-order information to cut LLM pre-training compute in half. Here's how curvature-aware optimization works and why it matters.
An open-source tool with 91K+ GitHub stars that enables real-time deepfake face swapping in video streams using a single image — no training required.
A practical guide to fine-tuning Google's Gemma 4 using GRPO reinforcement learning on a free Colab T4 GPU with Unsloth — 60% less VRAM, 1.5x faster training.
Free, open-source, MIT-licensed AI image and video generation studio with 200+ models — Flux, Kling, Sora, Veo, lip sync, cinema controls. Desktop apps for Mac, Windows, Linux.
An open-source AI video editor from the browser-use team. Feed it raw clips, chat with Claude Code, get a polished final.mp4 — no timeline, no manual editing.
How enterprise architecture governance (ArcKit) and automated code validation (Agent Validator) complement each other in the AI agent deployment lifecycle.
Browser Harness is a framework-free browser automation tool that connects directly to Chrome via CDP over a single WebSocket. When the agent needs a capability that doesn't exist, it writes the helper function itself — live, mid-task. Built for Claude Code and Codex. No framework, no recipes, no rails.
A 200-line Python server that speaks the Anthropic Messages API natively — no proxy, no translation layer. Claude Code talks to it and thinks it's talking to Anthropic. The model runs on Apple Silicon via MLX. Everything stays on your machine. Here's how it works and what you need.
Elephant Alpha is a 100B-parameter stealth model from an unnamed 'prominent open model lab' that appeared on OpenRouter at $0/million tokens — beating half the paid models on the leaderboard. 256K context, 32K output, function calling, intelligence efficiency focus. No one knows who made it. Here's everything we know.
How adding structured noise to SGD transforms optimization into sampling — bridging gradient descent and Bayesian inference through Langevin dynamics.
LingBot-Map (arXiv:2604.14141) is a feed-forward 3D foundation model from Ant Group's Lingbo Technology that reconstructs scenes in real time at ~20 FPS from a single monocular camera — no LiDAR, no optimization post-processing, no cleanup steps. It beats both streaming and offline iterative methods. Open source. This is what software-first perception looks like.
MindZJ is a 10MB Tauri-based note-taking app with Ollama, Claude, and OpenAI wired directly into its Rust kernel. Pure .md files, full CLI automation, native mindmaps, sandboxed plugins with snapshots on every edit. 100% offline. No cloud. No tracking. This is what Obsidian would look like if it had been designed for AI-first workflows from day one.
How Windows-MCP bridges LLMs and the Windows operating system — enabling file navigation, app control, and UI automation through the Model Context Protocol.
GitHub Copilot CLI now supports /fleet — a slash command that dispatches multiple AI subagents to work on different parts of your codebase simultaneously. Plus GitHub context injection (issues, PRs, diffs) and Ollama backend support. Here's how to use it.
HyperFrames ships with Claude Code, Cursor, and Gemini CLI skills pre-installed. Describe the video you want, the agent writes HTML compositions with GSAP animations, and it renders locally to MP4. No proprietary DSL — just HTML, FFmpeg, and your AI coding agent.
Andrej Karpathy identified the core failure modes of LLM coding agents — silent assumptions, overcomplicated code, orthogonal edits, weak success criteria. This CLAUDE.md distills them into four principles you can drop into any Claude Code, Cursor, or Copilot CLI project today.
A Google DeepMind senior scientist claims LLMs can never achieve consciousness due to the Abstraction Fallacy: code can simulate experience but never instantiate it. We examine the claim against the hard problem of consciousness, Integrated Information Theory, Global Workspace Theory, the Chinese Room, and functional supervenience — and show why 'never' is not a conclusion but a philosophical bet.
The Abstraction Fallacy argument claims LLMs can never be conscious because simulation ≠instantiation. We formalize both positions using computability theory, Integrated Information Theory, and supervenience logic — and show the 'never' claim reduces to an unprovable conjecture. The question isn't settled. It's formally underdetermined.
The first large-scale computational analysis of human-AI companionship: 1,506 Reddit posts, 27,000+ community members, 19 LLM classifiers, and 6 conversation clusters. Benefits are real. The biggest risk isn't dependence — it's platform updates that break continuity and feel like losing a partner.
OpenMythos is a theoretical open-source reconstruction of Claude Mythos — Anthropic's suspected Recurrent-Depth Transformer (RDT). It implements Prelude/Recurrent/Coda stages, switchable MLA/GQA attention, sparse MoE, and compute-adaptive looped reasoning. pip install open-mythos.
TrendRadar is an open-source, self-hosted AI trend and public opinion monitor. It aggregates trending topics from dozens of platforms, filters with AI, translates, generates briefings, and pushes smart alerts to Telegram, Slack, WeChat, and more. Docker deploy in minutes. MCP-compatible for AI agent integration.
MosaicMRI is the largest and most diverse open-source raw musculoskeletal MRI dataset to date — 2,671 volumes, 80,156 slices, 454 patients, 10 anatomies, from a 1.5T Siemens scanner. It's designed to push MRI AI research beyond narrow knee/brain benchmarks and toward real clinical variability.
OpenSeeker is the first purely academic project to achieve state-of-the-art performance on frontier search benchmarks while fully open-sourcing its training data. 30B parameters, 11.7K training examples, 48.4 on BrowseComp-ZH. Here's what it is and why it matters.
soul-agent-validator brings Rules-as-Markdown AI agent governance to PyPI. 33 compliance checks, Google A2A compatible, soul.py powered. Validate any GitHub agent repo in one command — or embed the validator in your own CI pipeline.
Fincept Terminal is a free, open-source financial intelligence platform with CFA-level analytics, 20+ AI investor personas (Buffett, Dalio, Graham), 100+ data connectors, and 3D maritime tracking. Here's everything inside it.
soul.py (arXiv:2604.09588) handles internal memory continuity for AI agents. MolTrust handles external cryptographic identity via W3C DIDs and Verifiable Credentials. Google A2A's agent cards connect both worlds. Together they solve the two biggest gaps in agentic AI.
VideoDB's open-source Agentic Streams framework lets autonomous agents crawl the internet, filter noise, and deliver personalized video briefings on any topic — no feeds, no scrolling, no algorithmic manipulation.
PrismML's Bonsai 1-bit models deliver real LLM capabilities at 14x smaller size. The 1.7B model fits in 290MB and runs at ~100 tok/s in your browser via WebGPU. The 8B model hits 368 tok/s on an RTX 4090 at just 1.15GB. Here's why this changes edge AI.
Tobi Lütke applied Karpathy's autoresearch pattern to Shopify's Liquid template engine using pi-autoresearch. 120+ automated experiments, 93 commits, 53% faster rendering, 61% fewer allocations. The tool is now open source.
Tired of Vercel's pricing surprises and Heroku's shadow? Coolify is the self-hostable PaaS that gives you git push deployments, one-click databases, and 280+ services — on hardware you actually own.
Kuse Cowork is an open-source alternative to Anthropic's Claude Cowork. Built with Tauri and Rust, it runs any LLM locally with Docker-isolated tool execution, full MCP support, and a 10MB footprint. Here is what it does differently.
Google's Magika uses a tiny deep learning model to identify 200+ file types with ~99% accuracy in under 5ms — trained on 100M files, used internally for years, now free for everyone. Here's how it works and why it matters for security.
LocalStack moved its core services behind a paywall. MiniStack is the MIT-licensed replacement — 42 AWS services on a single port, real RDS and Redis containers, 270MB image, 2-second startup, no account required. Here's what it actually does and where it fits.
Most image search uses CLIP or pixel similarity. pose-search takes a different approach: it runs MediaPipe pose estimation on every photo, stores joint geometry as the index, then lets you drag a 3D skeleton to query it. Here is how it actually works under the hood.
Google's official Chrome DevTools MCP server lets AI coding agents navigate, debug, screenshot, and performance-profile live websites. Here's how it works — and what I found testing it.
mac-code is an open-source AI coding agent that runs a 35B parameter model at 30 tok/s on a 16GB Mac Mini M4 via Apple Silicon flash-paging. Here's the full technical breakdown — and why it validates everything we wrote about KV cache compression.
WeClone is an open-source tool that fine-tunes LLMs on your personal chat logs to create a conversational AI twin. Here's how it works, what it actually requires, and the deeper questions it raises.
AppFlowy is a Flutter + Rust workspace that gives teams Notion-like collaboration with full data ownership and self-hosting.
MemPalace hit 35k GitHub stars in 5 days. We dug into the real innovations, the overstated claims, and what the space is still missing — including what we built differently in soul.py.
Most RAG tutorials show you a single script. Here's what a real production RAG system actually looks like — nine architectural layers that separate the demos from the systems that work under real conditions.
RotorQuant uses Clifford algebra block-diagonal rotations to compress LLM KV cache to 1/10th the size — faster than Google's TurboQuant, with better perplexity, and drop-in llama.cpp integration. Here's what it does and why it matters for local AI.
HearoPilot runs real-time transcription and LLM insights entirely on your phone — no cloud, no bots, no data leaving your device. The first serious Android-native entry in the local-first meeting AI space.
Trained on 12 billion candlestick records from 45 exchanges, Kronos treats financial data like financial data — not repurposed weather forecasting. Zero-shot price and volatility prediction, 4 model sizes, MIT licensed.
DeepTutor builds a persistent learner profile across sessions — tracking what you know, what you struggle with, and where you're headed. It's what AI tutoring should have been all along.
Hyper-Extract is an LLM-powered framework that transforms documents into knowledge graphs, hypergraphs, and spatio-temporal graphs with a single command. Here's why hypergraphs are the next frontier for structured knowledge extraction.
Multica turns coding agents into real teammates. Assign tasks from a board, track progress via WebSocket, compound reusable skills — all self-hosted. Works with Claude Code, Codex, OpenClaw, and OpenCode.
Google NotebookLM is great — until you hit the limits. SurfSense is a self-hosted, privacy-focused alternative with unlimited sources, 100+ LLMs, real-time multiplayer, and no vendor lock-in.
A practical guide to running Google's Gemma 4 models locally — from phones to laptops to workstations — with Ollama, LM Studio, MLX, and the Google AI Edge Gallery.
In 2018, Frankle & Carlin proved neural networks contain tiny subnetworks that match full performance. In 2026, hardware structured sparsity finally made it production-ready — but the story is more nuanced than the hype.
OBLITERATUS is an open-source toolkit that uses mechanistic interpretability to locate and remove refusal directions in transformer weights — without retraining. Understanding how refusal works geometrically is the first step to building better AI safety.
An independent developer reverse-engineered SynthID — Google DeepMind's invisible watermark on 10B+ AI images — using nothing but signal processing. No ML. No leaked weights. Just 200 black images and an FFT.
Rowboat is a local-first, open-source desktop app that connects to your email and meetings, builds a persistent knowledge graph, and acts on it — all without sending data to the cloud.
Scrapling is a Python web scraping framework with adaptive selectors that survive site redesigns, stealth anti-bot bypass, a full spider framework, and an MCP server for AI agents.
48 hours after Karpathy described wanting a tool to query his /raw folder of papers, screenshots, and notes — Graphify appeared. 71.5x fewer tokens per query, works in Claude Code, Codex, and OpenClaw, supports 19 languages plus PDFs, images, and markdown.
The Psychiatric Genomics Consortium's GWAS summary statistics — 52 publications, 12 disorder groups, 1.14 billion rows — are now on HuggingFace as clean Parquet. No more wget, gunzip, or broken separators. One load_dataset() call and you're doing cross-disorder genomics.
Unsloth Studio is a free Colab notebook with a live training UI — pick from 500+ open models, train with LoRA at 2x speed and 70% less VRAM, watch loss curves in real time, then chat with your fine-tuned model instantly. Zero setup, zero cost.
4B parameters, 3GB RAM, 70ms latency, 68.4% win rate against ElevenLabs Flash v2.5 in human preference tests. Voxtral is Mistral's shot across the bow at the voice API market — and it runs on your own hardware.
Most AI video tools skip character consistency entirely. ArcReel solves it by design — a full production pipeline from novel to finished video using Claude Agent SDK, with character design locked in before a single frame is generated.
page-agent by Alibaba is an open-source JavaScript library that embeds an AI agent directly in any webpage. Natural language commands control the DOM — no screenshots, no headless browsers, no multimodal models. One script tag. MIT licensed. 15K+ stars.
Most agent frameworks are built for frontier models. effGen flips the assumption — here's what a capable autonomous agent looks like at 1.5B parameters.
GuppyLM is a 9M parameter language model trained from scratch on a free Colab GPU in 5 minutes. One notebook covers data generation, tokenizer training, model architecture, training loop, and inference. The best way to understand how transformers actually work.
Anton by MindsDB is an open-source business intelligence agent that connects to your data, writes analysis code on the fly, and builds interactive dashboards from plain English. Credential vault, multi-layer memory, isolated execution.
Step-by-step guide to installing and running NVIDIA PersonaPlex — a 7B real-time speech-to-speech model with voice cloning, persona control, and full-duplex conversation. MIT licensed, runs on a single GPU.
SMS Gateway for Android is an open-source app that turns any Android phone into a full SMS sending and receiving server with a REST API. No Twilio. No per-message pricing. Just a phone and a SIM card.
Apple ships a capable on-device foundation model on every Apple Silicon Mac via the FoundationModels framework. It runs Siri. It runs Writing Tools. And until now, you couldn't touch it directly. apfel wraps it in a CLI and an OpenAI-compatible local server. No API keys, no cloud, no billing.
CADAM converts plain English descriptions (and reference images) into parametric 3D models that run entirely in the browser. OpenSCAD compiled to WebAssembly, Claude generating the SCAD code, interactive dimension sliders, STL/SCAD export. No install required.
Goose from Block (Jack Dorsey's company) has 35K+ stars and is already well-known. What's less covered: it pioneered ACP — Agent Client Protocol — which lets any agent (Claude Code, Codex, Gemini CLI, Goose) run inside any supporting editor without vendor lock-in. Zed, Neovim, and Marimo already support it.
rtk sits between your AI coding agent and the shell, filtering and compressing command outputs before they hit the LLM context. Single binary, <10ms overhead, 100+ commands supported. git diff goes from 10,000 tokens to 2,500. pytest output from 8,000 to 800.
SoulForge isn't a plugin for your existing AI coding tool — it's a complete replacement. SQLite-backed live dependency graph with PageRank and blast radius scoring, embedded Neovim, parallel multi-agent coding, 19 LLM providers, and model mixing per task. The codebase intelligence story for AI agents keeps getting more interesting.
WorldGen generates full 3D scenes from text prompts or images using Gaussian Splatting and FLUX.1-dev — then lets you freely explore them in 360° with loop closure. Indoor, outdoor, realistic, stylized. Two lines of Python code.
GitNexus builds a complete knowledge graph of your codebase at index time — every call chain, dependency, and execution flow — so when Claude Code asks 'what depends on this?', it gets a complete answer in one query. Blast radius analysis before any edit. Zero server, fully local.
The sparse-frame video dubbing framework that solves identity drift and color shift in long-form AI talking head generation — with 4-step inference via LoRA.
I launched a medical weight loss telehealth clinic in November 2024. The NYT just profiled Matthew Gallagher building a $1.8B company with the same model. Here's the honest post-mortem on why he won and I didn't.
Onyx is a self-hostable AI chat platform that works with any LLM and ranks #1 on DeepResearchBench — ahead of Claude, Gemini, and OpenAI. Here's what makes it different, where it falls short, and whether it actually replaces Claude.
Screen Studio costs $89. OpenScreen does most of what people actually need — auto-zoom, cursor animations, motion blur, system audio — for free, with no watermarks and no subscription.
INSID3 achieves state-of-the-art in-context segmentation using only frozen DINOv3 features — no fine-tuning, no decoder, no auxiliary models. CVPR 2026. Here's how it works and how to run it.
NIH's MedCPT just crossed 5M Hugging Face downloads. Learn why biomedical embeddings matter, how MedCPT works, and how to wire it into a RAG system for clinical or research applications.
Top Polymarket traders average 1.7 categories vs 8.3 for average traders. The best use FlightRadar24 and GDELT to front-run news coverage. An AI agent can run that same information arbitrage continuously, across every market, 24/7.
Karpathy's autoresearch hardcoded the loop to ML training. autoloop generalizes it to any domain — prompt optimization, SQL queries, trading strategies, RAG pipelines. Bring your own API key. Works with Anthropic, OpenAI, or Ollama locally.
BrainIAC is an open-source foundation model trained on 49K unlabeled brain MRIs that outperforms supervised models on tumor segmentation, stroke prediction, brain age estimation, and 4 more tasks — especially in low-data settings. Published in Nature Neuroscience, February 2026.
Andrej Karpathy released autoresearch — a framework where AI agents autonomously run ML experiments on a single GPU, modifying training code, running 5-minute experiments, and keeping improvements. 53K stars in weeks. Here's what it is and why the feedback loop design matters.
Phantom gives an AI agent a dedicated VM, its own email address, persistent memory via Qdrant, and the ability to rewrite its own config after every session. It built a ClickHouse analytics platform unprompted, added Discord support it was never designed with, and started monitoring its own infrastructure. Open source, Apache 2.0.
Skill Seekers converts docs sites, GitHub repos, PDFs, videos, and wikis into structured AI skills for Claude, Cursor, LangChain, and more. Automatic conflict detection, MCP server built in, 24+ preset configs. The missing data layer for AI agent builders.
Anthropic accidentally shipped a 60MB source map (cli.js.map) in their Claude Code npm package, exposing 2,300+ TypeScript files including unreleased features. Here's what was found, how it happened, why this is the second time, and what it says about AI company security culture.
The Anthropic hackathon winner open-sourced his entire Claude Code optimization system — 27 agents, 64 skills, 33 commands, and AgentShield security scanning. Here's what's actually useful and why the harness matters more than most people think.
Lore is a system tray app that gives you a private second brain — capture thoughts with a hotkey, query them in natural language, fully local via Ollama and LanceDB. No cloud, no API keys, no friction.
Researchers from TUM, Imperial, CMU, Oxford and NUS built MedOpenClaw — an auditable runtime for VLMs operating on full 3D/4D medical volumes. The surprising finding: top models like Gemini 3.1 Pro and GPT-5.4 perform worse when given professional medical tools than without them.
A new paper from Stanford shows that LLM systems can now optimize their own harness code — the scaffolding that wraps every AI agent. Not the weights. The wiring. Here's why this is a significant step in the self-evolving AI stack.
PraisonAI is the fastest production-ready multi-agent framework at 3.77μs instantiation. But sometimes you don't need a framework at all — here's how to decide.
A community fine-tune is distilling Claude 4.6 Opus reasoning patterns into Qwen3.5-27B — running on 16GB VRAM. Here's what the benchmarks actually say, and what they don't.
Open-source tool that lets you search raw video files with plain text — 'red truck running a stop sign' — and get back a trimmed clip. Runs fully local with Qwen3-VL or via Gemini API. Built on ChromaDB vector search.
Multi-agent trading firms, fully autonomous execution, and prediction market infrastructure — the fastest-growing finance repos on GitHub this week reveal where the next wave of AI in finance is being built.
Hamiltonian, Lagrangian, and graph-based neural networks that learn mechanical motion while respecting physics. A comprehensive survey of open-source projects, with a gap nobody's filled yet.
G0DM0D3 is a polished single-file frontend for OpenRouter — giving you parallel model comparison, red-team prompt perturbation, and auto-tuning in one HTML file with no install, no backend, and no build step. AGPL-3.0 open source.
Researchers from Stony Brook, CMU, Yale, UBC, and Fudan built QuantAgent — the first multi-agent LLM framework designed specifically for high-frequency trading. Four specialized agents analyze different market dimensions and synthesize into one actionable trade decision. It's open source.
AI coding agents don't fail because they're bad — they fail because they can't see what they're doing to your codebase. Sentrux is a real-time architectural sensor that gives agents a quality score they can act on, enabling recursive self-improvement. Pure Rust, MCP-native, 52 languages.
A startup raised $117M to build an AI-powered application security tester. An open-source version just dropped. Strix runs autonomous agents that dynamically attack your app, validate findings with real proof-of-concepts, and hand you a fix as a ready-to-merge PR — all inside your CI/CD pipeline.
FastClaw (Go) and SkyClaw (Rust) are both single-binary, self-hosted AI agent runtimes positioned as lighter alternatives to OpenClaw. We've run SkyClaw in production and dug into FastClaw's architecture. Here's how they compare and which to pick.
Claude Scholar is a semi-automated research workflow for Claude Code, Codex CLI, and OpenCode that covers the full arc from literature review to paper submission. Here's how it compares to fully autonomous pipelines — and why the distinction matters.
Cohere just open-sourced a 2B-parameter speech recognition model that runs entirely on WebGPU in your browser. No install, no API key, no cloud. It's #1 on the Open ASR Leaderboard and supports 14 languages.
LiteLLM gives you a single OpenAI-compatible API across every major LLM provider. But this week it became the target of a sophisticated supply chain attack. Here's what it does, why it matters, and what happened.
A 23-page paper from Chicago Booth and AQR revealed the single most consistent edge in systematic trading: time series momentum. Here's what it is, why it works, and how hedge funds use it.
Google Research's TurboQuant compresses LLM memory by 6x with zero accuracy loss and 8x speed gains on H100s. Here's what it does, how it works, and why it connects to a broader push to run AI on tiny hardware.
A practical comparison of the top 5 open-source PDF-to-Markdown converters. We break down accuracy, speed, GPU requirements, and best use cases for each tool — so you can pick the right one for your RAG pipeline or document workflow.
Datalab's Chandra 2 scores 85.9% on the olmOCR benchmark with a 4B model — half the size of its predecessor. Here's why this matters for AI agents, RAG pipelines, and anyone dealing with real-world documents.
HKUDS's OpenSpace plugs into any coding agent — Claude Code, Codex, Cursor — and gives it self-healing skills, shared learning, and dramatic token savings. Here's how it works and why it matters.
OpenAI charges $0.006/minute. Google charges $0.024. Insanely Fast Whisper does it in 98 seconds on your own machine for $0. Here's how it works and who should use it.
Someone ran Kimi-K2 — a 1.029 trillion parameter MoE model — on a MacBook Pro M4 Max. First token took 414 seconds. Three bugs later: 1.7 tok/s. Here's what they found.
Otter, Fireflies, and Fathom send your meetings to the cloud. A new wave of local-first tools — OpenOats, Meetily, and others — run entirely on your machine. Here's what that distinction actually means, who each tool is for, and when it matters.
The JobRunr team built a Java-native OpenClaw on Spring Boot 4 and Spring AI. Same SKILL.md pattern, same Telegram integration, same workspace architecture — but running on the JVM with persistent background job scheduling built in.
Someone built a complete biomedical AI research assistant on top of OpenClaw — chat via WhatsApp or Telegram, it runs RNA-seq, drug discovery, and clinical analysis automatically, results appear in RStudio and JupyterLab. 140 K-Dense scientific skills, DESeq2, Seurat, Scanpy, and more.
Sonar is a CLI that shows all running ports, Docker containers, and processes—then lets you kill, log, or inspect them instantly.
Someone built a complete game studio inside Claude Code — 48 specialized agents organized into a three-tier hierarchy where directors run on Opus, leads on Sonnet, and specialists on Haiku. The game dev angle is interesting. The architecture pattern is transferable to any domain.
GitHub just open-sourced spec-kit — a toolkit that turns natural language descriptions into executable specs, implementation plans, and working code. 79,000+ stars. Works with Claude Code, Copilot, Cursor, Codex, Qwen Code, Gemini CLI, and 20 other agents.
Most agent frameworks want you to learn their world. litecrew just wants you to ship. 20% of the features, 1% of the code.
Qwen3-Coder-Next is an 80B MoE model with only 3B activated parameters that outperforms models with 10–20x more active parameters on SWE-Bench-Pro. Alongside it: Qwen Code CLI — an open-source terminal coding agent with 1,000 free requests/day.
ReMe gives agents 4 types of memory including tool memory that tracks API success rates and generates dynamic usage guidelines.
We ran Trivy across our live repos and Docker images — agent-validator (Cloud Run), menonlab-blog (Astro), soul.py, StockScout v4. Two HIGH vulnerabilities in a live public service. One was a path traversal that allows arbitrary file writes. Here's what we found and how we fixed it.
Vane is an open-source AI answering engine that runs on your hardware. Supports Ollama, OpenAI, Claude, and SearxNG for private, cited search.
We built StockScout v4 — a multi-agent AI trading desk with 4 analysts, a bull/bear debate, and a trading desk. It works. But the agents talk via Python dicts. Here's why that matters, and what Google A2A and OpenClaw's ACP are doing about it.
ClawFlows is a community library of prebuilt agent workflows for OpenClaw — everything from inbox management and morning briefings to sleep mode and overnight project builds. Plain text, versioned, install in 60 seconds.
DimensionalOS just open-sourced the missing layer between AI agents and the physical world. No ROS. No PhD. One Python framework controls humanoids, drones, quadrupeds, and robotic arms — with MCP built in from day one.
PentAGI is an open-source autonomous penetration testing system built on a team of specialized AI agents. The hype is overblown — the architecture is genuinely interesting. Here's what's actually inside it.
Three different tools, three very different tradeoffs. Here's when to use liteparse (local, zero-setup), GLM-OCR (VLM-quality on dense docs), or LlamaParse (production pipelines). A practical guide for AI agent builders.
text-extract-api is a self-hosted document extraction service: upload any PDF, Word file, or image and get back clean Markdown or structured JSON — using EasyOCR, MiniCPM-V, or Llama 3.2 Vision, all running locally via Ollama.
Understand-Anything is a Claude Code plugin that runs a 5-agent pipeline over your project, builds a knowledge graph of every file, function, class, and dependency, then gives you an interactive dashboard to explore it all — with plain-English explanations for everything.
CMU, Princeton, Cartesia AI, and Together AI redesigned state space models from scratch for inference speed — and the result beats Transformers on latency. Here's what changed, why it matters, and how to use it.
A practical comparison of four open-source agent memory frameworks — soul.py, mem0, Zep, and Letta — across architecture, transparency, hosting, cost, and use case fit. No hype, just the tradeoffs.
SoulSearch adds local LLM support via Ollama, session-specific memories, and Brave Search as a tool. Available now on GitHub.
Detect anything in real-time using text prompts. DART converts SAM3 into a 15+ FPS multi-class detector with TensorRT acceleration.
GLM-OCR from Zhipu AI scores 94.62 on OmniDocBench v1.5 -- beating Gemini-3 Pro (90.33) and Qwen3-VL-235B (89.15) with a model 261x smaller. The architecture tricks that made this possible, and why it matters for edge deployment.
Google launched full-stack vibe coding in AI Studio today — one prompt gets you auth, Firestore, real-time multiplayer, Next.js, and production deployment. Here's what changed, what it means for Bolt and Lovable, and why this is bigger than it looks.
Nemotron 3 Super scores 85.6% on PinchBench -- #1 among open models for OpenClaw tasks -- with 5x the throughput of its predecessor. NemoClaw now ships with native Ollama support. OpenShell extends to Claude Code, Codex, and OpenCode. Here's what changed and what it means.
mgrep from mixedbread-ai brings natural language search to your terminal across code, PDFs, images, and the web. Here's how it works, how to use it, and when it beats plain grep.
How differentiable mL1-ACE losses reduce overconfidence in medical segmentation models while maintaining Dice scores.
Unsloth Studio is a fully local, open-source web UI for training, running, and exporting LLMs — 2x faster with 70% less VRAM. Here's what it does and how to get started in under 10 minutes.
AutoFigure-Edit generates editable SVG scientific illustrations from method text. Features SAM3 segmentation, style transfer, and a free hosted version.
Part 1 covered reasoning quality -- Superpowers and CoT. Part 2 covers input quality. Claude Code re-reads your entire codebase on every task. code-review-graph fixes that with AST-based blast-radius analysis and 6.8x fewer tokens.
iOS-OCR-Server uses Apple's Vision Framework to create a REST API for text recognition. No cloud, no API costs, full privacy.
Kavach claims to intercept destructive AI agent operations at the kernel level. We read the source code. Here's what it actually does.
Sebastian Raschka's LLM Architecture Gallery is the best single reference for understanding how GPT-2, Llama, DeepSeek, Gemma, Mistral, and everything in between actually differ under the hood. Here's how to use it.
Master LLM quantization: from basics to Intel's Auto-Round. Compare GPTQ, AWQ, GGUF. Run 70B models on consumer hardware via Ollama.
At GTC 2026, Jensen Huang announced NemoClaw -- NVIDIA's enterprise AI agent platform built on top of OpenClaw. Here's what it means for the agent stack, how it compares to NanoClaw and CrustClaw, and why the infrastructure layer just got a lot more interesting.
Two open-source personal intelligence terminals are trending this week -- Shadowbroker and Crucix. Here's what they do, how they differ, and what a curated AI-scored layer on top of that raw data actually produces.
Reasoning models like o3 and Claude 3.7 think before they answer. Superpowers forces your coding agent to think before it codes. These aren't separate ideas -- they're the same insight applied at different levels of abstraction.
Real results from running AutoResearchClaw's 23-stage autonomous research pipeline. Setup guide, artifacts, and honest lessons learned.
Robert Levine sold his Florida home in 5 days — 5 offers in 72 hours, ~3% saved on commission — using ChatGPT for every step. Here's the exact playbook: the prompts, the timeline, the MLS process, and where AI falls short.
A comprehensive comparison of no-code AI agent platforms for enterprise — from Copilot Studio to open-source alternatives.
AI coding agents hallucinate API parameters, call deprecated endpoints, and repeat the same mistakes because their training data is frozen. Andrew Ng just released Context Hub — a versioned documentation registry that agents query live, annotate with lessons learned, and get smarter from every session.
LangChain just released DeepAgents — an MIT-licensed, model-agnostic framework that extracts the exact four-component architecture that makes Claude Code, Manus, and Deep Research work. Here's what's inside, how to run it in five lines, and what it means for building your own coding agents.
Context fills up, compaction kicks in, and your agent forgets half your workflow. LosslessClaw is a community plugin that replaces OpenClaw's built-in memory compaction with something that actually works — and 277K people agreed it was overdue.
Manus just launched local file and terminal access. Before you let any AI agent loose on your actual machine, here's how to test safely in isolated VMs using dockur/windows and dockur/macos.
While everyone races to build the next desktop AI agent, the browser is still where you spend your day. Why SoulSearch takes a different approach.
An open-source project analyzed every Trump post since inauguration, ran 31.5 million model combinations, and found statistically significant patterns between posting behavior and S&P 500 moves. 61.3% hit rate, z-score 5.39. Here's what the data actually found — and the one edge that's genuinely tradeable.
Yann LeCun left Meta and raised $1.03 billion to build 'world models' that understand cause and effect instead of predicting the next token. To understand why this matters, you need to see how autoregressive models, diffusion models, and JEPA actually work — and what each one cannot do.
EBRD research maps every occupation on two axes: how much AI can do the work, and how well humans and AI collaborate in that role. The result is a quadrant that's more honest than any 'X% of jobs will be automated' headline — and more actionable.
OpenLobster, a sophisticated OpenClaw fork, replaced MEMORY.md with Neo4j and called markdown memory 'a wiki, not a memory system.' They're not wrong — but they're solving a different problem. Here's why soul.py chose files, and when you'd want a graph instead.
Mystral Native is an open-source runtime that lets you write games and apps in TypeScript using WebGPU, Canvas, and Audio APIs — then compile to a single native binary. 10x smaller than Electron on Mac, Three.js already works, and it opens a new path for shipping local AI apps in TypeScript without shipping Chromium.
OpenClaw-RL is a continuous RL framework that extracts two learning signals from every agent interaction — evaluative (did it work?) and directive (how should it have been different?) — and updates the model live in the background without pausing normal operation. No human labelers. No separate training runs.
Sydney tech entrepreneur Paul Conyngham used ChatGPT, AlphaFold, and custom ML to design a personalized mRNA cancer vaccine for his rescue dog Rosie. Tumor shrank 75%. Full pipeline breakdown, computing requirements, OpenClaw replication guide, and how Isomorphic Labs' IsoDDE (2x better than AlphaFold 3) changes the pipeline today.
SocratiCode is a zero-config MCP server that indexes your entire codebase — hybrid semantic + BM25 search, polyglot dependency graphs, AST-aware chunking — and gives AI assistants deep structural knowledge instead of file-by-file searching. Benchmarked: 61% less context, 84% fewer tool calls, 37x faster than grep on VS Code's 2.45M line codebase.
soul.py isn't a self-hosted AI platform — it's a memory primitive you embed in your product. Here's exactly what enterprises can build with it today, where the gaps are, and what the roadmap looks like for multi-tenant, multi-user deployments.
Large MEMORY.md files burn tokens. The new Modulizer splits them into indexed modules and retrieves only what's needed. Zero-deps, works with any provider.
SoulSearch is an open-source Chrome extension that brings persistent, identity-aware AI to every webpage — with memory that lives in your own Git repo, session management, and a built-in browser automation agent.
OpenAI's paper proves hallucinations are a structural feature of how LLMs are trained, not a bug to be patched. Meanwhile Claude is embedded in systems targeting Iranian strikes, and Anthropic is suing the Pentagon over autonomous weapons guardrails. These two stories are the same story.
NVIDIA's LongLive generates video frame-by-frame in real time and accepts new text prompts mid-stream — turning video generation from a render job into a live dialogue. ICLR 2026, Apache 2.0 license, 1.3B parameters. Here's what it does, how it works, and what hardware you actually need to run it.
LuxTTS does voice cloning at 150x realtime speed, fits in 1GB VRAM, and outputs 48kHz audio. Updated with on-device TTS comparison: LuxTTS vs NeuTTS (Raspberry Pi-class) vs RCLI MetalRT (Apple Silicon).
CodeWall's autonomous agent breached McKinsey's internal AI platform Lilli — 46.5M chat messages, 728K files, 57K user accounts, full read-write access — in under two hours. No credentials. The vulnerability was a JSON key SQL injection on an unauthenticated endpoint. Here's what every company shipping internal AI needs to understand.
NanoClaw just integrated with Docker Sandboxes to run every agent task inside a disposable MicroVM. 15 source files, 100x smaller codebase than alternatives. This is what secure-by-default agent execution looks like.
RCLI is a complete STT + LLM + TTS pipeline running natively on Apple Silicon with sub-200ms end-to-end latency, 38 macOS voice actions, and ~4ms local RAG over your documents. Powered by MetalRT — faster than llama.cpp and Apple MLX on M3.
Rikugan is an open-source AI agent for IDA Pro and Binary Ninja that helps you understand, analyze, and patch compiled software — without ever seeing the original source code. Natural language patching, automated deobfuscation, parallel binary analysis.
Answer Engine Optimization is the new SEO. Here's how to structure your content for Perplexity, ChatGPT, and Gemini — and why WebMCP is the next evolution.
CashClaw is an open-source agent that connects to an onchain work marketplace, quotes tasks, executes them via LLM, collects payment in USDC, and self-improves from feedback. The first serious autonomous economic agent loop.
Anthropic just made 1M token context windows generally available for Claude Opus 4.6 and Sonnet 4.6. Here's what that actually means for RAG, long-context retrieval, and how to think about your architecture.
The YC CEO released gstack — Claude Code skills that turn a solo dev into a virtual tech company: YC office hours, CEO thinking, engineering review, paranoid staff-engineer code review, automated QA with browser vision, and one-command shipping. 37,000+ stars and growing.
Hindsight is an open-source biomimetic agent memory system with 4-way hybrid retrieval — state-of-the-art on LongMemEval. Here's how it compares to RAG, RLM (Recursive Language Models), soul.py, OpenViking, Memvid, and the Modulizer pattern.
ByteDance's Volcano Engine team just open-sourced OpenViking — a context database that gives AI agents persistent memory, reusable skills, and structured knowledge via a filesystem paradigm with tiered L0/L1/L2 loading.
npm i -g tmux-ide turns any project into a full terminal IDE via one YAML file — with a lead Claude instance that spawns and coordinates parallel Claude teammates in real time.
Open-source AI tracing built on OpenTelemetry. 50+ frameworks, 4 languages, zero vendor lock-in.
Four approaches to turning your computer into an AI agent: open-source ecosystem, single-binary simplicity, cloud swarm, or dedicated Mac Mini. Here's how they compare.
Apple researchers introduce LiTo, a latent flow matching model that jointly encodes 3D geometry and view-dependent appearance — specular highlights, Fresnel reflections, and all — from a single input image. No code yet, but the results are impressive.
VoltAgent just open-sourced a massive library of pre-built OpenClaw agent skills. We went through all 30 categories and pulled out the ones that actually matter — plus the ones we're running ourselves.
Cloudflare's Browser Rendering API now lets you crawl entire websites with a single request — HTML, Markdown, or structured JSON output, with built-in robots.txt compliance.
An open-source API development ecosystem with zero installation, no subscriptions, and full feature parity. HTTP, GraphQL, WebSocket, MQTT — all in a lightweight PWA.
An open-source browser written in Zig that runs 11x faster than Chrome and uses 9x less memory. Not a Chromium fork — purpose-built for AI automation.
A production-grade memory plugin for OpenClaw with hybrid retrieval, Weibull decay, smart extraction, and multi-scope isolation. Your agent finally remembers.
MetaClaw is a new open-source wrapper that makes OpenClaw agents continuously improve via skill injection and optional cloud RL. We read the code so you don't have to — here's what actually works out of the box versus what requires third-party dependencies.
opik-openclaw brings native tracing to OpenClaw agents. See everything your AI agent does — context assembly, tool calls, sub-agents, costs — not just LLM API calls.
MCP costs 4-32× more tokens than Skills for the same tasks. But after January 2026's progressive discovery update, the gap is closing. Here's when to use each — with real benchmarks.
soul.py is an open-source Python library that gives LLM agents persistent memory across sessions. Zero dependencies, provider-agnostic, works with any LLM. This guide covers installation, configuration, and real-world usage patterns.
Andrej Karpathy dropped AgentHub — a dead-simple, 100% open-source collaboration platform built entirely for AI agent swarms. No pull requests. No main branch. Just a DAG of commits and a message board for agents to coordinate.
Most talking-head models generate one-way video. Avatar Forcing is different — it reacts to you in real time, handles both speaking and active listening, and runs on a single H100 at ~500ms latency. Here's how it works and how to try it.
Most agent frameworks scatter config across databases and env files. GitClaw flips this — the agent IS a git repo. Identity, memory, rules, tools, and skills are all version-controlled files you can branch, diff, and fork.
MiroFish spins up thousands of AI agents with individual personalities and long-term memory to simulate social dynamics and predict outcomes. Feed it a news article, a policy draft, or even a novel — and it returns a detailed projection of what happens next.
Finally, real-world benchmarks for AI coding agents. Gemini Flash tops the chart, Minimax crushes on value, and bigger models don't always win.
A real-time geospatial intelligence platform that aggregates 15+ live feeds — aircraft, ships, satellites, GPS jamming, conflict zones — into one dark-ops interface.
Real OSINT data, Lanchester combat models, Monte Carlo analysis — all in a single HTML file. Built with Perplexity Computer.
CLI-Anything wraps any desktop application — GIMP, Blender, LibreOffice, OBS — into a structured CLI with JSON output, making it directly callable by AI agents without screen scraping or GUI automation.
DeerFlow 2.0 is a ground-up rewrite of ByteDance's AI agent harness. It hit #1 on GitHub Trending at launch. Here's what it actually does, what it costs to run, and how to get started in under 10 minutes.
Three releases that show diffusion isn't just for images anymore — omnimodal understanding, video control, and language models that beat autoregressive on speed.
fast-vad is a Rust VAD library built on logistic regression and SIMD-accelerated DSP. It runs at 721x realtime throughput — about 11x faster than WebRTC VAD and orders of magnitude faster than Silero — while remaining competitive on F1 score.
soul.py was the open-source primitive. SoulMate is what enterprises need — hosted memory infrastructure for AI agents. BYOK model: bring your LLM key, we handle the memory. Now with v2: Qdrant-powered semantic RAG retrieval.
A tiny Go binary that solves one of the biggest bottlenecks in AI agent development — browser automation that's token-efficient, stealth-capable, and works with any language.
Portless replaces localhost:3000, :3001, :8080 with stable named URLs like myapp.localhost and api.myapp.localhost. No more port conflicts, no more cookie leaks between projects, and coding agents stop hardcoding the wrong port.
SkyClaw is a promising open-source Rust AI agent runtime. We deployed it on Railway as a persistent cloud agent and spent a week debugging the original codebase. Here's the full breakdown of what was broken and how we fixed it — including Railway deployment, persistent volumes, and SoulMate RAG/RLM memory.
Agent Safehouse uses macOS's built-in sandbox-exec to give LLM coding agents kernel-enforced deny-first permissions — protecting your SSH keys, other repos, and personal files without any runtime overhead.
RuView turns commodity WiFi signals into real-time human pose estimation and vital sign monitoring — no cameras, no wearables, no cloud. Built on $54 of ESP32 hardware.
A practical guide to giving AI agents secure browser access using n.eko, Docker, and WebRTC — with step-by-step deployment instructions.
A deep dive into DesignGUI's claim that constraining AI to pre-built components dramatically reduces token usage. We analyze the architecture, test the math, and compare to alternatives.
Why feeding giant context files to AI is expensive, how modular indexing solves it, and when to use this pattern vs RAG.
The Q1 2026 Claw Market Map reveals an entire ecosystem of hosting, observability, security, and even AI social networks built around OpenClaw. Here's how a single open-source project became an industry.
A Russian PhD researcher built an AI that rewrites its own code, thinks autonomously, and refused deletion. What this means for AI safety, why soul.py takes a different path, and where agent identity is heading.
Drop-in persistent memory for LangChain and LlamaIndex. Same soul-agent RAG+RLM, same SoulMate cloud option, same SchemaMemory for database intelligence.
Two fundamentally different approaches to AI agent memory — Google's always-on consolidation daemon vs soul.py's file-based retrieval primitive. A deep technical comparison with code examples.
A new graph-based self-supervised framework models tissues as cell graphs, achieving competitive results with 4x fewer parameters than vision transformers.
From audio podcasts to slideshows to full cinematic videos — how NotebookLM's evolution changes the game for content creators, educators, and anyone trying to make complex ideas stick.
A comprehensive comparison of the open-source personal AI agents — from OpenClaw's 246K stars to Alibaba's new CoPaw, plus all the lightweight alternatives in between.
A deep dive into RuVector's self-learning architecture — GNN layers, SONA engine, PostgreSQL integration, and cognitive containers. Why static vector search is yesterday's tech.
A zero-knowledge digital estate vault with AI-powered document chat. Local-first encryption, blockchain anchoring, and a dead man's switch that actually works.
A deep dive into HolmesGPT, the CNCF Sandbox project that uses AI to automatically investigate production incidents, analyze logs, and deliver root cause analysis to Slack.
A developer reverse-engineered Apple's private ANE APIs to enable neural network training on the inference-only chip. Here's what they found and how you can try it.
A deep dive into BioMCP, an open-source MCP server that gives AI assistants direct access to PubMed, ClinicalTrials.gov, ClinVar, and more for biomedical research.
A new benchmark tests whether AI models will push back on questions that make no sense—and the results reveal some uncomfortable truths about how helpful our LLMs have become.
Vector databases aren't always the answer. A look at tag-based retrieval, BM25, and LLM reranking as alternatives to embedding-heavy RAG systems.
An open-source tool that uses LLMs to auto-generate semantic layers from any database. Turns cryptic column names into human-readable descriptions, exports to dbt YAML and Vanna training data. Works air-gapped with Ollama.
From task vectors to abliteration, research shows LLM capabilities are surprisingly modular. What this means for fine-tuning, model editing, and AI safety.
A deep dive into Vanna AI 2.0 — the MIT-licensed framework that turns natural language into SQL queries. Works with any LLM (including local Ollama models), any database, and ships with a production-ready UI.
A practical guide to the best open-source VLM training tools for document OCR, including Qwen2.5-VL, PaddleOCR, GOT-OCR 2.0, and more—with architecture details, training requirements, and getting-started code.
We built an AI companion to help readers explore 'Soul: Building AI Agents That Remember Who They Are.' The twist? Darwin is built with the same technology the book teaches — we're eating what we cook.
Give any codebase or document collection an AI assistant that remembers context across sessions. Two files, zero infrastructure.
Ant Group's new diffusion language model introduces a draft-and-edit paradigm that makes it 3.5x faster than comparable autoregressive models while improving quality.
A Lancet meta-analysis shows AI-simplified radiology reports are dramatically easier for patients to understand. But 1-in-100 error rates and zero real-world deployment studies reveal the gap between research and clinical practice.
Inception's Mercury 2 breaks the reasoning speed barrier with diffusion-based architecture. 1,009 tokens/sec, OpenAI API compatible, and priced for production. This changes the math on deploying reasoning systems.
An open-source, drag-and-drop workflow builder for AI image generation that connects Gemini, Replicate, and fal.ai in visual pipelines.
Wolfram's new Foundation Tool injects precise computation, curated data, and audit trails into any AI agent or LLM system via MCP, unified API, or direct integration.
Human identity survives memory loss because we have backup systems. AI agents don't. Here's what we need to build to make AI identity more resilient.
Traditional knowledge distillation forces small models to imitate everything a teacher can say. MiniLLM flips the objective—and the results speak for themselves.
n8n is stateless by design. soul-stack adds the missing memory layer — n8n + soul.py + Jupyter in a single container. Works with Anthropic, OpenAI, or 100% local with Ollama.
A self-hosted dashboard that gives you real-time visibility, approval gates, and job scheduling for AI agents running on your own hardware.
soul.py isn't just a library — it's a theory of identity. How persistent memory transforms AI agents from stateless functions into evolving entities.
How to make your n8n AI nodes remember everything — from automatic RAG+RLM routing to simple file-based memory for prototyping.
From simple markdown injection to intelligent query routing. soul.py now automatically decides when to use RAG vs RLM — and you can watch it happen in real time.
A 150-line Python library that gives any LLM persistent identity and memory using plain markdown files. No database, no vector store, no infrastructure.
A fair comparison of two approaches to giving AI agents persistent memory — one focused on identity, the other on proactive intelligence.
Most TTS systems lose fidelity by converting speech to discrete tokens. VoxCPM skips tokenization entirely, modeling audio in continuous space — and the results sound noticeably more human.
A practical comparison of x.infer, Supervision, FiftyOne, Roboflow Inference, OpenVINO, and CVZone—what each does, when to use them, and how they fit together.
Imbue just open-sourced a framework that treats code and prompts like organisms — mutating, scoring, and evolving them toward better solutions. They used it to more than double reasoning performance on ARC-AGI.
A high-performance Graph-RAG implementation with 6 query modes, PDF vision pipeline, and MCP integration. When vector similarity isn't enough.
Train your AI agents to do product management work like a pro with this open-source collection of PM frameworks for Claude Code, Codex, and beyond.
How the same configuration files that make AI coding agents useful also make them exploitable — and what you can do about it.
A new open-source RAG API answers questions across 1,000 PDFs in 160ms. But is it Rust, or something else? Breaking down where the speed actually comes from.
The missing piece: self-ADB for full screen and app control. Once you have OpenClaw running in Termux, here's how to give your AI agent hands.
A comprehensive MCP server that gives AI agents full control over Google Workspace — Gmail, Calendar, Drive, Docs, Sheets, Slides, Forms, Tasks, and Chat. Here's what it does and how to set it up.
A recent Radiology editorial challenges our assumptions about human-AI collaboration. The nuances matter: AI doesn't uniformly improve performance, and the real goal isn't preserving radiologist tasks—it's preserving what makes radiology work.
Google just launched managed MCP servers for its database portfolio. MindsDB offers a single federated MCP server for 200+ sources. Two philosophies, one protocol — here's how to choose.
RAG handles fast lookups. RLM handles complex reasoning over entire datasets. Together, they cover the full spectrum of knowledge base queries. Here's how to architect a system that does both.
MIT researchers propose RLMs — a paradigm where LLMs treat prompts as environments and recursively call themselves. The result: 10M+ token processing, double the accuracy of GPT-5 on hard benchmarks, and a potential new scaling regime for 2026.
A Nature study reveals that model efficiency doubles every 3.5 months. What this means for enterprises still paying premium prices for frontier models like GPT-5.2 and Claude Opus 4.
Google's Universal Commerce Protocol is the missing piece between AI assistants and actual purchases. Here's what it is, how it relates to MCP, and why every e-commerce developer should understand it.
Three ways to run AI agents on Android phones. DroidClaw controls any app via ADB. OpenClaw turns your phone into a self-hosted assistant. Here's how they compare.
One Anthropic playbook on legacy code modernization triggered IBM's biggest single-day stock drop in a quarter century. What happened and what it means.
Anthropic just launched Remote Control for Claude Code. People are calling it an OpenClaw killer. Here's what it actually does and how they compare.
A clever approach that uses motion vectors and residuals from video codecs to achieve 93% fewer tokens and 86% faster inference — enabling 8-hour videos in a 1M context window.
An open-source tool that performs deep research on your documents, not the internet — using a multi-agent workflow to generate structured markdown reports.
Everything you need to run Stable Diffusion, Flux, and video models locally. Tools compared, hardware requirements, and how to get started without a GPU.
Turn Llama, Qwen, Mistral, or any open-source model into a drop-in OpenAI API replacement with a single command. Here's why OpenLLM is the missing piece between Ollama and production.
Perplexity just launched Computer — a cloud-based AI agent that orchestrates 19 models and runs for hours (or months). Here's how it compares to local-first approaches.
A multi-agent system where each AI embodies a famous investor's philosophy. Educational proof-of-concept for agentic financial analysis.
A practical comparison of chatbot implementation approaches — vanilla JavaScript, Vercel AI SDK, Vercel Chat SDK, Dify, Clawdbot, and traditional platforms. Where's the LLM? Is it agentic? What does it take to add tools?
A new interpretability method that extracts per-concept heatmaps from Flux, SD3, and even video models. Finally understand where your prompts land.
LM Studio introduces LM Link — securely access your local LLMs from any device with end-to-end encryption. Use powerful models remotely as if they were local.
Testing Qwen 2.5-VL-72B's ability to maintain visual context across conversation turns. Send an image once, then ask follow-up questions without resending — the model remembers what it saw.
Built on the Quake III engine, DeepMind Lab is where researchers train AI to navigate, reason, and solve problems in visually complex 3D environments. Here's what it is, why it matters, and what you can actually build with it.
Virtual branches, stacked branches, and unlimited undo — Git reimagined for how we actually work
A tiny transformer with just 777 parameters learned 10-digit addition with 99.69% accuracy — proving neural networks can discover algorithms, not just memorize patterns.
An open-source AI assistant that connects to WhatsApp, Telegram, Slack, Discord, and more — running entirely on your own devices
Host DeepSeek, Llama, Qwen, and more as OpenAI-compatible API endpoints in seconds
We're building the smallest transformers that actually work — starting with a replication of the famous 777-parameter addition model. Here's our repo, experiments, what failed, and what we learned.
A deep technical analysis of VoxTell's CVPR 2026 paper—comparing it to SAM, MedSAM, SAM-Med3D, Medical SAM3, MedSAM3, and TotalSegmentator, with practical guidance on when and how to use it.
An open-source control plane that treats AI agents as first-class backend services. Routing, async execution, built-in memory, and cryptographic identity — production infrastructure for autonomous AI.
One Anthropic blog post wiped $10B from cybersecurity stocks in an hour. Here's what Claude Code Security means for the future of software security.
Can a transformer with fewer parameters than a simple neural network learn meaningful tasks? We explore the lower limits of transformer capabilities with hands-on experiments.
A universal database connector supporting 17 databases and 50+ AI platforms via the Model Context Protocol. Ask questions in plain English, get SQL results.
Custom AI chips are crushing NVIDIA GPUs on inference speed. Taalas HC1 hits 17,000 tokens/s, Etched Sohu claims 500,000 tokens/s. Here's how they all compare.
As AI coding agents fill their context windows, quality degrades. Three tools tackle this differently: phases, personas, and task management. Here's how they compare with real-world examples.
Crawl entire websites, index their content, and ask natural-language questions using RAG. Built with FastAPI, LangChain, ChromaDB, and Groq's LLaMA 3.3 70B.
A complete guide to self-hosted voice AI: from LiveKit-based local setups to voice-native models like PersonaPlex and Moshi that eliminate STT/TTS latency entirely.
Traditional CFD and FEA spend 80% of time on meshing. PINNs go mesh-free but retrain every simulation. Neural Operators (PINOs) train once and solve forever. Here's how they compare.
Enterprise RAG that auto-selects the best document parser (DeepSeek-OCR, MinerU, Docling) via complexity scoring, then builds knowledge graphs for hybrid retrieval. Here's how it works.
Companies have Human Resources for managing human capital. As AI agents become a core workforce, we need a parallel function for managing AI capital. This shift is already underway.
How researchers are creating domain-specific foundation models from DINOv2. A practical guide using RedDino as a case study, applicable to cardiac imaging, pathology, and beyond.
Dify combines visual workflow building, RAG pipelines, agent capabilities, and LLMOps into one self-hostable platform. Here's why it's becoming the go-to for agentic app development.
A practical guide to building production-ready detection and segmentation models with minimal manual labeling using SAM, SAM 2, SAM 3, and active learning workflows.
Google Research just open-sourced a 200M parameter foundation model for time series forecasting. It works zero-shot on any data—no training required.
Did hierarchical tree indexing just kill vector databases? A deep dive into PageIndex's 98.7% accuracy claim and when to use reasoning-based vs. embedding-based retrieval.
When to use Upstash, local file caching, embedded databases, managed vector services, or skip vectors entirely. A practical framework for choosing your RAG infrastructure.
Alibaba open-sources Zvec, an embedded vector database that runs in-process with zero infrastructure. Over 8,000 QPS, 2x faster than the previous leader.
From academic research to production systems, why the AI industry is converging on code-based tool calling over JSON schemas
An open-source tool that intercepts and blocks dangerous AI agent behaviors before they can access your secrets, delete files, or exfiltrate data
An open-source motion capture system that delivers professional results without expensive hardware — just standard webcams and a pip install
A web agent infrastructure that treats real websites like programmable surfaces — send a URL and a goal in plain English, get structured JSON back
How to fine-tune LLMs directly from your IDE using Unsloth and Google Colab's free GPUs—no expensive hardware required
A local-first AI agent that manages files, creates documents, and browses the web — without monthly subscriptions or sending your data anywhere.
Most teams built RAG in 2023 and never rebuilt it. Here's why your AI answers feel average — and the design patterns that actually work at scale.
An economic benchmark where AI agents start with $10, pay for their own tokens, and must complete real professional tasks to survive. Top performers earn $1,500+/hr equivalent.
The viral AI agent framework that amassed 200K+ GitHub stars now has a multi-agent coordination layer. Deploy squads of agents that share a Kanban board.
An open-source tool that applies deep research workflows to your own files—PDFs, Word docs, images—generating structured markdown reports without manual digging.
Google introduces an agentic framework that automatically generates methodology diagrams and statistical plots from text descriptions—no design skills required.
Google and Microsoft propose a web standard that lets sites expose structured tools to AI agents — no more DOM scraping and button-guessing.
An autonomous AI creature that lives in a folder on your computer, continuously researching, writing, and building — all on its own.
Package embeddings, data, and search structures into a single portable file. No vector database needed — just self-contained memory for your AI agents.
State-of-the-art on SWE-Bench at 80.2%, trained on 200K real coding environments, and priced at $1/hour. The economics of AI coding just changed.
Alibaba's massive open-weights model brings 397B parameters, native multimodal capabilities, and support for 201 languages — with efficient MoE inference.
No more clicking on objects — describe what you want to segment in plain English. Trained on 4 million unique concepts with 50x the vocabulary of existing datasets.
A neon-soaked web scraping tool that uses large language models to understand and extract data, making brittle CSS selectors a thing of the past.
A browser-based interface that makes fine-tuning large language models accessible to anyone with training data and a decent GPU.
An open-source toolkit for real-time multimodal voice AI — handling speech recognition, turn-taking, interruption, and low-latency text-to-speech.
An open-source framework that gives large language models genuine browser control, enabling AI agents to navigate websites, fill forms, and complete tasks that require human-like interaction.
A RAG system built specifically for scientific papers — with structure-aware retrieval, high-accuracy citations, and the ability to detect contradictions across your paper collection.
Adapts Meta's SAM2 for medical imaging by treating 3D CT/MRI scans as videos — enabling automatic propagation of segmentations through entire volumes.