Tangled Circuit

DuckDB supports both reading and writing of Parquet Bloom filters. See here where DuckDB searches a 100M row Parquet file in .001 seconds using the bloom filter.

🤯CHINA IS ON FIRE!! Alibaba just open-sourced a vector database that destroys Pinecone, Chroma, and Weaviate. 100% FREE. OPEN SOURCE. It's called Zvec. Battle-tested inside one of the world's largest tech companies. Now free for everyone. In plain English: vector databases are what power AI search. When an app finds products similar to what you bought, or documents related to your question, that's a vector database working in the background. Good ones have been expensive and complex to run. Until now. ↳ pip install zvec and you're done ↳ Searches billions of vectors in milliseconds ↳ Runs directly inside your app, no separate server needed ↳ Works on Linux, macOS, Windows, and edge devices ↳ Python, Node.js, Go, Rust, and Flutter supported The June 12 v0.5.0 update made it even bigger. ↳ Native full-text search, no external engine needed ↳ Hybrid search combining vectors, keywords, and filters in one query ↳ New disk index that slashes memory costs at scale ↳ Zvec Studio, a visual tool to browse and debug without code Pinecone starts at $70 a month. Chroma and Weaviate need infrastructure and setup time. Zvec is one line and runs anywhere your code runs. Alibaba built this for themselves. Now they gave it to you.

1/ Today we're bringing Cua Driver to Linux: background computer-use for any agent. Hermes, Claude Code, Codex, or your own loop can drive real Linux desktop apps (X and Wayland in preview) through CLI or MCP while your desktop stays usable

@Samaytwt Windows terminal.

Give me ONE good reason to buy a Windows laptop apart from gaming. I'll wait.

Microsoft Teams just got Generative UI But this is just the tip of the iceberg. AG-UI is the protocol connecting any agent to any user on any app, topped with Generative UI. That means your agent can render: - forms - buttons - charts - approval flows Right inside the chat, on the fly. But it's not limited to in-app copilots. What's special is that you can work with any agent using the same system and bring them into any surface, including Slack, WhatsApp, Discord and more. This is exactly why Hermes and OpenClaw took off. As users of these agents, we don't like walls of text, and it's a pain to get when you can have way better UX. @CopilotKit + AG-UI handle that interaction layer. If you want to try out Agentic UI in Microsoft Teams, you can get early access here: go.copilotkit.ai/built-in-agent…

Introducing Brain in Computer. Brain is a continuously learning memory system. Every task on Computer plugs into a context graph built by Brain. It makes Computer more stateful with every run. Available as a research preview for all Perplexity Max subscribers.

Introducing HyperView. Generative UI for coding agents. Terminal, diffs, live previews, anything. Your agent renders real UI for you while it works in a sandbox. Open-Source & Powered by Hyperbrowser Sandboxes.

docs for deno desktop: docs.deno.com/runtime/deskto…

Quack is a new protocol that enables client-server architecture for DuckDB over TCP/IP and HTTP(S), announced at AI Council 2026. It allows one DuckDB instance to act as a server and another as a client, with remote database attachment, query pushdown (computing on the server vs. the client), and token-based authentication. It allows whole new possibilities, as database clients are usually quite dumb; you can send a query and retrieve data. But with Quack, you could aggregate, you could build a whole ETL job, aggregation, or any business logic inside it Check out more at: ssp.sh/brain/quack-pr….

Before Fable 5 was shut down, it pushed Gemma 4 to 255 tok/s on WebGPU. Some didn't believe it was real. Today we're releasing the demo and kernels it wrote for you to see yourself. Run it locally in your browser. Agentic kernel optimization is the future of on-device inference

@berdyn Manitoba here home of the inland ocean

I feel like I don't follow enough Canadians on this app... are there any Canadians out there???

Electric Agents 0.6 is out! 0.6 rounds out what we launched in May: • Long-lived entities with StreamDB state • Spawn, fork, send, wake, signal, schedule • Local and remote agent runners • Desktop + mobile apps built on core APIs • PG sync triggers, MCP servers, webhook sources The ecosystem is converging on our thesis: the agent is the log. Electric Agents paints the picture for what is built on top.

兄弟们，我一直有个判断：OCR 这种活，早晚会被多模态大模型给吃掉。 这周看到百度发的 PP-OCRv6，我改主意了。 一个 1.5MB 的模型，能直接塞进浏览器里跑，单图最快 97 毫秒就能出结果，逐字识别的准确率还反超了 GPT-5.5、Gemini-3.1-Pro 和 235B 参数的 Qwen3-VL，我有点震惊了！ 对做产品的人来说，这比「又一个 SOTA」重要得多。我有测试，先往下看 👇

This is probably 1 year+ in the making To be released next week in Deno 2.9 Created by @undefined_void and @crowlKats

`deno desktop` has landed in main. You can try it out by running `deno upgrade canary` - Mac, Linux, and Windows support - Can generate pkg and msi installers - Supports cross-compile (generate .exe from mac) - Supports chrome (CEF) or native Webview for smaller binaries

Just Shipped: Flue 1.0 Beta Flue is the TypeScript framework for building the next generation of agents, designed around an open agent harness with zero LLM lock-in. It’s like Astro, for agents. Flue 1.0 has been redesigned around three core primitives: 🔁 Workflows — structured automations designed for background work, where your code drives the agent from start to finish. 🧭 Agents (New!) — autonomous, stateful loops where the model drives itself to complete a given task. 📡 Channels (New!) — connect agents to Slack, GitHub, Linear, Discord, Teams, and more. Flue handles the boilerplate for you. Everything shares the same durable foundation, powered internally by Pi, Vite, and Durable Streams. Deploy anywhere, use any LLM, and recover running agents across restarts and downtime. We’ve talked to a lot of teams building agents, and keep hearing the same thing: getting to production is hard work. We built Flue to help change that. Flue 1.0 Beta is available today. Give it a try and let me know what you think!

In partnership with @stripe, Hermes Agent now supports a full suite of Stripe skills. Your agent can buy things, pay per-call APIs, and provision its own SaaS, with configurable safety limits on every action.

You can now run a GPT-5.5-level model on your own computer for free. NVIDIA released Nemotron 3 Ultra as a full open model. And if you still need an API, it gets even cheaper. Atomic's tested it against GPT-5.5 on the same task: 3 HTML5 physics demos from scratch. GPT-5.5: 11k tokens, $0.57. Nemotron 3 Ultra: 11.3k tokens, $0.051. The output of Nemotron was better. The price was 10x lower.

AMD CEO Lisa Su just dropped the most powerful mini-PC ever built. "Lunchbox" sized and built to run 200B+ parameter local LLMs

oh my god its happening @MistralAI has officially confirmed the upcoming release of Le Chaton Fat - 30T MoE with 256 experts - 1M context window - multimodal and multilingual - outperforms Fable 5 on every benchmark