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Top Open-Source GitHub Projects : bitchat, Dokku, Mole, Box3D, Kaneo & GeoLibre #279 Transcript, AI Summary & Key Points

ManuAGI - AutoGPT Tutorials · Aug 01, 2026 · Science & Technology · 10:34 · EN-US

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AI Summary

This weekly update covers 20 trending open-source GitHub projects, including AI agent skills, local Mac utilities, self-hosted platforms, developer tools, GIS software, messaging, presentation tools, and game-physics technology. The projects emphasize local execution, self-hosting, reusable AI workflows, developer productivity, and tools that avoid unnecessary infrastructure or telemetry.

Key Points

  • OpenWork is a free, open-source desktop app for sharing AI workflows across macOS, Windows, and Linux, allowing compatible agents to reuse skills, MCPs, and connected services.
  • Last30days is an open-source agent skill that researches topics across Reddit, X, HN, Polymarket, GitHub, and other sources, then produces a grounded, cited brief based on engagement.
  • Kaneo is a simple, self-hosted, open-source project-management tool whose data remains on the user's server.
  • Book-to-Skill turns books, folders, or document sets into structured agent skills that can be loaded on demand.
  • GeoLibre is a lightweight, cloud-native desktop GIS application supporting GeoParquet, GeoPackage, and shapefile layers.
  • bitchat is a decentralized messaging app that uses Bluetooth for offline mesh chat and Nostr for global reach, without accounts, phone numbers, or servers.
  • Box3D is a dependency-free, portable C17 open-source 3D physics engine supporting rigid bodies, continuous collision detection, joints, multithreading, and SIMD.
  • Awesome LLM Apps provides self-contained, mostly Python templates for AI agents and RAG applications.

Tools & resources

17 items

ANo. 1115
AIAINotes.us AI product

Awesome LLM Apps

Open source · Shubhamsaboo/awesome-llm-apps

Awesome LLM Apps is an open-source GitHub collection of Python templates for AI agents, agent skills, and retrieval-augmented generation (RAG) applications. Its examples include starter and advanced agents, multi-agent teams, voice and multimodal agents, MCP-based agents, memory-enabled agents, data analysis, web scraping, and other application patterns. The repository provides runnable source projects and step-by-step tutorials. Individual agents can be cloned and run with an API key, while agent skills can be installed with a command such as `npx skills add` and used with coding agents including Claude Code, Codex, and Cursor. The projects support models from providers and ecosystems including Claude, Gemini, GPT, DeepSeek, Llama, and Qwen. The repository describes the collection as free and open source under the Apache-2.0 license.

Mentioned in
1 video
Kind
AI
BNo. 1113
AIAINotes.us Tool

bitchat

Open source · permissionlesstech/bitchat

bitchat is a decentralized peer-to-peer messaging app with two transport layers: Bluetooth mesh for offline communication and the Nostr protocol for internet-based messaging. It does not require accounts, phone numbers, or central servers. The app discovers nearby peers over Bluetooth LE and can relay messages across a mesh network for up to seven hops, automatically falling back to Nostr relays when internet connectivity is available. It supports location-based channels using geohash coordinates, IRC-style commands, and end-to-end encrypted private messages using the Noise Protocol on the mesh and BitChat private envelopes over Nostr. The project also documents message compression, battery-saving modes, and an emergency data-wipe gesture. The repository provides native iOS and macOS support and links to App Store and Play Store distributions. It is released into the public domain. The README notes that nearby radios can observe a persistent per-device identifier derived from the identity key, despite the app requiring no account or phone number.

Mentioned in
1 video
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Other
BNo. 1111
AIAINotes.us AI product

book-to-skill

Open source · virgiliojr94/book-to-skill

book-to-skill is an open-source agent skill that converts technical books, document folders, or collections of source files into a unified skill for GitHub Copilot CLI, Amp, or Claude Code. It accepts PDFs, EPUBs, office documents, plain text, folders, globs, and file lists; the videos also describe OCR support for scanned PDFs. The tool distills source material into structured knowledge rather than a single summary, extracting frameworks, decision rules, anti-patterns, and per-chapter Markdown files. It also generates a core SKILL.md with a chapter index, plus glossary, patterns, and cheatsheet files. Agents load the relevant chapter and supporting files on demand, allowing answers to be grounded in the source content without placing the entire book in the context.

Mentioned in
3 videos
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BNo. 1114
AIAINotes.us Tool

Box3D

Open source · erincatto/box3d

Box3D is an open-source 3D physics engine for games, written in portable C17. It provides rigid-body simulation with collision detection, continuous collision detection, contact events, convex hulls, capsules, spheres, triangle meshes, height fields, multiple shapes per body, collision filtering, ray and shape casts, overlap queries, sensors, and a character mover. Its physics system includes a robust Soft Step rigid-body solver, continuous physics, island-based sleeping, and revolute, prismatic, distance, motor, weld, and wheel joints with limits, motors, springs, friction, and force events. The data-oriented system uses multithreading and SSE2 or Neon SIMD, supports cross-platform determinism and recording and replay, and is optimized for large piles of bodies. The core library has no dependencies beyond the C runtime and libm on Unix, can be integrated with CMake as the box3d::box3d target, and builds on Windows, Linux, macOS, and WebAssembly; its samples use sokol and Dear ImGui.

Mentioned in
1 video
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Other
DNo. 1149
AIAINotes.us Tool

Decimen Optical Transfer

Open source · bashalarmistalt/decimen-optical-transfer

Decimen Optical Transfer is an open-source browser-based file-transfer tool by Evan Crawley that sends files between devices using only a screen and a camera, without a network connection, pairing, permissions beyond camera access, or a dedicated app. The sender displays an endless stream of animated QR codes; the receiver collects fountain-coded frames in any order and uses Luby transform decoding to reconstruct the payload, so dropped frames affect transfer time rather than correctness. Transfers preserve filenames and media types, accept pasted text, support files up to 64 MB, and verify completed payloads with SHA-256. The web app works offline after its first visit and can be installed on iOS and Android home screens. QR streams can also be exported as APNG or PNG sequences for playback from a file, page, or video. Transmissions are not encrypted: data is readable by any camera pointed at the sending screen. The project is licensed under AGPL-3.0-or-later as of v0.4.0; releases through v0.3.0 remain available under the MIT license.

Mentioned in
2 videos
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Other
DNo. 1121
AIAINotes.us Tool

Dokku

Open source · dokku/dokku

Dokku is an open-source, Docker-powered self-hosted platform as a service for building and managing application lifecycles on a user's own server. It provides a small Heroku-like deployment workflow: users push application code, which Dokku builds with buildpacks or a Dockerfile, then manages as a containerized application. The project supports deployment to fresh Ubuntu or Debian virtual machines, requires SSH access for application deployment, provides web documentation and an SSH-based command-line administration interface, and is distributed under the MIT License.

Mentioned in
2 videos
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Other
ENo. 3022
AIAINotes.us AI product

Experiential

Open source · experientiallabs/experiential

Experiential is an open-source gateway and router for agent workflows from Experiential Labs. Its `exp` CLI provides hosted, bring-your-own-key, local, and custom models through OpenAI-compatible and Anthropic Messages APIs, with model aliases, access controls, use-case restrictions, and spending limits for users and agents. It can persist provider connections and configuration locally, expose API routes on loopback, and load a fitted project router as an OpenAI client through its Python interface. It collects OpenTelemetry traces from agent traffic to build simulations and optimize routing for quality, speed, and cost, and supports harness optimization, endpoint serving, model distillation, and fine-tuning an owned open-source model through Tinker. The hosted gateway is available at `api.experientiallabs.ai`; anonymous aggregate PostHog telemetry is enabled by default locally and can be disabled.

Mentioned in
2 videos
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GNo. 1112
AIAINotes.us Tool

GeoLibre

Open source · opengeos/GeoLibre

GeoLibre is a free, open-source, cloud-native GIS platform for visualizing, exploring, and analyzing geospatial data. It supports GeoParquet, GeoPackage, and shapefile layers, with live styling, attribute tables, saved projects, plugins, and an optional Python package for use in Jupyter notebooks. The same workspace runs in web browsers, native desktop apps, mobile apps, and Jupyter notebooks while keeping data local. Its browser-based geoprocessing tools run through WebAssembly without a server or data leaving the machine. The project is built with Tauri v2, React, TypeScript, MapLibre GL JS, DuckDB-WASM Spatial, and deck.gl, and also provides R and Python packages plus installers and mobile distribution.

Mentioned in
1 video
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Other
HNo. 1119
AIAINotes.us AI product

Hubble.md

Open source · bholmesdev/hubble.md

Hubble.md is a free, open-source Markdown and HTML note-taking app for people and AI agents. It provides a Notion- or Apple Notes-style editor with Markdown shortcuts, slash commands, and frontmatter properties, while allowing an agent to work directly with the notes folder; edits made by an agent are live-reloaded in Hubble. Beyond Markdown notes, Hubble can display HTML-based apps built from a notes folder, including views such as tables, bookshelves, and maps. It is distributed as an Electron desktop app for macOS, Windows, and Linux, and the repository also contains a web app, Markdown editor packages, an HTML-app runtime, a filesystem sync engine, and a `hubble` command-line interface.

Mentioned in
1 video
Kind
AI
INo. 1116
AIAINotes.us AI product

Impeccable

Open source · pbakaus/impeccable

Impeccable is an open-source design skill for AI coding agents, developed by pbakaus. It provides a shared design vocabulary with 23 commands, including init, shape, critique, audit, polish, harden, animate, typeset, layout, and live. The init command gathers product and design context into PRODUCT.md and DESIGN.md files, while other commands review, plan, modify, or refine a frontend project. Its CLI and browser extension run 61 deterministic detector rules for common AI-generated frontend design problems without an LLM or API key; it also supports LLM-based critique checks. The live command provides browser-based visual iteration, and the package can be installed from a project root with npx impeccable install.

JavaScript
Stars
★ 73,430
Forks
4,429
KNo. 1110
AIAINotes.us Tool

Kaneo

Open source · usekaneo/kaneo

Kaneo is an open-source, self-hosted project-management tool for teams, focused on issue management and kanban-style workflows. It is designed as a simpler alternative to more complex project-management platforms, keeping project data on the user's infrastructure. The project can be deployed with the drim command-line tool, Docker Compose, or a Kubernetes Helm chart. Its Docker Compose setup runs Kaneo with PostgreSQL, and the project is distributed under the permissive MIT license.

Mentioned in
2 videos
Kind
Other
LNo. 1109
AIAINotes.us AI product

last30days

Open source · mvanhorn/last30days-skill

Last 30 Days is an open-source AI-agent research skill developed by mvanhorn. It searches configured sources in parallel—including Reddit, X, YouTube transcripts, TikTok, Hacker News, Polymarket, GitHub, arXiv, Techmeme, and other web and social platforms—then ranks material using signals such as upvotes, likes, views, comments, engagement, and real-money prediction-market odds. An AI-agent judge synthesizes the results into a cited brief focused on recent information, with source-specific outputs such as quotable transcript passages, Reddit comment scores, GitHub activity, and Polymarket probabilities. Reddit, Hacker News, Polymarket, and GitHub work without additional configuration. A setup wizard can enable further sources using user-provided API keys, browser sessions, or locally available source connectors. The skill can be installed through the Claude Code marketplace or with the Skills CLI for Claude Code, Codex, Cursor, Copilot, Gemini CLI, and other agent-skill hosts.

Mentioned in
2 videos
Kind
AI
NNo. 1120
AIAINotes.us Tool

Native SDK

Open source · vercel-labs/native

Native SDK is an open-source toolkit for building native desktop applications. It uses declarative markup in `.native` files for views, plain TypeScript compiled to native code at build time or Zig for application logic, and an engine that renders directly into real operating-system windows without a browser, WebView, or JavaScript runtime in the application binary. The CLI can scaffold, run, check, and build applications, with live view updates during development and an optimized release-binary build. Its component catalog includes controls such as buttons, tabs, text fields, dialogs, charts, and virtual lists, while styling is organized around replaceable design tokens. The toolkit also includes an embedded automation server for agents.

Mentioned in
1 video
Kind
Other
ONo. 1123
AIAINotes.us Tool

OpenSlides

Open source · codewiththiha/OpenSlides

OpenSlides is a free, open-source offline desktop application for creating animated code presentations. It turns source code into slides and converts selected lines into presentation steps, using Magic Move transitions to animate changes between code states and stepped highlights with configurable dimming, scaling, and transition timing. It provides light and dark themes, 16 syntax themes, slide search, thumbnails, keyboard navigation, full-screen playback, optional autoplay with per-slide timing, and project operations such as duplication, import, export, and drag-and-drop reordering. Built with Tauri and Svelte 5, it keeps projects on the local computer and provides installers for macOS, Windows, and Linux.

Mentioned in
2 videos
Kind
Other
QNo. 0972
AIAINotes.us AI product

quill

Open source · digimata/quill

quill is a fully local, ultra-minimalist macOS meeting recorder and transcriber developed by digimata. It runs as a single Swift menu-bar binary and uses macOS Core Audio process taps to capture microphone and system audio as separate CAF tracks without a virtual audio device or kernel extension. After recording stops, quill transcribes each track on the device, shifts the results by their start offsets, and merges the timestamped segments into a speaker-tagged transcript. The separate microphone and system tracks provide two-party diarization without a speaker-identification model. Each session produces the audio tracks, metadata, canonical JSON and Markdown transcripts, and a transcription log in a recordings directory. The default on-device transcription engine is Parakeet TDT 0.6B v2 through FluidAudio's Core ML port. It requires macOS 15 or later, supports optional launch-at-login operation, and can resume unfinished transcription jobs after relaunch. A WhisperKit fallback or re-transcription engine is planned.

Mentioned in
3 videos
Kind
AI
RNo. 1126
AIAINotes.us AI product

Ratel

Open source · ratel-ai/ratel

Ratel is an in-process context-engineering platform for AI agents. It catalogs tools, skills, and persistent facts, then searches the catalog on each turn and progressively discloses only the capabilities relevant to the request instead of placing every tool schema and instruction in the context window. Its retrieval supports BM25, semantic, and hybrid ranking without requiring a vector database. The project includes a Rust core, TypeScript and Python SDKs, an MCP server, and a CLI. Tools can be registered directly or ingested from an MCP server; skills can associate instructions with tools, while registered facts are re-injected when they are no longer fresh in the conversation. The repository describes the system as reducing token usage and mitigating tool overload.

Mentioned in
2 videos
Kind
AI
UNo. 1117
AIAINotes.us AI product

Unsloth Zoo

Open source · unslothai/unsloth-zoo

An open-source Python package of shared utilities for Unsloth, supporting large-language-model training and fine-tuning workflows such as full fine-tuning, LoRA, quantized training, and reinforcement learning. The associated Unsloth project provides beginner-oriented notebooks, supports models including gpt-oss, Gemma, Qwen, Llama, and Mistral, and can export fine-tuned models to GGUF, Ollama, vLLM, or Hugging Face.

Mentioned in
1 video
Kind
AI

AI in practice

Used for

What
Reuse the same workflows across compatible agents, teammates, and machines.
What
Let agents answer from locally extracted frameworks, patterns, and chapter content.
What
Provide ready-to-run, provider-agnostic templates.

Agents

  • last30days — Research a topic across recent online sources and synthesize a cited brief. 2 held 01:27
  • Ratel — Choose which tools an AI agent should receive in its context on each turn. 2 held 09:57

Business ideas

An open-source project management tool designed to keep team project management simple, with data hosted on the team's own server.

For
Teams that want self-hosted project management without a large feature set.
Solves
Teams need project management while retaining control of their data and avoiding unnecessary complexity.

    An open-source desktop GIS that loads GeoParquet, GeoPackage, and shapefile layers, styles them live, displays attribute tables, and saves projects.

    For
    People working with spatial data who need a desktop GIS with cloud-native data support.
    Solves
    Users need to view, style, inspect, and save spatial data in a lightweight desktop application.

      A decentralized public-domain messaging app that uses Bluetooth mesh for offline chat and Nostr for global reach, without accounts, phone numbers, or servers.

      For
      People who need private or off-grid messaging on iOS and macOS.
      Solves
      Conventional messaging can depend on accounts, phone numbers, servers, or network connectivity.
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        Transcript

        Searchable transcript of Top Open-Source GitHub Projects : bitchat, Dokku, Mole, Box3D, Kaneo & GeoLibre #279 — ManuAGI - AutoGPT Tutorials (10:34). Search for a phrase, then click its timestamp to jump straight to that moment in the video.

        Captions sourced from the original video on YouTube, published by ManuAGI - AutoGPT Tutorials. The video, its captions and all related intellectual property remain the property of their respective owners; AINotes claims no ownership. Provided for research, accessibility and search — see the Transcript Notice and Copyright Policy.

        00:00 Every week, developers release new open-source projects on GitHub, and this is our weekly GitHub project update video covering the best of them. Top trending open-source GitHub projects this week, you'll discover useful and trending developer tools from local Mac utilities to AI agent skills. Without wasting time, let's get started. >> Before we jump into today's project updates, here's a quick announcement for everyone.

        00:24 We've launched a brand new YouTube channel called AI Agent Studio dedicated entirely to AI agent projects, tutorials, and tools. So, if you're interested in staying up to date with the latest AI agent open-source projects, learning how to build your own agents, or exploring cutting-edge agent frameworks, make sure to check it out. Subscribe now to get weekly videos, in-depth guides, and real-time project breakdowns.

        00:50 The link is right there in the description. Don't miss it. All right, let's get into today's video. >> Project number one, Metratumb in Inzora's open-source desktop app for sharing AI workflows. OpenWork is a free open-source desktop app for sharing AI workflows across macOS, Windows, and Linux. You add one OpenWork MCP to Codex, Claude Code, Cursor, or another compatible agent to reuse the same skills, MCPs, and connected services across tools, teammates, and machines.

        01:23 Install it and share your first workflow. Project number two, dash in last 30 days, AI agent skill that searches people, not editors. Last 30 days is an open-source agent skill that researches any topic across Reddit, X, HN, Polymarket, GitHub, and more, then synthesizes one grounded cited brief. It scores results by real engagement using your own keys and browser sessions, and installs into Claude Code, Codex, Cursor, and other hosts.

        01:51 Install it and research the last 30 days. Project number three, Cano, open source self-hosted project management for teams. Cano is an open source self-hosted project management tool built to stay simple instead of piling on features. Your data lives on your own server and you deploy it with its trim CLI, Docker Compose, or a Helm chart on Kubernetes.

        02:15 It's built with React, TypeScript, Hono, and Postgres. Deploy it and manage your projects. Project number four, Book to Skill, turn technical books into on-demand agent skills. Book to Skill is an open source agent skill that turns a book, folder, or document set into a structured skill your agent loads on demand. It extracts frameworks, patterns, and per-chapter files locally, so your agent answers from the real content.

        02:41 It works in Claude Code, Co-pilot CLI, and Amp. Point it at a book and start querying. Project number five, GeoLibre, lightweight cloud-native desktop GIS application. GeoLibre is an open source cloud-native desktop GIS built with Tauri, React, TypeScript, and MapLibre GeoParquet, GeoPackage, and shapefile layers, styles them live, shows attribute tables, and saves projects.

        03:09 A plugin system and optional Python fast API sidecar handle extras and heavier processing. Clone it and map your spatial data. Project number six, BitChat, decentralized peer-to-peer messaging over Bluetooth and Nostr. BitChat is a decentralized public domain messaging app with no accounts, phone numbers, or servers. It runs on a local Bluetooth mesh for offline chat and the Nostr protocol for global reach, choosing the best transport automatically.

        03:38 Private messages use end-to-end encryption and it's a native iOS and macOS app. Build it and message off-grid. Project number seven, Box3D, open source 3D physics engine for games. Box3D is an open-source 3D physics engine for games written in portable C17. It simulates rigid bodies with continuous collision detection, convex hulls, capsules, spheres, and meshes, plus many joint types with limits, motors, and springs.

        04:06 It uses multi-threading and SIMD for large piles of bodies, builds with CMake on Windows, Linux, and macOS, and has no dependencies. Link it and start simulating. Project number eight, Mon Awesome LLM Apps, ready to run templates for AI agents and RAG. Awesome LLM Apps is an open-source collection of ready to run templates for building AI agents and RAG applications.

        04:30 Each self-contained project ships full source code across categories like multi-agent teams, voice agents, MCP agents, and memory. They're provider-agnostic and mostly Python. Fork a template and build on it. Project number nine, Impeccable, design guidance that sharpens AI coding agents. Impeccable is an open-source design skill that makes AI coding agents better at front-end design.

        04:54 It installs into Claude Code, Cursor, Gemini CLI, Codex, and Copilot, giving your agent design commands like polish and audit. A standalone CLI and browser extension run 46 deterministic rules that catch common AI design tells. Install it and sharpen your interfaces. Project number 10, Shuol, fully local macOS meeting recorder and transcriber. Shuol is a minimal fully local macOS meeting recorder and transcriber.

        05:22 One menu bar click records your mic and system audio as two separate tracks. On stop, it transcribes both on device into a speaker-tagged transcript. Nothing leaves your machine. It's a single Swift binary using Core Audio and Parakeet. Build it and record your next meeting. Project number 11, Unsloth Zoo, shared utilities powering the Unsloth training library.

        05:45 Unsloth Zoo is an open-source Python package of shared utilities for Unsloth, which fine-tunes and trains large language models faster with less V RAM. It supports full fine-tuning, Laura, 4-bit, 8-bit, and reinforcement learning like DPO and GRPO across many model families. It installs with pip alongside Unsloth and works with hugging face TRL. Install it and fine-tune your model.

        06:11 Project number 12, Mole. Clean, uninstall, and monitor your Mac from the terminal. Mole is a free open-source command-line tool that cleans, uninstalls, analyzes, optimizes, and monitors your Mac. In one binary, it removes caches and app leftovers, wipes hidden remnants of uninstalled apps, visualizes disk usage, purges build artifacts, and shows live CPU, memory, and disk stats.

        06:36 Dry run previews keep it safe. Install it with Homebrew and reclaim space. Project number 13, Hubble.md. Free markdown notepad shared with your agents. Hubble is a free open-source note-taking app for you and your agents backed by markdown and HTML. It offers a familiar notion-style writing experience with slash commands, markdown shortcuts, and front matter, and point your agent at your notes folder to collaborate as it live reloads.

        07:05 With skills, agents build HTML views like tables or maps. Download it and start writing. Project number 14, Native SDK. Toolkit for building native desktop apps. Native SDK is an open-source toolkit for building native desktop apps without a browser or web view. Views are declarative markup in dist native files. Logic is plain Zig, and its own engine draws every pixel into real OS windows.

        07:30 Every app embeds an automation server, so agents can drive it. Install the CLI and native init your first app. Project number 15, Dokku. Docker-powered self-hosted PaaS for your apps. Dokku is an open-source Docker-powered PaaS that helps you build and manage the life cycle of applications on your own server. It's a small self-hosted Heroku alternative.

        07:54 You get push your app and Dokku builds it with build packs or Dockerfile and runs it. Install it on a fresh Ubuntu or Debian VM and deploy your app. Project number 16, Decimin Optical Transfer. Fountain-coded QR file transfer over light. Decimin Optical Transfer is an open-source browser-based tool that sends a file between two devices using only a screen and a camera.

        08:16 One page streams the file as animated fountain-coded QR codes. Another device films them and reconstructs the file with no network, pairing, or app. Run the dev server and transfer over light. Project number 17, Open Slides. Offline desktop app for animated code presentations. Open Slides is a free, open-source offline desktop app for turning code into polished animated slides.

        08:43 You add code to slides, pick lines to explain, and it builds stepped highlights with smooth magic move transitions, syntax themes, and autoplay. Everything stays on your machine. Built with Tauri, Rust, and React for macOS and Windows. Download it and present your code. Project number 18, World Model Optimizer. Improve models from your agent traces continuously.

        09:05 World Model Optimizer, Klim and Aly Ami, is a command-line tool that turns agent traces you already collect into continuously improving models. You register providers, tune a routing policy on your hotel traces, then serve an endpoint that keeps improving through world model simulations, harness optimization, and distillation. Install it with pip and build your endpoint.

        09:28 Project number 19, Find Disk Killer. Native macOS monitor showing what uses your disk. Find Disk Killer is an open-source native macOS app that shows which applications keep your disk busy. It tracks per app CPU, disk IO, network, and file activity. Lets you trace a folder's reads and writes, and reports smart and NVMe drive health. Everything runs locally with no telemetry.

        09:53 Install it and find your disk killer. Project number 20, Raytell context engineering platform that selects agent tools. Raytell is an in-process context engineering platform that decides what enters an AI agent's context window each turn. Its first job is tool selection. Register tools or ingest an MCP server, and the model sees only the handful that matter.

        10:16 Retrieved by BM25 with no vector database or embeddings. It ships a rust core, TypeScript SDK, MCP server, and CLI. Install it and trim your agent's context. Thanks for watching. See you in the next update.