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

ManuAGI - AutoGPT Tutorials · 14 days ago · Science & Technology · 10:34 · EN-US

🧠 AI Summary

This weekly update presents 20 open-source GitHub projects spanning AI agent skills, local Mac utilities, self-hosted platforms, developer tools, GIS, messaging, physics, presentations, and model optimization. The projects emphasize local-first workflows, agent integration, self-hosting, offline operation, and developer productivity.

🔑 Key Points

  • OpenWork shares AI workflows across macOS, Windows, and Linux by connecting one MCP to Codex, Claude Code, Cursor, or another compatible agent.
  • The last30days agent skill researches topics across Reddit, X, HN, Polymarket, GitHub, and more, then produces a grounded cited brief.
  • Kaneo is a simple self-hosted project management tool using React, TypeScript, Hono, and Postgres, deployable with its CLI, Docker Compose, or a Helm chart on Kubernetes.
  • bitchat provides decentralized messaging without accounts, phone numbers, or servers, using Bluetooth mesh for offline chat and Nostr for global reach.
  • Box3D is a dependency-free portable C17 physics engine with continuous collision detection, multi-threading, and SIMD.
  • Impeccable improves AI coding agents' front-end design using commands such as polish and audit, plus 46 deterministic rules.
  • Mole is a local Mac command-line utility for cleaning, uninstalling, analyzing, optimizing, and monitoring a Mac, with dry-run previews.
  • Dokku is a Docker-powered self-hosted PaaS and small Heroku alternative that builds and runs applications from buildpacks or Dockerfiles.

✅ Actionable items

  • Add the OpenWork MCP to Codex, Claude Code, Cursor, or another compatible agent to reuse skills, MCPs, and connected services.
  • Use last30days to research a topic across Reddit, X, HN, Polymarket, GitHub, and other sources.
  • Deploy Kaneo on your own server with its CLI, Docker Compose, or a Helm chart on Kubernetes.
  • Point book-to-skill at a book, folder, or document set and query the resulting on-demand agent skill.
  • Use GeoLibre to load and style GeoParquet, GeoPackage, and shapefile layers and save GIS projects.
  • Use Mole's dry-run previews before cleaning a Mac, then remove caches, app leftovers, and build artifacts.
  • Install Dokku on a fresh Ubuntu or Debian VM and deploy applications with buildpacks or a Dockerfile.
  • Use Decimen Optical Transfer by displaying animated fountain-coded QR codes on one device and filming them with another.

💡 Business ideas

OpenWork: a cross-platform desktop app for sharing AI workflows00:57

A free, open-source desktop app that lets people share and reuse skills, MCPs, and connected services across AI agents, teammates, and machines.

For
Developers and teams using AI coding agents across macOS, Windows, and Linux.
Solves
AI workflows, skills, MCPs, and connected services otherwise have to be configured separately across tools, teammates, and machines.
    Soon you can unlock the full business plan.

    Behind this: 5 build steps · 4 tools and how each is used · how to validate demand · 3 things the video never answers.

    Inquire for details

    Soon you can unlock the full business plan.

    Inquire for details

    Last30days: an AI research skill for recent community and market intelligence01:25

    An open-source agent skill that researches a topic across Reddit, X, Hacker News, Polymarket, GitHub, and other sources, scores results by real engagement, and produces one cited brief.

    For
    People who need grounded research on recent discussions and activity across online platforms.
    Solves
    Research is fragmented across multiple platforms and requires synthesizing recent, engaged, cited information.
      Soon you can unlock the full business plan.

      Behind this: 6 build steps · 8 tools and how each is used · how to validate demand · 3 things the video never answers.

      Inquire for details

      Soon you can unlock the full business plan.

      Inquire for details

      Kaneo: simple self-hosted project management for teams01:56

      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.
        Soon you can unlock the full business plan.

        Behind this: 6 build steps · 6 tools and how each is used · how to validate demand · 3 things the video never answers.

        Inquire for details

        Soon you can unlock the full business plan.

        Inquire for details

        Book-to-Skill: convert technical books and document collections into agent knowledge skills02:22

        An open-source agent skill that turns a book, folder, or document set into a structured on-demand skill by extracting frameworks, patterns, and chapter-level files locally.

        For
        People who want AI agents to answer questions from specific books or private document collections.
        Solves
        Agents may not have structured, local access to the source material needed for reliable answers.
          Soon you can unlock the full business plan.

          Behind this: 7 build steps · 3 tools and how each is used · how to validate demand · 3 things the video never answers.

          Inquire for details

          Soon you can unlock the full business plan.

          Inquire for details

          GeoLibre: a lightweight cloud-native desktop GIS02:48

          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.
            Soon you can unlock the full business plan.

            Behind this: 8 build steps · 5 tools and how each is used · how to validate demand · 3 things the video never answers.

            Inquire for details

            Soon you can unlock the full business plan.

            Inquire for details

            bitchat: off-grid peer-to-peer messaging03:21

            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.
              Soon you can unlock the full business plan.

              Behind this: 7 build steps · 4 tools and how each is used · how to validate demand · 3 things the video never answers.

              Inquire for details

              Soon you can unlock the full business plan.

              Inquire for details

              Box3D: a portable dependency-free 3D physics engine03:47

              An open-source C17 engine for game physics, including rigid bodies, continuous collision detection, multiple collision shapes, joints, multithreading, and SIMD.

              For
              Game developers who need a portable 3D physics engine.
              Solves
              Game developers need physics simulation without adopting a large dependency-heavy engine.
                Soon you can unlock the full business plan.

                Behind this: 9 build steps · 5 tools and how each is used · how to validate demand · 3 things the video never answers.

                Inquire for details

                Soon you can unlock the full business plan.

                Inquire for details

                Awesome LLM Apps: ready-to-run templates for AI agents and RAG04:20

                An open-source collection of self-contained, provider-agnostic projects for building multi-agent teams, voice agents, MCP agents, memory systems, and RAG applications.

                For
                Developers building AI agents and retrieval-augmented-generation applications.
                Solves
                Developers need working starting points instead of creating every AI-agent or RAG application component from scratch.
                • Multi-agent team templates
                Soon you can unlock the full business plan.

                Behind this: 6 build steps · 2 tools and how each is used · how to validate demand · 3 more real examples · 3 things the video never answers.

                Inquire for details

                Soon you can unlock the full business plan.

                Inquire for details

                Impeccable: design guidance for AI coding agents04:44

                An open-source design skill that improves AI coding agents' front-end design through commands such as polish and audit, with a standalone CLI and browser extension implementing 46 deterministic rules.

                For
                Developers using AI coding agents to create front-end interfaces.
                Solves
                AI-generated interfaces can contain recurring design problems that need systematic review and refinement.
                  Soon you can unlock the full business plan.

                  Behind this: 6 build steps · 5 tools and how each is used · how to validate demand · 3 things the video never answers.

                  Inquire for details

                  Soon you can unlock the full business plan.

                  Inquire for details

                  quill: a fully local macOS meeting recorder and transcriber05:15

                  A minimal macOS menu-bar application that records microphone and system audio as separate tracks and transcribes both on-device into a speaker-tagged transcript.

                  For
                  Mac users who need meeting recordings and transcripts without sending audio off-device.
                  Solves
                  Meeting transcription often requires uploading sensitive audio to an external service.
                    Soon you can unlock the full business plan.

                    Behind this: 7 build steps · 4 tools and how each is used · how to validate demand · 3 things the video never answers.

                    Inquire for details

                    Soon you can unlock the full business plan.

                    Inquire for details

                    Unsloth Zoo: shared utilities for faster local LLM training05:40

                    An open-source Python package of shared utilities for Unsloth that supports full fine-tuning, LoRA, 4-bit and 8-bit training, and reinforcement learning methods including DPO and GRPO.

                    For
                    Developers and researchers fine-tuning or training large language models.
                    Solves
                    LLM training can require substantial VRAM and specialized training utilities.
                      Soon you can unlock the full business plan.

                      Behind this: 6 build steps · 4 tools and how each is used · how to validate demand · 3 things the video never answers.

                      Inquire for details

                      Soon you can unlock the full business plan.

                      Inquire for details

                      Mole: terminal-based Mac cleaning, optimization, and monitoring06:12

                      A free, open-source command-line tool that cleans, uninstalls, analyzes, optimizes, and monitors a Mac from one binary.

                      For
                      Mac users who want to reclaim disk space and inspect system activity from the terminal.
                      Solves
                      Caches, application remnants, build artifacts, and system activity can consume disk space or remain difficult to inspect.
                        Soon you can unlock the full business plan.

                        Behind this: 9 build steps · 2 tools and how each is used · how to validate demand · 3 things the video never answers.

                        Inquire for details

                        Soon you can unlock the full business plan.

                        Inquire for details

                        Hubble.md: a markdown workspace shared with AI agents06:43

                        A free, open-source note-taking application backed by Markdown and HTML that lets agents collaborate with users through a notes folder and live reloads.

                        For
                        People who want to maintain notes while allowing AI agents to read and generate structured views.
                        Solves
                        Notes and agent-generated outputs are often separated across different systems and formats.
                        • HTML table views generated by agents
                        Soon you can unlock the full business plan.

                        Behind this: 7 build steps · 3 tools and how each is used · how to validate demand · 1 more real example · 3 things the video never answers.

                        Inquire for details

                        Soon you can unlock the full business plan.

                        Inquire for details

                        Native SDK: a toolkit for agent-driven native desktop applications07:13

                        An open-source toolkit for building desktop applications without a browser or web view, using declarative native markup, Zig logic, and an engine that draws every pixel into real OS windows.

                        For
                        Developers building native desktop applications that need AI-agent automation.
                        Solves
                        Developers may want native desktop applications without embedding a browser or web view, while still allowing agents to drive the applications.
                          Soon you can unlock the full business plan.

                          Behind this: 8 build steps · 3 tools and how each is used · how to validate demand · 3 things the video never answers.

                          Inquire for details

                          Soon you can unlock the full business plan.

                          Inquire for details

                          Dokku: a self-hosted Docker-powered application platform07:40

                          An open-source, self-hosted Heroku alternative that lets developers push applications to their own server, build them with buildpacks or a Dockerfile, and run them.

                          For
                          Developers who want a simple platform-as-a-service workflow on their own server.
                          Solves
                          Developers need application deployment and lifecycle management without relying on a hosted PaaS.
                            Soon you can unlock the full business plan.

                            Behind this: 7 build steps · 5 tools and how each is used · how to validate demand · 3 things the video never answers.

                            Inquire for details

                            Soon you can unlock the full business plan.

                            Inquire for details

                            Decimen Optical Transfer: offline file transfer through animated QR codes08:04

                            An open-source browser-based tool that transfers files between two devices using only one device's screen and another device's camera, without a network, pairing, or app.

                            For
                            People who need to move files between devices without using a network or installing an application.
                            Solves
                            Devices may need to exchange files when network connectivity, pairing, or app installation is unavailable.
                              Soon you can unlock the full business plan.

                              Behind this: 7 build steps · 3 tools and how each is used · how to validate demand · 3 things the video never answers.

                              Inquire for details

                              Soon you can unlock the full business plan.

                              Inquire for details

                              OpenSlides: offline animated code presentations08:30

                              A free, open-source desktop application that turns code into polished animated slides with stepped highlights, smooth Magic Move transitions, syntax themes, and autoplay.

                              For
                              Developers and technical presenters who want to present source code as animated slides offline.
                              Solves
                              Static code presentations can be difficult to follow and may require online presentation software.
                                Soon you can unlock the full business plan.

                                Behind this: 9 build steps · 5 tools and how each is used · how to validate demand · 3 things the video never answers.

                                Inquire for details

                                Soon you can unlock the full business plan.

                                Inquire for details

                                World Model Optimizer: continuously improve models from agent traces09:00

                                A command-line tool that uses collected agent traces to tune routing policies and improve served models through world-model simulations, harness optimization, and distillation.

                                For
                                Teams operating AI agents that already collect execution traces and want to improve their models continuously.
                                Solves
                                Agent traces can be collected without being converted into an ongoing model-improvement process.
                                  Soon you can unlock the full business plan.

                                  Behind this: 8 build steps · 3 tools and how each is used · how to validate demand · 3 things the video never answers.

                                  Inquire for details

                                  Soon you can unlock the full business plan.

                                  Inquire for details

                                  FindDiskKiller: local macOS application and disk-activity monitor09:30

                                  An open-source native macOS app that identifies which applications keep a disk busy by tracking per-application CPU, disk I/O, network, and file activity, while also reporting drive health.

                                  For
                                  Mac users troubleshooting disk activity, storage usage, or drive health.
                                  Solves
                                  Users may not know which applications are causing disk, CPU, network, or file activity.
                                    Soon you can unlock the full business plan.

                                    Behind this: 8 build steps · 3 tools and how each is used · how to validate demand · 3 things the video never answers.

                                    Inquire for details

                                    Soon you can unlock the full business plan.

                                    Inquire for details

                                    Ratel: context engineering and tool selection for AI agents09:57

                                    An in-process context engineering platform that selects which tools enter an AI agent's context window each turn, using BM25 retrieval without a vector database or embeddings.

                                    For
                                    Developers operating AI agents with many tools or MCP servers.
                                    Solves
                                    Showing every available tool to an agent can overload its context window and obscure the tools relevant to the current turn.
                                      Soon you can unlock the full business plan.

                                      Behind this: 8 build steps · 4 tools and how each is used · how to validate demand · 3 things the video never answers.

                                      Inquire for details

                                      Soon you can unlock the full business plan.

                                      Inquire for details

                                      🤖 AI in practice

                                      Used for

                                      Share reusable AI workflows, skills, MCPs, and connected services across agents, teammates, and machines. 00:57
                                      Research a topic across Reddit, X, HN, Polymarket, GitHub, and other sources, then produce a grounded cited brief. 01:28
                                      Turn a technical book, folder, or document set into an on-demand skill that an AI agent can query. 02:22
                                      Build AI agents and retrieval-augmented generation applications from ready-to-run templates. 04:20
                                      Improve the front-end design produced by AI coding agents. 04:44
                                      Fine-tune and train large language models with reduced VRAM usage. 05:40
                                      Collaborate with AI agents through a shared markdown and HTML notes folder. 06:44
                                      Let AI agents drive native desktop applications. 07:13
                                      Continuously improve models using traces collected from agent runs. 09:00
                                      Select which tools an AI agent should receive in its context window on each turn. 09:57

                                      Agents

                                      • /last30days — Research a topic across multiple online communities and sources and synthesize a cited brief about the last 30 days. 2 held 01:28

                                      Advice

                                      • Add OpenWork's MCP to the AI coding agents you use and share a workflow across your tools, teammates, and machines. for Developers and teams using multiple AI coding agents.
                                        This reuses the same skills, MCPs, and connected services across compatible agents.
                                      • Install /last30days and use it to research the last 30 days of discussion around a topic. for Developers and researchers.
                                        It searches multiple sources, scores results by engagement, and produces a grounded cited brief.
                                      • Point book-to-skill at a technical book or document set and query it through your agent. for Developers who want agents to answer from technical reference material.
                                        The source is converted into a structured skill with locally stored chapter files.
                                      • Fork an Awesome LLM Apps template when starting an AI agent or RAG project. for AI application developers.
                                        The collection provides self-contained projects with full source code.
                                      • Install Impeccable into your AI coding agent and run its design commands, such as polish and audit. for Developers using AI coding agents for front-end work.
                                        Its 46 deterministic rules catch common AI design issues.
                                      • Install Unsloth Zoo alongside Unsloth when fine-tuning a language model. for Machine-learning developers.
                                        It supplies shared utilities for faster training with less VRAM and supports several fine-tuning and reinforcement-learning methods.
                                      • Point Hubble.md and an agent at the same notes folder to collaborate on markdown notes and generated views. for Individuals and teams working with AI agents.
                                        The app live-reloads the folder and agents can build HTML tables or maps with skills.
                                      • Use Native SDK's embedded automation server when building a native desktop app that agents need to control. for Developers building agent-driven desktop applications.
                                        Every app built with the toolkit includes an automation server.
                                      • Feed existing agent traces into World Model Optimizer and serve the resulting endpoint. for Developers operating AI agents and model endpoints.
                                        The system uses simulations, harness optimization, and distillation to keep improving the model.
                                      • Register only the relevant tools or ingest an MCP server through Ratel before each agent turn. for Developers managing AI-agent context windows.
                                        BM25 retrieval exposes only the handful of tools that matter without embeddings or a vector database.

                                      🧰 Tools & AI usage

                                      AI is used for

                                      • Sharing and reusing AI workflows, skills, MCPs, and connected services — Use the same workflows across agents, tools, teammates, and machines.00:57
                                      • Researching topics across online sources — Produce a grounded cited brief based on recent engagement.01:26
                                      • Turning books and document sets into agent skills — Let agents answer from locally extracted frameworks, patterns, and chapter content.02:22
                                      • Providing front-end design guidance — Improve AI coding agents' interface design using commands and deterministic rules.04:44
                                      • Building AI agents and RAG applications — Provide ready-to-run, provider-agnostic templates for multi-agent teams, voice agents, MCP agents, and memory.04:20
                                      • Fine-tuning and training large language models — Support full fine-tuning, LoRA, 4-bit, 8-bit, DPO, and GRPO across model families.05:40
                                      • Selecting tools for an AI agent context window — Expose only the handful of registered or MCP-provided tools that matter for each turn.09:57
                                      • Improving models from agent traces — Use routing policies, world model simulations, harness optimization, and distillation to continuously improve an endpoint.09:00

                                      🔗 Links mentioned

                                      📄 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.