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Trending Open-Source GitHub Projects : Ruflo, Strata, Flutter, Kinetograph & Kensaku #306 Transcript, AI Summary & Key Points

ManuAGI - AutoGPT Tutorials · 10 days ago · Science & Technology · 14:21 · EN-US

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AI Summary

A weekly roundup of twenty trending open-source GitHub projects, covering agent orchestration, local AI inference, offline utilities and developer tools. OpenBot is CopilotKit's self-hosted personal computer agent speaking the AGUI protocol with MCP tool integration and a policy/audit layer. Lever is a GitHub Copilot plugin that turns vague complaints into measurable feedback loops via loop cards with verbs like brief, refactor, shepherd and automate. TradingAgents is a multi-agent LLM framework simulating a trading firm with market, news, sentiment and fundamentals analysts plus bullish/bearish researchers, built on LangGraph. Ruflo orchestrates swarms of specialized agents for Claude Code with self-learning memory, federated communication, vector RAG and enterprise policy controls. Text-to-CAD is a library of agent skills writing parametric CAD in Python (Build 123D on Open Cascades) exporting STEP, STL, 3MF, GB and DXF. Flutter is Google's UI toolkit for mobile, web, desktop and embedded from one Dart codebase. Android skills is Google's collection of AI-optimized skill.md files for Android development. FreeLLMAPI stacks free tiers of 34 LLM providers and 635 endpoints behind one OpenAI-compatible endpoint with AES256GCM-encrypted keys. Strata runs large mixture-of-experts models (QN 3.8 8 flash next, Deepseek v4.1 flash) on consumer PCs by keeping hot experts in memory and streaming the rest from SSD. NVIDIA Spark Local Inference is a Rust inference server for DGX Spark SM120/SM121 GPUs running models like QN3.8-Next and GLM 5.3 Flash. OpenDuet is a self-hostable proactive AI co-worker with human-in-the-loop approvals. Calendar app design is a pixel-faithful Figma prototype of an HR time-off calendar built with Next.js, React, TypeScript, Tailwind and shadcn/ui. MiniCPM-OCR reads text, tables, formulas, charts and seals in Chinese and English, with a 2B companion scoring correctness 0–1. Survival LM is an offline desktop assistant answering from about 1.5 million bundled articles. Bygga walks through IKEA furniture assembly in interactive 3D with text-to-speech, turning scanned manuals into guides via Together AI. Kensaku is a local-first file launcher with OCR and hybrid keyword/semantic search exposing a read-only MCP backend for agents. Kinetograph is a programmatic video engine rendering TypeScript/Remotion and HTML with a native Rust GPU compositor, no browser, speaking MCP. LinuxRunner runs ARM64 Linux user space and desktops like KDE Plasma on iPhone/iPad with no jailbreak via a custom interpreter and compatibility layer. AARE is a phone-side re-implementation of Android Auto that works with open-source and some factory head units but not Google's. LightPost is a self-hosted dashboard for posting to all social accounts from one place, storing data in a single SQLite file.

Key Points

  • OpenBot — CopilotKit's open-source personal computer agent runs browser, terminal and files in one, speaks the AGUI protocol with human-in-the-loop approvals, plugs into tools over MCP, and includes a policy and audit layer with bring-your-own-model.
  • Lever — a GitHub Copilot plugin that gives coding agents a defined feedback loop via loop cards; verbs brief, refactor, shepherd and automate cover building, measuring and unattended work, with an autonomy dial from proposing changes to merging and releasing.
  • TradingAgents — a multi-agent LLM framework from Tauric Research modeling a trading firm: market, news, sentiment and fundamentals analysts plus bullish and bearish researchers debate, and a trader and risk manager decide; built on LangGraph, works with OpenAI, Claude and Gemini, supports backtesting, research only not financial advice.
  • Ruflo — a multi-agent orchestration harness for Claude Code deploying swarms across machines, teams and trust boundaries, with self-learning memory, federated communication, vector RAG, a CLI for swarms/agents/memory, and a policy layer capping spend and concurrency and auditing decisions.
  • Text-to-CAD — agent skills that write and edit parametric CAD in Python on Build 123D / Open Cascades, exporting STEP, STL, 3MF, GB and DXF with a browser viewer, plus skills for robot descriptions, inverse kinematics and implicit CAD; installs into Claude Code or Codex.
  • Flutter — Google's open-source UI toolkit building mobile, web, desktop and embedded apps from one Dart codebase, rendering its own pixels, with stateful hot reload, Material and Cupertino widget sets, and native code interop.
  • Android skills — Google's open-source collection of AI-optimized skill.md files following the open agent skills standard, grounding agents in developer.android.com best practices for tasks like migrating XML layouts to Compose, upgrading the Gradle plugin and building for Wear OS; installs via Android CLI, Android Studio or a Claude Code/Codex plugin.
  • FreeLLMAPI — an OpenAI-compatible proxy stacking free tiers of 34 LLM providers and 635 endpoints (billions of tokens monthly) behind one endpoint, with automatic routing and failover, AES256GCM-encrypted provider keys in SQLite, and launchers keeping credentials out of Claude Code and Codex configs.

AI in practice

Used for

Agents

  • TradingAgents — Simulate a trading firm to research markets and reach a trading decision. 2 held
  • ruflo — Orchestrate swarms of specialized Claude Code agents across machines, teams, and trust boundaries. 2 held 03:11

Tools & resources

18 items

ANo. 6910
AIAINotes.us Tool

AARE

Open source · prototux/AARE

AARE is an open-source Android application that reimplements the phone side of Android Auto without Google Play Services. It communicates with a car head unit using Android Auto's projection protocol, renders the car interface on the phone, and hosts AndroidX Car App Library navigation apps, media services, messaging notifications, voice assistants, phone-screen mirroring, sensors, audio, and instrument-cluster output. It supports USB and wireless connections, includes a desktop head unit for testing, and can use screen capture, Shizuku, or a privileged installation for phone audio routing. The project is early software with limited real-car testing and certificate-compatibility constraints; it is distributed as an APK and desktop head unit under the GPL-3.0-or-later license.

Mentioned in
2 videos
Kind
Other
BNo. 7165
AIAINotes.us Tool

bygga

Open source · Nutlope/bygga

bygga is a free, open-source web app for assembling IKEA products through animated, manual-style 3D guides. Users enter an IKEA product name or article number, follow each step in an interactive line-art view, and hear prerecorded voice instructions; opened guides can also work offline through a service worker. Its parametric plan generator produces guides from IKEA's public listings, while the app uses Together AI for drafts for unsupported products, photo lookup, help chat with drawings of the relevant panel or fitting, and Whisper-based voice commands such as “next.” The repository documents a catalog of 1,171 IKEA products across UK and US ranges, an A4 print view, share cards, automated catalog and voice tests, and an MIT license. Bygga is not affiliated with IKEA.

Mentioned in
3 videos
Kind
Other
FNo. 7161
AIAINotes.us AI product

Flare (NVIDIA Spark Local Inference)

Open source · NVIDIA/spark-local-inference

Flare is NVIDIA's open-source local inference server for SM120 and SM121 GPUs, including workstation and compact systems such as DGX Spark. It targets long conversations, coding agents, and repeated tool use, and is distributed as a Docker image and Debian package. Its Ignition preparation stage uses PyTorch, Transformers, and FlashInfer/b12x to load models, tune kernels, compile forward passes, and capture CUDA graphs into a runtime package. The Helios Rust runtime then serves that package without Python; it manages scheduling, cache storage, request handling, planned execution buffers, and conversation state including recurrent state and KV caches. Model recipes retain responsibility for model computation, while the shared runtime handles serving concerns. The repository describes Flare as a research prototype licensed under Apache 2.0. It supports a focused set of models and hardware rather than the broader deployment coverage of systems such as vLLM, and is intended as a specialized local-serving option when its hardware and model coverage fit the machine.

Mentioned in
2 videos
Kind
AI
FNo. 4868
AIAINotes.us Tool

Flutter

Open source · flutter/flutter

Flutter is Google's open-source SDK for building mobile, web, and desktop applications from a single Dart codebase. It provides a layered UI framework with reusable widgets, including platform-oriented Cupertino and Material components, and supports custom visual components. Stateful hot reload lets developers view code changes without restarting the application or losing its state. Dart code can compile to native ARM machine code for mobile, JavaScript or WebAssembly for the web, and Intel x64 or ARM targets for desktop platforms including Windows, macOS, and Linux. Flutter is free and open source and supports integration with native code through FFI and platform-specific APIs.

Mentioned in
2 videos
Kind
Other
FNo. 2917
AIAINotes.us AI product

FreeLLMAPI

Open source · tashfeenahmed/freellmapi

FreeLLMAPI is an open-source proxy that aggregates free tiers from multiple LLM providers behind a single OpenAI-compatible `/v1` endpoint. It can also connect custom OpenAI-compatible chat, embedding, image, and audio endpoints, including local servers and remote gateways. Its router selects an available model, fails over when a provider is rate-limited, stores provider keys encrypted, and tracks per-key usage against free-tier limits. The router refreshes its model catalog from a signed feed; free installations receive periodic snapshots, while the hosted premium offering provides the live catalog. The project is intended for personal experimentation and is available as a self-hosted install with a hosted service at freellmapi.co.

Mentioned in
6 videos
Kind
AI
KNo. 7168
AIAINotes.us Tool

Kargul Calender Design Prototype

Open source · kargulstudio/calender-app-design

Kargul Calender Design Prototype is an open-source frontend prototype of Kargul Workspace, a people-ops workspace based on a Figma calendar design. Its default Time off page reproduces the design and provides leave requests, working-day and holiday calculations, balances, request management, and a manager approval preview. The calendar supports week, day, and month views, event creation and movement by dragging, resizing, overlapping-event layout, public holidays, and a live now-line. The application runs entirely in the browser without a backend. Zustand persists data to localStorage, and the interface uses Next.js, React, TypeScript, Tailwind CSS, shadcn/ui, and related client-side components for dark mode, notifications, search, and dialogs. It also includes dashboard, analytics, documents, time tracking, benefits, invoice, withdrawal-methods, and settings pages. The repository is released under the MIT license.

Mentioned in
1 video
Kind
Other
KNo. 7166
AIAINotes.us Tool

Kensaku

Open source · yjid/kensaku

Kensaku is a free, MIT-licensed, local-first desktop file launcher for Windows, macOS, and Linux. It searches filenames, full text in documents and code, OCR text from images and screenshots, fuzzy matches, and semantic meaning; it also supports natural-language time queries and filters. An incremental index tracks file changes, and results can be previewed or opened from a keyboard-driven launcher interface. Kensaku includes the `kensaku-cli` command-line tool and exposes its local index to compatible AI agents through a read-only MCP interface or a loopback HTTP server. It performs indexing and search on the user's machine without an account, telemetry, or cloud search, and supports PDF, DOCX, PPTX, XLSX, EPUB, office formats, plain text, code, logs, and CJK text. OCR uses PP-OCRv6 by default, with optional Indra and Tesseract engines.

Mentioned in
1 video
Kind
Other
KNo. 7167
AIAINotes.us AI product

Kinetograph

Open source · 0xS4N4TG/kinetograph

Kinetograph is an open-source programmatic video engine for rendering code-defined videos, including TypeScript/Remotion projects, HTML pages, and HyperFrames projects. Node runs the project while a Rust native addon uses a GPU compositor to render frames without a browser; the engine supports CSS, SVG, Canvas 2D, WebGL shaders, Web Audio, video decoding and encoding, fonts, GSAP timelines, 3D scenes, Lottie, and libraries such as D3, Recharts, and Motion. Existing Remotion imports can resolve to Kinetograph's implementation, while HTML and HyperFrames pages can be rendered directly with commands such as `kinetograph render`. The package provides still-frame, strip, inspection, linting, diagnostic, studio, and video-rendering commands. Its local studio previews the engine's output, provides a timeline and layer inspector, and can send selected layers or time ranges to coding agents through the Agent Client Protocol; the CLI also exposes its commands through an MCP server. The project uses a native DOM and compositor stack built with Rust components including wgpu, Skia, Stylo, taffy, Parley, usvg, FFmpeg, and naga. Kinetograph is marked beta, and its APIs may change. It requires Node 22 or later and a supported GPU for native rendering. It is licensed under the PolyForm Small Business License 1.0.0; the repository says it is free for individuals, non-profits, and companies below its stated size and revenue thresholds, while larger companies require a commercial license.

Mentioned in
1 video
Kind
AI
LNo. 7160
AIAINotes.us AI product

lever

Open source · github/lever

lever is a GitHub Copilot plugin for building feedback loops, delegating coding work, and turning repeatable tasks into automations. Its `loop` skill creates a Loop Card specifying a metric, how to measure it, measurement noise, and what counts as a win; agents can then iterate against that card. Other skills support briefing and parallel delivery, large refactors, PR shepherding, multi-model review, status tracking, and automating recurring chores. An autonomy dial from L0 to L5 controls whether agents only propose changes or may merge, release, and monitor work, while spend settings control model tier, parallelism, review depth, and run frequency. Work is tracked through GitHub issues, and automations start paused and dry-run against past events before activation. The repository is MIT-licensed and describes the project as early-stage.

Mentioned in
1 video
Kind
AI
LNo. 7169
AIAINotes.us Tool

LightPost

Open source · brainstormity/LightPost

LightPost is a self-hosted social media scheduler for publishing or scheduling posts from one dashboard. It connects multiple accounts, supports drafts, per-account text and image selection, previews, alt text, delivery tracking, retries, persistent queues, and YouTube MP4 uploads; supported destinations include Bluesky, Mastodon, X, Instagram, Threads, Discord, LinkedIn, Telegram, Facebook Pages, and YouTube, while TikTok, Pinterest, and Google Business Profile are under development. The application runs as one Python process with SQLite and a plain HTML/CSS/JavaScript interface, with no external database, frontend bundler, or AI dependency. It stores encrypted credentials and workspace data locally, can run on Linux or macOS, and includes an optional systemd service for Linux. It is licensed under MIT; platform API fees, permissions, credential expiry, account eligibility, and platform-specific media limits still apply.

Mentioned in
1 video
Kind
Other
LNo. 6919
AIAINotes.us Tool

LinuxRunner

Open source · mxhm11cr/LinuxRunner

LinuxRunner is an open-source iOS and iPadOS application for running ARM64 Linux userspace, terminal programs, and desktop applications on iPhone and iPad. It supports Debian GNU/Linux ARM64, Arch Linux ARM, and Alpine Linux ARM64, with package managers, Linux accounts, X11 desktop sessions, graphical applications, touch and hardware-keyboard input, and optional file and network integration. Its executable loader maps ARM64 Linux ELF programs and libraries, while a custom interpreter executes supported guest instructions through precompiled host routines. A Linux compatibility layer implements system calls, processes, threads, signals, memory mappings, filesystem metadata, and Linux sockets through platform networking APIs. X11 applications use Xvfb and x11vnc with a native desktop viewer; Mesa provides software OpenGL and an experimental Metal bridge supports selected rendering paths. LinuxRunner uses userspace compatibility rather than a virtual machine or hardware virtualization, does not boot a Linux kernel, and does not require JIT in the release build. The application is distributed as an IPA for compatible sideloading methods and does not require a jailbreak. It supports ARM64 devices with iOS or iPadOS 15.0 deployment targets, although practical workloads depend on available memory and storage. x86 and x86-64 applications, Linux kernel boot, Wayland sessions, systemd as init, kernel modules, and conventional Linux containers are unsupported; several desktop and graphics paths remain experimental. LinuxRunner is maintained by Leminos and is covered primarily by GPL-3.0, with upstream and third-party components retaining their stated licenses.

Mentioned in
2 videos
Kind
Other
MNo. 7163
AIAINotes.us AI product

MiniCPM-OCR

Open source · OpenBMB/MiniCPM-OCR

MiniCPM-OCR is an open-source family of AI models from OpenBMB for document parsing, OCR, and OCR-result quality assessment. MiniCPM-OCR 1.0 parses Chinese and English documents and PDFs, including scans, photographs, curved or skewed pages, and recaptured documents. It recognizes text, tables, formulas, charts, seals, and structured information, and can output parsed content as Markdown or JSON. MiniCPM-OCR Jev is a companion OCR correctness decision model. Given an image and its OCR result, it returns a score from 0 to 1 for text, formula, and table recognition, helping identify reliable results and regions that require review. The models support local deployment through vLLM, SGLang, llama.cpp, and Ollama, as well as a pip SDK, API, free hosted API, and online demos. The repository provides model weights, quantized variants, deployment and fine-tuning tutorials, and related skills; the project, documentation, code, and model weights are released under the Apache License 2.0.

Mentioned in
1 video
Kind
AI
ONo. 2379
AIAINotes.us AI product

OpenBot

Open source · CopilotKit/openbot

OpenBot is an open-source AI agent platform from CopilotKit that gives each agent its own computer with a browser, logins, files, tools, and a dedicated interaction channel. It runs in the user's infrastructure and accepts agents that speak the AG-UI protocol, including agents built with LangGraph, Mastra, CrewAI, Pydantic AI, Google ADK, or custom code. A single gateway mediates actions involving the computer, files, MCP servers, and UI components: it decides whether an action is permitted before execution and records it afterward. Agents can operate their own browser screen, hand control to a human for restricted actions, and return component-based responses. Docker Compose runs the application components and PostgreSQL, while the administrator supplies the model credentials; the repository describes the project as alpha software under active development.

TypeScript
Stars
★ 11,280
Forks
1,398
ONo. 7162
AIAINotes.us AI product

OpenDuet

Open source · CopilotKit/OpenDuet

OpenDuet is an open-source, self-hostable proactive AI-agent template maintained by CopilotKit. It provides a morning brief, triages mail, calendar and Slack items into what needs attention and what can wait, and continues tasks in an agent-owned computer with Chromium, files and a shell. It can create designs, dashboards, slides, documents and web pages, and is accessible through the web, Slack and Microsoft Teams. OpenDuet runs on CopilotKit's OpenBot platform. Agent tool calls pass through a policy gateway that records audit events and pauses configured actions—such as sending messages, making payments, signing documents or deleting data—for an Allow once, Always allow or Refuse decision. Masked login fields keep passwords out of the agent transcript, while CopilotKit Intelligence provides persistent threads and memory. The repository includes Gmail and Google Calendar support, governed MCP connectors, public-web research, scheduled routines, reusable skills and configurable agents, channels and models. It is intended to be copied and customized, requires a CopilotKit Intelligence project and a model provider, and is licensed under the MIT license.

Mentioned in
1 video
Kind
AI
SNo. 4929
AIAINotes.us AI product

Strata

Open source · Niko1221/Strata

Strata is a free, open-source local inference engine for running the 125-billion-parameter Qwen3.8-Flash-Next model on consumer Windows or Linux PCs. It distributes the model across the GPU, system RAM, processor, and, for some configurations, SSD storage; a mixture-of-experts design keeps frequently used experts on the graphics card while RAM and the processor handle the remainder, with speculative decoding to check batches of predicted tokens. It provides a browser chat interface, monitoring for model and hardware use, optional image input, and localhost APIs compatible with OpenAI, Anthropic, and OpenAI Responses clients for applications and coding agents. The installer selects an engine and model size based on available hardware, and the project supports NVIDIA and AMD graphics cards with at least 12 GB of VRAM, 32 GB or more of RAM, and Windows 10/11 or Linux. Strata is licensed under the MIT License; the included model and some components have separate licenses.

Mentioned in
2 videos
Kind
AI
SNo. 7164
AIAINotes.us AI product

Survival LLM

Open source · anonnerdfrenzy/survival-llm

Survival LLM is a free, open-source desktop AI assistant and offline knowledge library for macOS and Windows. It runs a local language model and searches an offline collection of medical, emergency, repair, survival, how-to and encyclopedia material, then answers with the passages and articles it used as sources. The library can contain about 1.5 million articles, including Wikipedia, iFixit, WikiMed, MedlinePlus, government guidance and practical reference material. The app uses Ollama for local model inference and an SQLite FTS5 index with BM25 ranking to search roughly 1,500-character passages. It provides tools for searching the library, reading articles and opening cited passages, and can index user-provided PDFs, Word documents, EPUBs, web pages and text files. It also supports editable instructions, locally stored memory notes and configurable reasoning and response-length limits. After setup, the models, library, user files and settings remain on the computer and the app is designed to work without an internet connection, although updates and initial downloads require internet access. The application code is licensed under MIT; library materials retain the licenses of their original sources.

Mentioned in
2 videos
Kind
AI
TNo. 1048
AIAINotes.us AI product

text-to-cad

Open source · earthtojake/text-to-cad

text-to-cad is a library of agent skills for creating, inspecting, sourcing, slicing, previewing, and handing off CAD, CAE, CAM, robotics, and hardware-design artifacts from local project files. Its skills generate and edit CAD models from plain-language or image requests, primarily producing STEP files with optional STL, 3MF, and GLB exports; preview local CAD and robot files in a browser; source off-the-shelf STEP parts; and create DXF drawings from Python sources or CAD geometry. Additional skills write URDF robot structures, SRDF/MoveIt2 planning and collision data, and SDF simulator models and worlds; check DXF and STEP files for SendCutSend; measure mesh printability by wall thickness, overhangs, support volume, and build orientation; slice supported meshes into validated, printer-profiled FDM G-code using slicer command-line tools; and dry-run, upload, and cautiously start local Bambu Lab print jobs. An experimental implicit-CAD skill creates browser-native models with GLSL signed-distance fields and CAD Viewer raymarch rendering. The library is installed with the Skills CLI, including `npx skills add earthtojake/text-to-cad`, or through provider-native plugins for Codex, Claude Code, and Grok Build.

Mentioned in
6 videos
Kind
AI
TNo. 3610
AIAINotes.us AI product

TradingAgents

Open source · TauricResearch/TradingAgents

TradingAgents is an open-source, multi-agent LLM financial trading framework developed by TauricResearch for research. It models a trading firm through specialized agents: fundamental, sentiment, news, and technical analysts produce market assessments; bullish and bearish researchers debate those assessments; a Trader Agent proposes the timing and size of a trade; and risk-management and portfolio-management agents evaluate and approve or reject it before execution on a simulated exchange. The framework uses LangGraph and can be run through an interactive CLI, Docker, or as a Python package via the TradingAgentsGraph class and its propagate function. It accepts market and ticker inputs, analysis dates, configurable research depth and debate rounds, and LLM backends including hosted providers, Ollama, and other OpenAI-compatible servers. It gathers financial, market, news, macroeconomic, and social-sentiment data, and supports persistent decision logs and optional LangGraph checkpoint recovery. TradingAgents is intended as a research scaffold rather than financial, investment, or trading advice. Results can vary with the language model, sampling settings, data sources, analysis period, and other nondeterministic factors.

Mentioned in
1 video
Kind
AI

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Searchable transcript of Trending Open-Source GitHub Projects : Ruflo, Strata, Flutter, Kinetograph & Kensaku #306 — ManuAGI - AutoGPT Tutorials (14:21). 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 powerful open-source GitHub projects that make coding, automation, and daily workflows faster. This is your weekly GitHub project update video covering top trending open-source GitHub projects this week. From agent orchestration tools to local AI engines and offline utilities, you'll discover useful and trending developer tools worth adding to your stack.

00:21 Without wasting time, let's get started. Before we jump into today's project updates, here's a quick announcement for everyone, 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 cuttingedge agent frameworks, make sure to check it out.

00:50 Subscribe now to get weekly videos, in-depth guides, and real-time project breakdowns. The link is right there in the description. Don't miss it. All right, let's get into today's video. >> Project number one, OpenBot. CopilotKit's open-source personal computer agent. Openbot is Copilot Kit's open-source personal agent that runs on a computer you control, browser, terminal, and files allin-one.

01:14 It speaks the AGUI protocol, so its work streams live into your app with human in the loop approvals, and it plugs into your tools over MCP. A policy and audit layer governs what it can do and logs every action. You bring your own model, and it's built to be self-hosted and extended. Deploy it and give yourself a computer using agent. Project number two, Lever, a C-pilot plugin that turns vague complaints into measurable feedback loops.

01:41 Lever is a GitHub copilot plugin that gives coding agents a defined feedback loop to iterate against instead of a person eyeballing results and rerunning CI by hand. It solves the hard part of self-improving agents, which is defining what to measure, how noisy it is, and what counts as a real win by asking those questions once, and writing the answers into a loop card.

02:03 Verbs like brief, refactor, shepherd, and automate cover building, measuring and running work unattended with an autonomy dial from proposing changes only up to merging and releasing on its own. It installs as a co-pilot plugin or per repository skill files. This suits teams using C-pilot who want agents to work against a real bar for success instead of vague instructions.

02:26 Install the plugin and try/lever loop on a problem to see your first loop card. Project number three, Trading Agents, multi-agent LLM framework that simulates a trading firm. Trading agents is an open-source multi-agent LLM framework from TA Research that models a trading firm. Specialist agents, market, news, sentiment, and fundamentals analysts, plus bullish and bearish researchers debate the data, and a trader and risk manager turn it into a decision.

02:54 Built on Langraph, it pulls market data, runs from a CLI or Python package, and supports back testing. It works with OpenAI, Claude, and Gemini. It's for research only, not financial advice. Clone it and study the markets. Project number four, Rofflow multi-agent swarm orchestration for Claude Code. RuFlow is an open-source multi-agent orchestration harness for Claude Code.

03:19 It lets you deploy swarms of specialized agents across machines, teams, and trust boundaries, layering self-learning memory, federated communication, vector rag, and enterprise policy controls. Hooks automatically route tasks, spawn agents, and learn from what works, so you use cloud code normally. A CLI manages swarms, agents, and memory, and a policy layer caps spend and concurrency, gates sensitive actions, and audits every decision.

03:46 Install it and orchestrate a swarm. Project number five, text to CAD. Agent skills that give your agent CAD powers. Text to CAD is an open-source library of agent skills that give your agent CAD superpowers. Ask it to model a part and it writes and edits parametric CAD in Python. Build 123D on Open Cascades. Exporting step, STL, 3MF, GB, and DXF. A browser viewer previews the result.

04:15 Plus, robot files and G-code, and stable ATC CAD references let you request precise edits. Other skills cover robot descriptions, inverse kinematics, and implicit CAD. Install it into clawed code or codecs, and model from text. Project number six, Flutter. Build apps for every screen from one codebase. Flutter is Google's open-source UI toolkit for building apps for mobile, web, desktop, and embedded from a single codebase.

04:42 You write in Dart, composing everything from widgets, and Flutter renders its own pixels for consistent looks and fast, smooth UIs across platforms. Stateful hot reload shows your changes almost instantly, and it ships rich material and Certino widget sets, plus native code interop. It powers apps from Google and beyond. Install the SDK and build for every screen.

05:05 Project number seven, man's ride skills. Google's official agent skills for Android development. Android skills is Google's open-source collection of AI optimized skills for Android development. Each skill is a skill MD file following the open agent skills standard. Grounding your agent in best practices from developerandroid.com. With them, an agent can handle tasks.

05:28 Migrating XML layouts to compose. upgrading your gradal plugin or building for where OS install them through the Android CLI, Android Studio or a cloud code or codeex plugin and your agent picks the right one. Add them and build better Android apps. Project number eight, Freomappy Stackfree LLM tiers behind one endpoint. Freelmap is an open-source open AI compatible proxy that stacks the free tiers of 34 LLM providers, 635 endpoints, billions of tokens monthly behind one flash v1 endpoint, plus any custom OpenAI

06:05 compatible endpoint. It routes and fails over automatically and assigned catalog syncs new models and quotas. Provider keys are AES256GCM encrypted in SQLite and your app C1 unified token. Launchers keep credentials out of claude code and codeex configs. It's local first for personal use. Install it and point your app at it. Project number nine, Strata.

06:28 Run big AI models locally on consumer hardware. Strata is a free open-source engine for running powerful AI models locally on consumer hardware. It brings big open mixture of experts models QN 3.8 8 flash next and Deepseek v4.1 flash to ordinary PCs by keeping the busiest experts in memory and streaming the rest from your SSD even on a modest GPU. It serves OpenAI and Anthropic compatible APIs on local host so your coding tools work and it handles images too.

06:58 It runs on Windows, Linux and Mac as an app or terminal. Install it and run AI locally. Project number 10, Dani Spark Local Inference. Nvidia's local inference server for DGX Spark GPUs. Spark Local Inference is Nvidia's open-source local inference server code named Flare for its SM120/SM121 workstation GPUs like DGX Spark written in Rust. It's built for the workloads that strain a desktop, long conversations, coding agents, and heavy tool use.

07:33 Its aim is to stretch a workstation's memory, bandwidth, and compute further while keeping responses fast. And it runs models such as QN3.8- Next and GLM 5.3 Flash on one or two Sparks. It ships as a Docker image and Debian package. Deploy it and serve LLMs locally. Project number 11, Wand Duet, a self-hostable proactive AI co-worker you own. Open Duet is Copilot Kit's open-source self-hostable template for a proactive AI co-worker.

08:02 An agent that tells you what needs your attention, keeps working while you're away, and asks before it acts. It watches your mail and calendar, surfaces work, it researches, and runs everything through a tasks view with human in the loop approvals. It can also make docs, dashboards, slides, and web pages. Bring any agent through AGUI. Use any model on web and mobile.

08:24 It's early. deploy it and get a proactive teammate. Project number 12, calendar app design, a Figma faithful HR time off calendar prototype. Calendar app design is an open-source Figma faithful design prototype of Cargle workspace, a people ops HR workspace. Its time off page reproduces the dashboard manic calendar design pixel for pixel and every other sidebar page is built in the same visual language.

08:52 Request leave, watch your balance, and browse week, day, and month calendars with a dashboard and K search. It's a pure front end, no backend, data saved to Lolster built with Nex.js, React, TypeScript, Tailwind, and Shad CNS UAI. Clone it and study the design. Project number 13, Min CPM OCR, Open OCR that parses and checks its own results. Mini CPM OCR is Open BMBB's open-source OCR suite.

09:22 Parse a document, then check the result. The compact OCR model reads text, tables, formulas, charts, and seals in Chinese and English. Its companion, Jev, is a 2B decision model that scores correctness from 0 to one, so you can auto accept reliable parts, send the rest to human review, or pick the best of several engines. Both have open weights and run locally with llama.cpp, CPP, VLLM or Alma.

09:45 Deploy it and OCR your documents. Project number 14, Survival LM, an offline AI assistant and Survival Knowledge library. Survival LLM is a free open-source desktop app. A local AI assistant over an offline library that runs on your own computer. No internet needed once set up. It answers from a bundled library of about 1.5 million articles, Wikipedia, iFixit repair guides, and survival and how-to knowledge, and shows the source of every answer so you can check it since AI can be wrong.

10:20 Add your own files, too. It runs on Mac and Windows. Install it and be ready offline. Project number 15, Bigi, IKEA assembly in Interactive 3D, stepby step. BIGI is a free open-source web app that walks you through assembling IKEA furniture step by step in interactive 3D with voice in paper manual style. Type a name or article number and follow every step in 3D.

10:45 Read aloud, it covers every buildable IKEA product. Scan a paper manual and together AI turns it into a guide. The steps match the real manual redrawn in its own style. Bring your own together key, install it, and build that flat pack. Project number 16, Kaku. Local OCR powered file search for you and agents. Kaku is a free open-source local first file launcher that finds anything on your computer by name, by the text inside files, and by meaning.

11:16 It reads documents, code, and even screenshots, and scanned PDFs with built-in OCR and ranks results with hybrid keyword and semantic search. summon it with a hotkey, no cloud, no telemetry. It also exposes a readonly search backend to AI agents over MCP and a CLI with one-click agent connect. It's cross-platform. Install it and find anything. Project number 17, Kinigraph, a programmatic video engine for agents.

11:45 No browser. Kinigraph is an open-source programmatic video engine built for agents. It renders code defined videos, TypeScript and Remotion projects and Hyperframes HTML as is with a native Rust GPU compositor with no browser needed. It runs the web natively, canvas and Skia, web GPU shaders and compute, video decoding, fonts, GSAP timelines and libraries like Recharts, D3 and Motion.

12:14 A CLI handles render, stills, motion tracking and dependency pinning and renders run offline. It speaks MCP for agents. Install it and render video from code. Project number 18, Linux Runner. Run ARM 64 Linux on iPhone. No jailbreak. Linux Runner is an open-source iOS app that runs ARM 64 Linux, user space apps, and full desktops on iPhone and iPad with no jailbreak, VM, or JIT.

12:41 Rather than booting a kernel, a custom ARM 64 interpreter and Linux compatibility layer load Linux programs, handle their system calls, and connect storage, networking, and a desktop. Install Debian, Arch, or Alpine with apt APK or Pac-Man, and run desktops like KDE Plasma and apps like Firefox. Sideloadad the IPA and run Linux on your iPhone. Project number 19, AR, an open-source phoneside re-implementation of Android Auto.

13:12 A AR is an open-source proof of concept reimplementation of the phone side of Android Auto. It runs on your phone and drives a car's head unit over USB, projecting maps and media, routing audio, feeding in the car's GPS, and reporting a touchcreen for map gestures. Because its certificate is self-signed, it works with open- source headunits and some factory units, but not Google's.

13:34 It installs alongside Android Auto. It's early software. Don't rely on it while driving. Sideload it and try it. Project number 20, Light Post, self-hosted dashboard to post to all your socials. Light Post is a free open-source self-hostable system for posting to all your social accounts from one dashboard. Write a post once, add images, and publish or schedule it across your platforms instead of logging into each app.

14:02 It's lightweight and local first. It runs on your own machine, stores everything in a single SQLite file, and ships an optional systemd service for Linux. It's independent, not affiliated with those platforms. Self-host it and run your socials from one place. Thanks for watching. See you in the next update.