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Account Thursday, March 19, 2026

The Git Times

“We are as gods and might as well get good at it.” — Stewart Brand

AI Models
Claude Sonnet 4.6 $15/M GPT-5.4 $15/M ▲1100%Gemini 3.1 Pro $12/M Grok 4.20 $6/M ▼60%DeepSeek V3.2 $0.89/M ▲19%Llama 4 Maverick $0.60/M
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AIRI's Alpha Release Polishes Game-Playing AI Companions for Everyday Use

v0.9.0-alpha.16 adds permissions flows, profile switchers, and Minecraft security to push self-hosted waifus closer to Neuro-sama's interactivity.

moeru-ai/airi TypeScript Latest: v0.9.0-alpha.16 34.6k stars Est. 2024

Project AIRI has long promised self-hosted AI companions—digital waifus and cyber pets—that transcend chat interfaces to play games like Minecraft and Factorio while engaging in realtime voice conversations. Built in TypeScript and deployable across web, macOS, and Windows, it containers "souls" of virtual characters using modern LLMs, Live2D models, and VRM avatars, all under user control without proprietary lock-in.

What makes AIRI stand out now is its rapid maturation in v0.9.0-alpha.16, released amid surging developer interest. This alpha iteration refines core stages—modular components powering the companion's lifecycle—with practical enhancements that address real-world deployment hurdles. For instance, stage-pocket now includes permissions onboarding, streamlining user consent for mic access and data handling, as contributed by @LemonNekoGH. Meanwhile, stage-tamagotchi, the digital pet module, displays connection status and introduces a profile switcher in both controls island and web header (@lietblue), enabling seamless swaps between character personalities mid-session.

UI polish in stage-ui optimizes multi-select layouts (@horizonzzzz), while bug fixes fortify reliability: an XSS mitigation secures the Minecraft debug dashboard (@shinohara-rin), and plugin SDK tweaks trim version compatibility strings (@Gujiassh). New contributors like @stablegenius49, @Oldcircle, and @Reisenbug signal broadening community momentum, feeding into the @proj-airi org's ecosystem of RAG, memory systems, and Live2D tools.

Technically, AIRI's appeal lies in its plugin-extensible architecture. Developers pipe LLM outputs into game APIs—watching AIRI mine resources autonomously or strategize in Factorio—while voice synthesis handles natural chit-chat. Unlike siloed chat UIs, it observes screen shares, codes alongside you, or reacts to videos, approximating a "digital human" that lives beyond streams. Self-hosting sidesteps Character.ai's limits, empowering tinkerers to fine-tune behaviors with Grok models or local inference.

This release matters because it shifts AIRI from experimental toy to viable daily driver. As Neuro-sama-inspired dreams collide with open-source pragmatism, these updates lower barriers: easier onboarding means faster prototyping for indie VTubers or solo devs craving interactive sidekicks. Security hardening builds trust for game integrations prone to exploits, and profile switching unlocks multi-character households—imagine swapping a sassy waifu for a diligent assistant.

Gaining traction in dev circles, AIRI challenges the status quo: why settle for offline chats when your companion can raid dungeons with you? With Scoop installs on Windows and a dedicated Discord, it's primed for mass adoption. As the project eyes Neuro-sama's altitude, v0.9.0-alpha.16 proves self-owned AI life is no longer sci-fi—it's iterable code.

Use Cases
  • Indie devs deploying AIRI for realtime voice chats during coding sessions.
  • Minecraft players integrating AI companions for autonomous world exploration.
  • Factorio enthusiasts automating factories via LLM-driven strategies.
Similar Projects
  • SillyTavern - Chat-centric LLM frontend excels in roleplay but lacks voice or game APIs.
  • VSeeFace - Avatar motion tracker strong on visuals, misses AI brains for interaction.
  • OpenInterpreter - Code-executing AI agent handles tasks, not virtual embodiment or gaming.

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Ruflo v3.5.31 Integrates WASM Embeddings for Claude Swarms

RuVector delivers real semantic search speedups without native dependencies in latest release

ruvnet/ruflo · TypeScript · 21.8k stars 9mo old

Fabro Orchestrates AI Agents via Workflow Graphs

Rust tool defines processes for coding agents with selective human intervention and model ensembles

fabro-sh/fabro · Rust · 437 stars 5d old

Taiwan.md Builds AI-Optimized Knowledge Base on Taiwan

Astro-powered site delivers curated articles and D3.js graphs for developers and AI tools

frank890417/taiwan-md · Astro · 584 stars 2d old

Curated Repository of 136 Codex Subagents for Developers

Organized collection streamlines AI task delegation in Codex workflows across 10 categories.

VoltAgent/awesome-codex-subagents · Unknown · 1.4k stars 2d old

Open Source AI Agents Surge with Modular Skills and Secure Harnesses

Repositories cluster around composable skills, orchestration platforms, and sandboxes for autonomous, specialized agent workflows

trend/ai-agents · Trend · 0 stars

Open Source Explodes with LLM Agent Skills, Proxies, and Orchestrators

Modular toolchains unify APIs, curate skills, and enable swarms for production-grade agentic workflows.

trend/llm-tools · Trend · 0 stars

AI Agents Conquer the Web: Open Source Frameworks for Autonomous Browser Control

Emerging tools transform browsers into programmable APIs, enabling AI to scrape, navigate, and build web apps without human oversight.

trend/web-frameworks · Trend · 0 stars

Deep Cuts

Use Cases
  • Indie devs sharing Claude subs for team prototyping.
  • Startups pooling Gemini credits to cut inference costs.
  • Communities carpooling OpenAI access for hackathons.
Similar Projects
  • LiteLLM - Unified proxy, lacks subscription carpooling.
  • OpenRouter - API router, no cost-sharing features.
  • LLM-Proxy - Basic forwarding, misses seamless native integration.
Use Cases
  • Survivalists accessing AI-driven emergency protocols offline.
  • Remote workers running knowledge tools without internet connectivity.
  • Developers prototyping resilient edge AI applications.
Similar Projects
  • Kiwix - offline Wikipedia archive, lacks integrated AI and survival tools.
  • Ollama - local AI inference, missing bundled survival knowledge base.
  • Obsidian - extensible note-taking vault, not optimized for offline survival scenarios.

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Figma-Context-MCP TypeScript MCP server delivers Figma layout data to AI coding agents like Cursor for seamless design-to-code. 13.8k
Slug HLSL reference code implements the Slug Algorithm for advanced, high-performance graphics rendering. 753
sglang Python framework serves large language and multimodal models with top-tier performance for scalable inference. 24.8k
kimodo Python Kimodo generates high-quality humanoid motions using kinematic diffusion modeling for animation tasks. 505

Firecrawl v2.8.0 Bolsters AI Agents with Parallel Processing and CLI Integration

Latest release adds concurrent agent runs, dedicated command-line tools, and skills for autonomous web data extraction in developer workflows.

firecrawl/firecrawl TypeScript Latest: v2.8.0 95.2k stars Est. 2024

Firecrawl, the API for converting websites into LLM-ready markdown and structured data, has leveled up with v2.8.0. This update targets agent-driven applications, introducing parallel agents that handle thousands of /agent queries simultaneously. Powered by new models like Spark 1 Fast for instant retrieval and Spark 1 Mini for complex research, it features automatic failure handling and intelligent fallback execution.

The release also debuts the Firecrawl CLI, installable via npm install -g firecrawl-cli, supporting full scrape, search, crawl, and map commands. Developers can now pipe web data directly into local pipelines without API roundtrips. Complementing this is the Firecrawl Skill, enabling AI agents like Claude Code and OpenCode to invoke Firecrawl autonomously via CLI integration—npx -y firecrawl sets it up across detected tools.

Core strengths remain: >80% benchmark reliability on dynamic sites, JavaScript rendering via proxies, and outputs in clean markdown, JSON, screenshots, or HTML. Customization options—tag exclusion, auth walls, depth limits, media parsing from PDFs/images, and pre-extraction actions like clicks or scrolls—make it robust for real-world scraping. Batch processing and change tracking further solidify its role in production.

For builders, v2.8.0 matters now as AI agents demand scalable web context. Parallelism cuts latency on high-volume tasks, while CLI and skills embed Firecrawl into agentic loops without custom glue code. Platform tweaks, including faster search, Zod v4 SDK compatibility, and webhook-enhanced agents, optimize Redis-heavy deployments.

curl -X POST 'https://api.firecrawl.dev/v2/scrape' \
-H 'Authorization: Bearer fc-YOUR_API_KEY' \
-d '{"url": "https://example.com"}'

Yields instant markdown with metadata, as before. Self-hosting lags—still local-run only amid mono-repo refactoring—but API users gain immediate velocity. Firecrawl powers apps needing fresh web data without brittle parsers, outpacing rivals on JS-heavy sites.

Use Cases
  • AI agent developers running parallel web research queries.
  • Pipeline builders batch-scraping thousands of dynamic URLs.
  • Monitoring teams tracking site content changes via API.
Similar Projects
  • crawlee/crawlee - Full-featured headless crawler, but requires extra parsing for LLM markdown.
  • microsoft/playwright - Top-tier JS rendering tool, lacks native crawling or structured extraction.
  • scrapy/scrapy - Scalable Python framework, no built-in proxies or AI-ready outputs.

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OpenClaw v2026.3.13-1 Patches Key Reliability Fixes

Recovery release tackles Telegram SSRF, session persistence, and Discord errors for stable AI

openclaw/openclaw · TypeScript · 324.8k stars 3mo old

prompts.chat Refines Self-Hosting for Enterprise Privacy

Setup wizard adds Azure AD auth, custom themes in Next.js app

f/prompts.chat · HTML · 153.3k stars Est. 2022

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Openpilot v0.11.0 Deploys Simulator-Trained Model for Smarter ADAS

Release cuts comma four power draw by 77%, boosts longitudinal control, expands to Kia K7 and Lexus LS models

commaai/openpilot Python Latest: v0.11.0 60.4k stars Est. 2016

Developers tweaking advanced driver assistance systems (ADAS) now have fresh tools in commaai/openpilot's v0.11.0 release. This Python-based robotics operating system, which retrofits 300+ car models, introduces a new driving model fully trained via a learned simulator. The upgrade sharpens longitudinal performance specifically in Experimental mode, addressing acceleration and braking precision on real roads.

Power efficiency sees major gains too. Standby consumption on the comma four hardware drops 77% to just 52 mW, easing long-term viability for always-on deployments. This matters for builders integrating openpilot into fleets or custom robotics, where battery drain has long been a pain point.

Vehicle compatibility grows with support for the 2017 Kia K7 (via contributor royjr) and 2018 Lexus LS (thanks to Hacheoy). These additions push the tally past 275 models documented in the README, focusing on popular sedans ripe for upgrades. Installation remains straightforward: plug in a comma 3X device, harness it to the car's OBD port, and flash via URLs like openpilot.comma.ai for the stable release-tizi branch on comma 3X.

For non-plug-and-play setups, openpilot runs on custom hardware, inviting robotics experimentation. Developers can fork branches like nightly-dev for bleeding-edge features, including experimental car-specific tweaks. The project emphasizes community input—pull requests and issues on GitHub, plus Discord for collaboration.

Technically, openpilot processes camera feeds and CAN bus data to override stock systems, enabling lane centering, adaptive cruise, and more. The simulator-trained model represents a shift: it leverages synthetic training data to refine behaviors without endless road miles, accelerating iteration for contributors.

Builders should care because this release lowers barriers to production-grade ADAS hacking. Whether forking for drones, industrial robots, or further car ports, v0.11.0 delivers measurable gains in performance and efficiency. Check the release blog for model benchmarks, and dive into the repo's roadmap for upcoming longitudinal overhauls.

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Use Cases
  • Toyota Camry owners retrofitting comma 3X for enhanced lane keeping.
  • Robotics devs porting openpilot to custom AGV hardware.
  • Fleet operators slashing idle power on comma four-equipped vehicles.
Similar Projects
  • autowarefoundation/autoware - ROS2-based full autonomy stack, broader sensor fusion but heavier than openpilot's camera-centric ADAS focus.
  • ApolloAuto/apollo - Enterprise AV platform with simulation tools, more modular yet demanding higher compute than openpilot's edge deployment.
  • donkeycar/donkeycar - Lightweight self-driving for scale models, simpler ML training versus openpilot's vehicle-scale robotics OS.

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Isaac Lab 3.0 Beta Adds Multi-Backend Physics

Architectural revamp on Isaac Sim 6.0 enables PhysX-Newton switching for robot sims

isaac-sim/IsaacLab · Python · 6.7k stars Est. 2022

ArduPilot Releases Plane-4.6.3 Stable for Planes and VTOLs

November 2025 update bolsters reliability across fixed-wing aircraft and vertical takeoff systems

ArduPilot/ardupilot · C++ · 14.7k stars Est. 2013

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ProxmoxVE Scripts Latest Release Centralizes GPU Setup and Refactors Podman

March 18 update adds notification tools, fixes key apps like Plex and Tdarr, and streamlines hardware acceleration for Proxmox homelabs.

community-scripts/ProxmoxVE Shell Latest: 2026-03-18 27.2k stars Est. 2024

The community-maintained ProxmoxVE helper-scripts repository has rolled out its March 18, 2026 release, targeting pain points in Proxmox VE environments with targeted enhancements. Originally tteck's creation, this collection of shell scripts now thrives on global contributions, focusing on one-command deployments for LXC containers, VMs, and self-hosted apps across Debian-based Proxmox 8.4.x to 9.1.x.

Key additions include Alpine-Ntfy, a lightweight notification server from contributor @MickLesk, and Split-Pro, a new partitioning tool. These join over 5000 supported apps, emphasizing quick setups for homelabs running Home Assistant, Docker, or smarthome stacks.

Bug fixes sharpen reliability: Tdarr now uses curl_with_retry for robust downloads and proper exit codes; reitti gets v4 compatibility; Paperless-NGX defaults to 3GB RAM for document processing; Plex restarts post-update to ensure version activation. These address common deployment hiccups in resource-constrained nodes.

New features shine in hardware integration. A centralized setup_hwaccel function manages GPU groups across scripts, simplifying NVIDIA/AMD acceleration for media servers like Plex or Tdarr. Termix gains Guacamole daemon builds with systemd integration for remote access.

Refactors modernize dependencies: Podman ditches deprecated commands for Quadlets, aligning with upstream shifts for container orchestration. Partial Jell refactors hint at ongoing code hygiene.

Installation remains dead simple. Paste a bash one-liner from helper-scripts.com into the Proxmox shell, or run the local UI manager:

bash -c "$(curl -fsSL https://raw.githubusercontent.com/community-scripts/ProxmoxVE/main/ct/pve-scripts-local.sh)"

This embeds a script menu in Proxmox's interface, with auto-updates, secure practices, and post-install config scripts. Optimized for performance, it handles networking, authentication, and security out-of-box.

For builders scaling homelabs, this release matters: it reduces manual config for GPU-accelerated workloads and Podman pods, while community Discord and GitHub Discussions ensure rapid iteration. In an era of rising self-hosting, these scripts cut setup time from hours to minutes, letting developers focus on apps over infrastructure.

Use Cases
  • Homelab admins deploying GPU-accelerated Tdarr for media transcoding.
  • Self-hosters installing Alpine-Ntfy for lightweight push notifications.
  • Proxmox operators refactoring Podman to Quadlets for stable containers.
Similar Projects
  • tteck/Proxmox - Archived original lacking community updates and new hardware features like GPU centralization.
  • proxmoxer - Python API client for programmatic Proxmox control, but lacks ready-to-run app deployment scripts.
  • Cloud-Init for Proxmox - Official image customization tool, focused on boot-time setup without post-install management.

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OWASP Cheat Sheets Enhance Local Builds for Secure Dev Workflows

Recent updates add npm linting tools, streamlining contributions amid evolving app threats

OWASP/CheatSheetSeries · Python · 31.6k stars Est. 2018

Sherlock v0.16.0 Slashes False Positives in Username Hunts

Auto-filtering via tests and new Debian packages boost OSINT reliability

sherlock-project/sherlock · Python · 73.9k stars Est. 2018

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Windows Terminal 1.24 Locks Down Security While Expanding Extension Controls

Stable release adds multilingual Command Palette search, dedicated extensions page, and relative paths—blocks web icons to prevent tracking.

microsoft/terminal C++ Latest: v1.24.10621.0 102.3k stars Est. 2017

Microsoft's Windows Terminal repository has long unified the modern Terminal app, legacy conhost.exe console host, and shared components under one C++ codebase. Builders on Windows 10 build 19041 or later rely on it for tabbed, customizable shells including PowerShell, CMD, WSL, and SSH.

The v1.24.10621.0 stable release—held an extra cycle for polish—delivers targeted enhancements amid ongoing Preview channel iterations. Key updates address extensibility and security gaps that developers flagged.

Command Palette now searches in English alongside the user's display language (skipping English-only locales), streamlining shortcut discovery for non-native speakers. A new Settings page centralizes extensions management, listing auto-profile detectors and user-installed fragment extensions for toggling.

Asset handling sees relative paths for icons, background images, pixel shaders, and sounds—working for local settings and fragments alike. This simplifies packaging without absolute paths. However, web URIs (http, https, ftp) and certain network shares are now barred for icons to block information leakage, tracking pixels, and unauthorized "phoning home" by extensions.

These changes follow Preview builds (v1.24.2372.0 through v1.24.3504.0), which ironed out SSH host auto-detection (deferred here). Bug fixes abound, ensuring stability for daily workflows.

Installation remains straightforward: Microsoft Store for auto-updates (recommended), GitHub .msixbundle downloads, winget, Chocolatey, or Scoop. Canary channel offers bleeding-edge via Store or GitHub.

For contributors, the repo welcomes hacks via good-first-issue labels, Hacktoberfest, and clear build guides in PowerShell or CMD. Prerequisites include Visual Studio; shared components like ColorTool and Cascadia Code tie into Console APIs.

Why it matters now: As Windows ecosystems fragment with WSL2, Azure, and remote dev, Terminal's controls prevent extension risks while boosting usability. Relative paths cut deployment friction; the extensions page aids auditing in enterprise setups. Builders gain signal on evolving threats—web assets were a vector—without sacrificing customization.

SSH detection's pause underscores deliberate pacing, prioritizing reliability over rush. With last pushes into 2026 territory, this repo evolves as Windows' command-line cornerstone, far beyond the "old console" look users once mistook it for.

(Word count: 362)

Use Cases
  • Windows devs multiplexing PowerShell, CMD, WSL tabs daily.
  • Sysadmins auditing extensions in enterprise Terminal deployments.
  • Customizers applying shaders, sounds via relative local paths.
Similar Projects
  • iTerm2 - macOS terminal with tabs and shaders, but no Windows console host integration.
  • Alacritty - Cross-platform GPU terminal, faster but lacks Windows-specific shell APIs.
  • Kitty - GPU-accelerated with image protocol, less tied to Microsoft ecosystem features.

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Ghostty Terminal Refines Customizability in Latest Roadmap Push

Recent commits advance beyond standards compliance and performance benchmarks

ghostty-org/ghostty · Zig · 47.7k stars Est. 2022

Ollama v0.18.2 Fixes OpenClaw Installs, Speeds Claude Code

Release adds npm/git checks and cache safeguards for reliable local AI integrations

ollama/ollama · Go · 165.6k stars Est. 2023

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RealSense SDK v2.57.6 Beta Enhances Jetson and MacOS for Depth Camera Devs

Latest release adds NVIDIA JetPack 7.1 support, D555 firmware, and beta pushes to master amid org migration

realsenseai/librealsense C++ Latest: v2.57.6 8.6k stars Est. 2015

The realsenseai/librealsense repository, home to the RealSense SDK 2.0, has rolled out beta release v2.57.6, focusing on expanded platform compatibility and firmware upgrades for Intel RealSense stereo depth cameras. Developers working with depth and color streaming now benefit from updated MacOS support (High Sierra 10.13.2 and later), detailed in fresh installation docs, alongside NVIDIA JetPack 7.1 for USB SKUs on Jetson platforms.

This source-only beta—available via release assets and a PyPI beta package (pyrealsense2-beta)—introduces early access firmware for the D555 camera. The new FW improves native ROS2 integration and multicamera stability, critical for robotics and multi-sensor setups. Various bug fixes are documented in the release notes.

A key shift: the project has migrated from IntelRealSense to the realsenseai organization. Redirects remain, but devs are urged to update clones and links promptly. Branch policy now funnels beta releases to master, enabling early access to features before official tags. Validated releases stay on the GitHub Releases page.

Technically, the C++ library delivers intrinsic/extrinsic calibration, high-res depth at varied ranges, and cross-platform streaming on Ubuntu 24.04/22.04/20.04 (kernels 6.x/5.x), Windows 10/11, Jetson JetPack 5-7, MacOS, Android 7-14, and Docker. Wrappers for Python, ROS, C#, Unity extend its reach.

For builders, this matters in texture-light-invariant stereo depth computation, powering de facto 3D sensing in robotics. The open-source nature, active community, and rich examples lower barriers for integrating depth into drones, scanning, or tracking pipelines. JetPack 7.1 support aligns with edge AI pushes on newer Jetsons, while D555 enhancements aid ROS2 migrations in autonomous systems.

No Debian/PyPI collaterals this round, but beta binaries loom for APT. Devs should pin to releases for production; master for cutting-edge.

This evolution keeps librealsense as the go-to for hardware-accelerated 3D perception, especially as multi-camera and embedded deployments scale.

Use Cases
  • Robotics teams streaming depth for navigation in varied lighting
  • Drone developers enabling 3D obstacle avoidance via stereo vision
  • AR builders tracking skeletons with calibrated color-depth fusion
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  • Stereolabs/zed-sdk - Proprietary SDK for ZED cameras, offers similar stereo depth but lacks librealsense's broad open-source wrappers
  • ocv/opencv - General CV library with depth modules, but no dedicated RealSense hardware integration or calibration
  • pointclouds/pcl - Processes 3D point clouds post-capture, complements librealsense without camera SDK or streaming

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TuyaOpen 1.6.0 Overhauls AI APIs for Edge IoT

OPUS encoding and Raspberry Pi support cut latency in multimodal hardware agents

tuya/TuyaOpen · C · 1.4k stars Est. 2023

MagPiDownloader Drops Windows and Docker Support

Maintainer refocuses decade-old shell script on Linux and Mac after recent update

joergi/MagPiDownloader · Shell · 90 stars Est. 2015

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