#rust

LiteBox is a new open-source Rust library OS from Microsoft that sandboxes apps with a tiny host interface to slash attack risks and boost security. It runs Linux programs on Windows without changes, sandboxes Linux apps better than containers, supports secure tech like SEV-SNP and OP-TEE, and works in kernel or non-kernel setups under MIT license. You gain safer app isolation, easier cross-platform runs, and smaller vulnerability blasts for secure coding, CI jobs, or cloud tasks—while it's evolving, so adapt as it improves.

https://github.com/microsoft/litebox

#python #abliteration #llm #transformer

Heretic is an automated tool that removes safety restrictions from AI language models while preserving their intelligence and capabilities. It uses advanced mathematical techniques called directional ablation to identify and disable the "refusal mechanisms" that prevent models from answering certain questions. The key benefit is that anyone can use it with a simple command—no technical expertise needed. Unlike manual methods that often damage model quality, Heretic achieves the same level of censorship removal with significantly better preservation of the original model's reasoning abilities, as measured by lower KL divergence scores. This means you get an uncensored model that still thinks clearly and produces high-quality responses.

https://github.com/p-e-w/heretic

#typescript #penetration_testing #pentesting #security_audit #security_automation #security_tools

Shannon is a free, open-source AI pentester (Lite edition) that autonomously scans your web app's source code, finds vulnerabilities like injections and auth bypasses, then executes real exploits via browser to prove them. Launch with one Docker command using Anthropic API; it delivers pentester-grade reports with copy-paste PoCs in 1-1.5 hours for ~$50. It beat humans with 96% success on benchmarks, finding 20+ critical flaws in OWASP apps. You benefit by testing code daily on non-production setups, closing security gaps from yearly manual pentests, and shipping confidently without hackers striking first.

https://github.com/KeygraphHQ/shannon

#python #agent_skills #ai_agents #antigravity #automation #claude #claude_code #codex #composio #cursor #gemini_cli #mcp #rube #saas #skill #workflow_automation

Claude Skills are customizable workflows that boost productivity on Claude.ai, Claude Code, and API by handling tasks like document editing, code development, data analysis, app automation (emails, Slack, GitHub via Composio's 500+ integrations), and more. Install the connect-apps plugin, add your free Composio API key, and restart to enable real actions across 1000+ apps. This saves time, automates repetitive work, and lets you focus on high-value tasks for faster, consistent results everywhere you use Claude.

https://github.com/ComposioHQ/awesome-claude-skills

#shell #automation #docker #hacktoberfest #home #iot

Home Assistant apps extend your smart home setup with tools like MQTT brokers, MariaDB databases, Duck DNS for secure remote access, file editors, Samba sharing, Zigbee/Z-Wave controllers, and more, all installed easily via the frontend. This benefits you by unifying device control in one app for powerful local automations, better privacy without cloud reliance, no subscriptions, and flexibility across brands—simplifying management even if internet fails.

https://github.com/home-assistant/addons

#rust

Monty is a minimal, secure Python interpreter in Rust that safely runs AI-generated code in your agents. It starts in under 1 microsecond, blocks host access to files, network, and env vars (only via your controlled functions), and supports type checking, resource limits, and snapshotting to pause/resume execution. This lets you skip slow, complex containers, making AI agents run faster, cheaper, and more reliably without security risks.

https://github.com/pydantic/monty

#go #actions #cai #ci #claude_code #codex #copilot #gh_extension #github_actions

GitHub Agentic Workflows let you write simple markdown instructions in natural language to automate repo tasks like triaging issues, fixing CI failures, generating reports, and improving code—running safely as GitHub Actions with AI like Copilot or Claude. Strong guardrails ensure read-only access by default, sandboxed execution, and human-reviewed outputs via pull requests. This saves you time on repetitive work, boosts efficiency with adaptive AI decisions, and keeps everything secure without complex YAML coding.

https://github.com/github/gh-aw

#python #ai #claude #gemini #llama #llm #openai

You can access powerful AI language models for free or with trial credits through multiple legitimate platforms. Services like OpenRouter, Google AI Studio, Groq, and Mistral offer free tiers with varying request limits, while others like Fireworks, Baseten, and Inference.net provide trial credits ranging from $1 to $30. These platforms support diverse models including Llama, Gemma, Qwen, and DeepSeek, enabling you to build and test AI applications without upfront costs. The benefit is clear: you can prototype, develop, and deploy AI-powered features while managing your budget effectively, with options to scale up as your needs grow.

https://github.com/cheahjs/free-llm-api-resources

#mdx

This free interactive course teaches Product Managers to use Claude Code for daily tasks like processing notes, writing PRDs, analyzing data, and strategy planning through hands-on modules (4-6 hours). Clone the repo, run `claude`, and follow guided lessons with agents and file tools—no setup needed yet. You'll work faster, get instant multi-perspective feedback, and boost productivity without quality loss.

https://github.com/carlvellotti/claude-code-pm-course

#python #ai_agents #claude #claude_code #claude_marketplace #claude_skills

Claude Skills offers 66 specialized skills and 9 workflows built for full-stack developers, covering languages, frameworks, DevOps, security, and more. Install easily with `/plugin marketplace add jeffallan/claude-skills` then `/plugin install fullstack-dev-skills@jeffallan`. Skills activate automatically for tasks like JWT auth in NestJS or React components, using context engineering and multi-skill combos for complex projects. This boosts your coding speed, ensures best practices, cuts errors, and streamlines full development—from features to deployment—saving hours daily.

https://github.com/Jeffallan/claude-skills

#other #apple #awesome #awesome_list #awesome_lists #list #mac #macos

This curated list offers awesome macOS apps for audio, backups, developers, productivity, graphics, and more, including many free and open-source tools like BackgroundMusic, Rectangle, and iTerm2. It helps you discover reliable software to boost efficiency, manage windows, edit images, automate tasks, and set up your Mac quickly. You'll save time finding quality apps, customize your workflow, and enhance performance without trial-and-error.

https://github.com/iCHAIT/awesome-macOS

#typescript #cinny #cinnyapp #client #hacktoberfest #matrix #matrix_client #matrix_org #reactjs

Cinny is a simple, elegant, and secure Matrix messaging client with end-to-end encryption and open-source code. Use the web app at app.cinny.in, download the desktop version, or self-host easily via GitHub releases, Docker, or your webserver for full control. This lets you chat privately and modernly without relying on big tech apps, giving you privacy, customization, and easy setup on your own server for secure, ad-free messaging.

https://github.com/cinnyapp/cinny

#typescript #ai #augmentation #humans #productivity

PAI is open-source Personal AI Infrastructure that builds on tools like Claude Code to create your custom AI assistant. It learns your goals, preferences, and history from files like MISSION.md and GOALS.md, uses modular packs for skills like research or security, and improves via feedback in an Observe-Think-Plan-Execute-Learn loop. Install easily with git clone and a wizard for a full system in minutes. This magnifies your abilities, activates your potential, saves time on repetitive tasks, and makes elite AI accessible to everyone—not just experts—helping you achieve more with less effort.

https://github.com/danielmiessler/Personal_AI_Infrastructure

#swift #analysis #analytics #cocoapods #crashlytics #debug #debugger #debugging #hacktoberfest #layout_debugger #leak_detection #log #logs_analysis #networking #performance_analysis #sandbox #swift #swift6 #ui #uikit #view

DebugSwift is a comprehensive toolkit that simplifies debugging for Swift iOS apps by providing real-time monitoring of network requests, performance metrics (CPU, memory, FPS), crash reports, and app resources like keychain and user defaults. It includes interface tools for visualizing layouts with grid overlays and touch indicators, plus memory leak detection and console logging. The main benefit is that you can quickly identify and fix issues during development without leaving your app—just shake your device to toggle the debug panel, making troubleshooting faster and more efficient.

https://github.com/DebugSwift/DebugSwift

#python

Slime is a high-performance framework for post-training large language models with reinforcement learning (RL). It connects Megatron for fast training and SGLang for data generation, powering top models like GLM-4.7, Qwen3, DeepSeek V3, and Llama 3. You get efficient, flexible RL workflows with customizable data tools, cutting training time and boosting model accuracy for research or production—saving resources while achieving breakthrough results in physics, agents, and code generation.

https://github.com/THUDM/slime

#tex

Google DeepMind's Superhuman Reasoning team shares projects like AlphaGeometry (solves geometry proofs), AlphaGeometry2 (IMO silver medal), IMO Bench (math benchmarks with 400+ problems for AI testing after 2025 gold win), and Aletheia (AI agent that verifies and improves math solutions). All under open Apache 2.0 and CC-BY licenses. This helps you access free tools, datasets, and code to boost your AI math research, build better models, or learn advanced reasoning fast.

https://github.com/google-deepmind/superhuman

#javascript #agents #ai #ai_agents #automation #claude #cli #development #framework #fullstack #nodejs #orchestration #typescript

Synkra AIOS is an AI-powered development framework that automates software creation through specialized agents working together in coordinated teams. It uses a two-phase approach: planning agents (analyst, PM, architect) create detailed project specifications, then development agents (Scrum Master, developer, QA) execute those plans with full context preserved throughout. The framework prioritizes CLI-first operations with observability and UI as secondary layers, eliminating common problems like planning inconsistency and context loss in AI-assisted development. You benefit from faster, more coherent project delivery with autonomous agents handling planning, coding, and quality assurance while maintaining architectural consistency and reducing manual coordination overhead.

https://github.com/SynkraAI/aios-core

#python

WiFi DensePose uses WiFi signals and AI to detect human poses in real-time without cameras, tracking up to 10 people at 30 FPS with sub-50ms speed. Its Rust version boosts performance 810x faster, adds fall detection, activity tracking, and a disaster module for finding survivors under rubble via vital signs and 3D location. Install easily with `pip install wifi-densepose` for privacy-safe monitoring in homes, fitness, healthcare, or emergencies—saving lives and enhancing security without visual privacy risks.

https://github.com/ruvnet/wifi-densepose

#typescript

Letta Code is a free, open-source coding tool you install with `npm install -g @letta-ai/letta-code` and run in your terminal. It creates a smart agent that remembers your codebase, preferences, and past work across sessions, learning over time with commands like `/init`, `/remember`, and `/skill`—unlike session-only tools like Claude Code. Switch models like Claude or GPT easily. This helps you code faster as your agent acts like a growing coworker, improving on repeated tasks and boosting performance up to 37% on benchmarks.

https://github.com/letta-ai/letta-code

#cplusplus #ann_search #embedded_database #rag #vector_search #vectordb

Zvec is a lightweight, open-source vector database built on Alibaba's Proxima engine that searches billions of vectors in milliseconds. You can install it instantly with a single command and start using it within seconds—no servers or complex configuration needed. It supports both dense and sparse vector embeddings, hybrid search combining semantic similarity with filters, and runs anywhere your code runs, from notebooks to edge devices. The key benefit is that you get production-grade, low-latency similarity search with minimal setup, making it ideal for AI applications like semantic search, recommendation systems, and retrieval-augmented generation without the overhead of traditional database infrastructure.

https://github.com/alibaba/zvec