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#python #csi #diy #esp_32 #espectre #home_assistant #motion_detection #wifi #wifi_sensing

ESPectre is a cheap motion sensor that uses Wi‑Fi signal changes on an ESP32, so you do not need cameras, microphones, or wearables, and it works with Home Assistant through ESPHome.[user text] Set it up in about 10–15 minutes with basic YAML, use your normal 2.4 GHz router, and place the sensor about 3–8 meters away for best results.[user text] This helps you add private, low-cost motion detection for security, lights, energy saving, or room monitoring.[user text]

https://github.com/francescopace/espectre
#swift

`container` is a Mac tool for running Linux containers like light virtual machines, made for Apple silicon and using standard OCI images, so you can run, share, and move containers with common registry tools. It needs macOS 26 and Apple silicon, is installed with a signed package, and can be started or removed with simple commands; this helps you test apps locally, move them between systems, and manage them more easily.

https://github.com/apple/container
#typescript #ai #ai_agents #ai_memory #anthropic #artificial_intelligence #claude #claude_agent_sdk #claude_agents #claude_code_plugin #claude_skills #codex #embeddings #long_term_memory #memory_engine #openclaw #openclaw_skills #postgres #rag

Hivemind is a shared memory system for coding agents that saves prompts, tool calls, and replies, then turns repeated patterns into reusable skills for the whole team. It can make agents faster and cheaper, improve recall, and help you search past work, reuse solutions, and keep team rules and goals in one place.

https://github.com/activeloopai/hivemind
#go

AgentsView helps you browse, search, and track costs for AI coding agents in one local app, with no accounts and data kept on your machine. It can quickly show token use, daily spend, session details, and searchable chat history across many agents, so you can save time, control costs, and find past work fast.

https://github.com/kenn-io/agentsview
#python

SkillSpector scans AI agent skills before you install them and flags risky code, hidden instructions, data leaks, and other security problems, using fast checks and optional AI review. It can scan folders, files, Git repos, and zip files, and it gives an easy risk score plus clear advice so you can decide whether a skill is safe to use.

https://github.com/NVIDIA/SkillSpector
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#python

SIA is a tool that helps an AI system improve itself by using three parts: a meta-agent that sets up the task, a target agent that tries the task, and a feedback agent that studies the results and makes the next version better. This can help you test AI on your own tasks, track progress across generations, and see what changes improve performance.

https://github.com/hexo-ai/sia
#python

Music Assistant is a free, open-source tool that manages your music library by connecting to streaming services and speakers. It runs best on an always-on device like a Raspberry Pi and works seamlessly with Home Assistant for smart automation. The benefit to you is effortless control over all your music sources in one place, plus the ability to create automated routines (like playing music when you arrive home) without needing complex coding skills.

https://github.com/music-assistant/server
#tex #book #boulder #cu #robotics

This book is a textbook about the main ideas behind autonomous robots, and its source code can be used for non-commercial purposes with credit, but compiled copies cannot be posted online. You can make your own PDF with LaTeX or Overleaf, and the book can be cited in standard academic form. The benefit to you is access to a practical robotics resource you can study, teach from, and compile for personal use.

https://github.com/Introduction-to-Autonomous-Robots/Introduction-to-Autonomous-Robots
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#python #hacktoberfest #python #test #testing #unit_testing

pytest is a free, open-source Python testing tool that helps you write small tests quickly and also handle bigger, more complex test suites. It gives clear failure messages, finds test files and functions automatically, and supports fixtures, `unittest`, and many plugins, which helps you catch bugs faster and write tests with less effort.

https://github.com/pytest-dev/pytest
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