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music-assistant / server

Music Assistant is a free, opensource Media library manager that connects to your streaming services and a wide range of connected speakers. The server is the beating heart, the core of Music Assistant and must run on an always-on device like a Raspberry Pi, a NAS or an Intel NUC or alike.

https://github.com/music-assistant/server
Graphsignal

Graphsignal is a production-scale inference profiling platform that helps engineers optimize AI performance across models, engines, GPUs, and other accelerators. I

https://github.com/graphsignal/graphsignal-profiler
TIRx: An Open Compiler Stack for Evolving Frontier ML Kernels

TIRx introduces an open-source, hardware-native DSL and compiler stack for writing high-performance ML kernels that can keep pace with rapidly evolving AI hardware. Built on Apache TVM, it combines low-level control, compiler-assisted abstractions, and agent-friendly tooling to support expert developers, automated kernel generation, and future accelerator architectures.

https://tvm.apache.org/2026/06/22/tirx
Use AI to not use AI (as much)

Rather than using AI to solve the same problem repeatedly, the author suggests using it to build tools that solve the problem for you. A practical example demonstrates how an AI-generated Python script transformed a one-time GitHub usage analysis into a reusable workflow.

https://www.raymondcamden.com/2026/06/22/use-ai-to-not-use-ai-as-much
Build real agentic apps using CUGA: two dozen working examples on a lightweight harness

Building an agent is mostly plumbing: tools, state, guardrails, scaling from one agent to many. CUGA (pip install cuga), short for Configurable Generalist Agent, the Agent Harness for the Enterprise from IBM handles that, so you write just a tool list and a prompt. We built two-dozen single-file apps to prove it. Read one end to end here, then see how the same agent runs sovereign and go...

https://huggingface.co/blog/ibm-research/cuga-apps
Unlimited-OCR

Unlimited-OCR is Baidu’s open-source OCR model for one-shot long-horizon document parsing, designed to read multi-page documents in a single pass instead of chunking them.

https://github.com/baidu/Unlimited-OCR
Scripting good practices in Python

SummaryYou can make your scripts just a little nicer with some tweaks:Use inline dependencies if ...

https://www.bitecode.dev/p/scripting-good-practices-in-python