Stop Calling Failing Destinations: A Python Circuit Breaker Implementation and Verification Workbook

Even when an external API is failing, you continue to attempt the same connection with every new request. Even if individual ...

Why doesn't log aggregation get even a second faster even though I increased Python threads to 8?

Hello, it's Oudon🍜After the udon shop closes. I'm going to aggregate today's order logs using Python.Manager (Oudon): "It's ...
XDA Developers

I connected my local LLM to Discord, and now I can reach it from anywhere without opening a single port

I've spent a lot of time making my local LLMs faster. I run Lemonade on a Strix Halo box in my home lab, and it's genuinely ...
xenospectrum

AI Agents Put CPUs Back in the Spotlight: What a New Study Shows About Tool Calls and GPU Idle Time

Why do so many AI agent tool calls run on the CPU? Drawing on NVIDIA's CUDA guide and a research paper: GPUs can execute branches, and divergent branches run one after another. In SWE-Agent, doubling ...
marktechpost

Agent Harness vs Agent Framework vs MCP: Which Layer Owns the Loop, State, Tools, Permissions, and Recovery

The table maps each responsibility to the layer that owns it by default. “Owns” means the layer defines and enforces the behavior. “Exposes” means the layer surfaces a hook but does not decide policy.