XDA Developers on MSN

I gave a local LLM access to my Docker containers, and it replaced my monitoring scripts

Less hunting. More answers. Same homelab.

Context compression finally works in production: new research cuts LLM input 16x without the accuracy hit

LCLMs compress LLM context before decode — 8.8x faster at 16x compression, beating every KV cache method tested. Open-sourced by NYU and Columbia.
Tech Times

GitHub Copilot CLI Adds Pre-Commit Security Scanner: LLM Inference at the Detection Layer

GitHub Copilot security scanning arrives in the terminal with /security-review, an experimental pre-commit slash command that ...
MSN on MSN

The biggest local LLM on your machine is useless if it can't call a single tool, no matter how many parameters it has

More parameters doesn't always mean more capabilities.