LLM performance | byteiota

Tag: LLM performance

Data visualization dashboard comparing Colibri inference speeds across CPU-only, M4 Pro, and M5 Max hardware with storage hierarchy diagram

AI & Development

Colibri: Run a 744B MoE Model Locally on 25GB RAM

The headline writes itself: run a 744-billion-parameter model on a laptop. The fine print is ...

September 18, 2026

Abstract visualization showing degraded vs optimized local LLM performance with split configuration panel

Industry Analysis

Local LLM Feels Dumb? It’s Your Config, Not the Model

Local LLM performance issues are almost never the model's fault. Here are the four config ...

August 23, 2026

Bar chart showing LLM agent performance decay across constraint levels L0 to L3 with framework comparison

Industry Analysis

LLM Agent Constraint Decay: Why Real Backends Break AI Code

A new arXiv paper published this month gives AI coding tool skeptics the hard data ...

May 25, 2026

Claude Code quality metrics showing 73% decline

Developer Tools

Claude Code Quality Plummets 73% – Anthropic Admits 3 Bugs

Anthropic confirmed April 23 that three bugs caused Claude Code to degrade for two months. ...

April 24, 2026