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RAG Is Burning Money — I Built a Cost Control Layer to Fix It
TL;DR a full working implementation in pure Python, along with benchmark results from a local setup. RAG systems do not fail only on quality. They…
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Five Questions About Chronos-2, the Time Series Foundation Model
mainstream. We first saw them in language, then vision, and now also…
Meet mKernel: A Multi-GPU, Multi-Node Fused Kernel Library for GPU-Driven Communication
GPU communication overhead is a measurable bottleneck in production AI workloads. According…
Hexo Labs Open-Sources SIA: A Self-Improving Agent That Updates Both the Harness and the Model Weights
Most AI agents stop improving once a human stops tuning them. The…
How to Design an End-to-End Ansible Automation Lab with Playbooks, Inventories, Roles, Vault, Dynamic Inventory, and Custom Modules
import os, sys, subprocess, textwrap, stat BASE = "/content/ansible_lab" if os.path.isdir("/content") else…
Anthropic Ships Claude Opus 4.8 Alongside Dynamic Workflows and Cheaper Fast Mode, With Workflows Capped at 1,000 Subagents
Anthropic just launched Claude Opus 4.8. Also, there two Claude Code updates…
Liquid AI Releases LFM2.5-8B-A1B: An On-Device MoE Model With 8.3B Total and 1.5B Active Parameters
Liquid AI just shipped LFM2.5-8B-A1B. It is an on-device Mixture-of-Experts (MoE) model…
DiffuJudge-AV: A Diffusion-Inspired Framework for Calibrated AV Video Evaluation
Like a Noisy Sensor. It Changed Which Autonomous-Driving Evaluator I Would Ship.…
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