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DevOpsOctober 202611 min read

Grafana MCP Server: OAuth Scopes for Claude Code and Cursor

Grafana Cloud's hosted MCP server has three consent levels, a one-hour access token and a 30-day session. Here is what each means for a coding agent and for CI.

CloudOctober 202612 min read

AWS DevOps Agent: Incident Investigation, Cost and Accuracy

A close reading of AWS DevOps Agent: how it triages and investigates alerts, what per-second billing adds up to, and how to test its 94% accuracy claim.

DevOpsOctober 202611 min read

Grafana Assistant Investigations: Alert-Triggered RCA Setup

Wire Grafana Assistant Investigations to alert enrichment and IRM webhooks, from the docs: scoping, credentials, failure modes and a safe Monday rollout.

AI/MLOctober 202611 min read

LMCache Multi-Process Mode: Shared KV Cache for MoE Serving

LMCache multi-process mode replaces per-rank KV offload with one shared host-memory pool for vLLM DP+EP serving. A close reading of the benchmark, config and limits.

BackendOctober 202612 min read

Envoy AI Gateway Is Now Agent Router: What 1.2 Changes

Envoy AI Gateway became Agent Router. I read the rename post and the 1.2 release notes to see what stayed and what breaks for MCP and credentials.

AI/MLOctober 202612 min read

vLLM Semantic Router v0.4: Mixture-of-Models Routing Guide

How vLLM Semantic Router v0.4 routes one model name across a pool with signals, decisions, algorithms and plugins, and when it beats a static model choice.

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