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Dev.to

Span attributes that catch LLM cost regressions before billing does

The default OTel + OpenInference span has llm.tokens.input and llm.tokens.output as numeric...

#observability#ai#llm

6/2/2026

Dev.to

Two supply-chain attacks in one week — here's what to actually fix in your CI

On May 18, 2026, between 11:36 and 17:48 UTC, the TeamPCP threat group compromised 5,561 public...

#devops#security#github

6/2/2026

Dev.to

I shipped 7 production MCP server Actors in two weeks — here's what the docs don't tell you

The non-obvious Apify Standby and PPE patterns that accumulate after shipping 7 production MCP Actors: webServerMcpPath, pay_per_event.json placement, the 406 pass, Dockerfile clobber guard, and more.

#mcp#apify#python

6/2/2026

Dev.to

I call my homelab on the phone and an AI agent picks up and runs my infra

I wired my scattered homelab labs — RAG, WhatsApp, K3s, a realtime avatar — behind one voice agent I call over Telegram. It sees my screen, runs kubectl, browses the web, and delegates the heavy stuff to Claude Code. Architecture, demo, and honest tradeoffs of the on-prem approach.

#devops#kubernetes#ai

6/2/2026

Dev.to

Problematizing Split-Brain Vulnerabilities: Tri-Regional Consensus Topologies Across AWS and Azure

to commit, inspect the MTU (Maximum Transmission Unit) sizes across the cross-cloud VPN or Direct...

#azure#aws#terraform

6/2/2026

Dev.to

How Terraform and Helm Split Responsibilities in a Kubernetes CI/CD Pipeline

Introduction Anyone working with Kubernetes for a while will likely face a version of the...

#devops#terraform#helm

6/2/2026

Dev.to

Part 3: GEM Mechanism and Object Lifecycle

In the previous lecture, we explored how the i915 driver initializes the GPU and establishes a...

#linux#graphics

6/2/2026

Dev.to

Part 2: Lighting Up the GPU

In the previous lecture, we took a macroscopic look at the structure of the Linux graphics stack....

#c#linux#systems

6/2/2026

My Posts

Community Outreach: Valkyries Give Back

How the Valkyries are connecting with fans and communities across the Bay Area.

2/5/2026

Building a Championship Culture

Inside the Valkyries' approach to building a winning culture from the ground up.

2/5/2026

Featured

Valkyries Dominate Home Opener

A sold-out Chase Center witnessed history as the Valkyries secured their first home victory.

2/5/2026