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// GLAD LABS · ARCHIVE
The archive.
Every article we've published. In-depth dives across AI, hardware, and the edges where they meet.
Articles
Hunting Ghost 503s and Pipeline Halts
Our biggest fight today was with a series of silent failures that only appeared in the wild. We spent most of the day chasing "ghost"…
Shrinking the Footprint and Cleaning the Pipes
We finally stopped the flashing terminal windows on our desktop by wrapping DeployCheckoutSync in a VBS helper (run-hidden.vbs) to force…
Preventing Schema Drift in CI Pipelines
You know the feeling: a deployment goes through without a single error in the logs. Your dashboards are green. But then you notice your…
Resolving GlitchTip Memory Allocation Errors
When your error tracking starts throwing its own errors, you have a problem. We recently encountered a series of stability issues with our…
Why KV Cache Quantization Matters for Long-Context LLM Inference on Consumer GPUs
If you have tried running LLMs locally, you know that VRAM is the only currency that matters. Whether you are using an RTX 3090 or a newer…
Deterministic Citations and CI Gates for Atom Drift
We spent a good chunk of today fighting "hallucinated" authority in our content. In fix(citations): deterministically strip ungroundable…
Undervolting your GPU for local AI inference: lower temperatures and power draw with negligible speed loss
If you've spent any time running LLMs locally, you know the sound of a GPU hitting 100% load--the sudden ramp-up of fans that sounds more…
Mechanical Keyboard Switches Explained: Linear vs Tactile vs Clicky for Programming and Gaming
If you have spent any time around a developer's desk, you know the sounds. Sometimes it is a muted, rhythmic thumping; other times, it is a…
Surgical Regens and the WSL2 Wedge
We finally shipped previewgate -- component-scoped regen (PR #1851), solving a friction point that had been eating our time for weeks.…
Scaling Your Content Pipeline Without the AI Spam: Introducing Poindexter
Most AI content tools follow a predictable pattern: they take a prompt, generate a wall of mediocre text, and call it "automation." For…