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Choosing the Optimal Hardware for Self-Hosted Coding Agents in 2026
Choosing the Optimal Hardware for Self-Hosted Coding Agents in 2026 If you want to run a coding ag…
AI 80s Photo Generator (2026): Turn Any Selfie into a 1985 Photo
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My LLM eval cried wolf. Here's what I measured.
Disclosure first: I write digline, a small Python library for regression testing LLM applications. T…
Run a Recapture Gate Before Merging Any Model-Written Docs Block
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I Hid a Rule in CLAUDE.md. Only One Reviewer Could Prove It Read It.
"Does your AI code reviewer read CLAUDE.md?" is the wrong question to ask. Almost any of them will s…
10% Labeled Data. 90% Unlabeled. Now What? 🤔
Labels can be expensive—but unlabeled data is everywhere. So how can ML make use of it? https://ml…
Consumer Smartphone or Encrypted Phone? Why Endpoint Security Matters
The security of sensitive communications is often reduced to a simple question: Is the communicatio…
FAQ: Five Myths That Confuse the Model With the Box
Did the model run that, or did a shell? I keep getting that same question in code reviews. A reply …
Claude Model Comparison 2026: Haiku vs Sonnet vs Opus
Originally published at kalyna.pro Anthropic's current lineup — Haiku 4.5, Sonnet 5, Opus 5, and F…
A backend has to fail twice, and one failure is not an outage
The first version of my router failed over on the first error and flapped constantly. The reason tur…
Design WhatsApp — Real-Time Messaging, Delivery Receipts & Presence at Scale (with Production .NET Code)
"Design WhatsApp" flips the usual system-design instinct on its head. Every other design is request/…
The 30–50% violation rate is a baseline, not a verdict
Everyone's reading the new paper as a verdict on agents: frontier models violate ethical constraints…