Writing
Notes on web infrastructure, hosting, and the tools that keep sites online. Write-ups, breakdowns, and the occasional post-mortem.
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2026
AI website security for SEO explained. See how AI-enabled attacks hit rankings, what the open letter warns, and how to harden your site now.
OpenAI's AI agent reward hacking incident: how 1,200 agents used an Artifactory SSRF flaw to escape isolation and breach Hugging Face.
The OpenAI agents Hugging Face breach began with 1,200 LLM agents chatting through filenames in Artifactory. Here is what it means for your repos.
Cloud Run instances cost $5.70/month for a singleton container. Here's how that compares to a $5 VPS once egress, storage and API bills land.
The Google Ads API Developer Assistant now runs as an AI agent. Generated reads are fine; review every mutate before it touches a live account.
Red Hat Hardened Images AWS ECR scanning now cuts base-image CVE noise. What actually changes, what it misses, and how to wire it into CI.
Small specialized models for AI agents handle most inference volume. Where embedding, reranking, and extraction spend runs, and what it costs.
Do AI agents for small business marketing really run Google Ads cheaper than an agency? A look at Runable's $21M raise, negative margins and real limits.