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"In-depth explorations of software engineering, deep learning, and the technologies that power modern systems."

"Every agentic CLI silently decides what to send the LLM each turn — the whole transcript, just the recent K, a summary of the older parts. Same task, different decision, wildly different cost. We benchmark four representative context-assembly strategies on a real bug-fix fixture, see where catastrophic loops come from when caches die, and walk through how Claude Code, Codex, and opencode each navigate the same trade-offs."

"Google's Model Armor wraps gen-AI calls in a managed safety pipeline you flip on with a flag. This article rebuilds that pipeline from scratch — rule-based filters, classifiers, LLM judges, prompt rewriting, and output moderation — so you understand what each layer actually buys you and where the seams are when you swap pieces into your own stack."

"You inherited an app and can't vouch for what's inside it. Rewriting takes quarters you don't have. This is a layered playbook for hardening it from the outside — secret scanning, a WAF at the edge, bot protection, OSV-Scanner for dependencies, then SAST and DAST — in the order you should add them, and what each layer actually catches."

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