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13:36
2026-08-13
dev.to
ai-agents

Why Your Agent Burned $2,800 at 3 AM — and How to See It

A developer built AgentShield, a pre-execution spend firewall for AI agents, after a runaway agent made 21 API calls costing $2,800 at 3 AM. The developer integrated it with Agent-Devtools, a causal d…

13:30
2026-08-13
dev.to
artificial-intelligence

For Structured Data, Retrieval Accuracy Isn't a Model Problem

MongoDB shipped three retrieval features this week: context-aware embeddings, hybrid search, and a native reranker. The developer behind csvql argues that while these features address unstructured dat…

13:30
2026-08-13
dev.to
artificial-intelligence

Evals as Guardrails

In a newsletter issue, a senior software engineer discusses the concept of evals as guardrails in AI development, crediting Dan Shapiro and Nate B. Jones for the framework. The engineer explains that …

13:12
2026-08-13
dev.to
developer-tools

Build a Model Catalog Drift Monitor for Chinese AI APIs

A developer built a model catalog drift monitor for OpenAI-compatible Chinese AI APIs, designed to catch changes in model names, context windows, output limits, and pricing before they cause incidents…

13:09
2026-08-13
dev.to
artificial-intelligence

Explainable System Design

An engineer argues that AI systems should be designed to be interpretable from the start, treating explanation as a core design requirement rather than an afterthought. Using a loan application exampl…

13:06
2026-08-13
dev.to
artificial-intelligence

Letting AI refactor one legacy stylesheet

A developer at Ideebv used Claude to refactor a legacy 1,200-line Sass stylesheet into Tailwind utility classes, accepting 89 lossless spacing translations but rejecting AI suggestions that misread cu…

12:42
2026-08-13
dev.to
developer-tools

Persisting Claude CLI Login Between Container Builds

A developer solved the problem of Claude Code CLI login state not persisting across devcontainer rebuilds by mounting a named Docker volume onto a directory and symlinking the dotfile into it, avoidin…

11:52
2026-08-13
dev.to
artificial-intelligence

AI Won’t Make Us Smarter by Default

A developer argues that while they support LLMs and generative AI, the relationship people are building with these tools could make society less informed and more dependent on systems they don't under…

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