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21:57
2026-08-09
dev.to
large-language-models

Designing tools an LLM won't misuse

A developer from Loop & Retry argues that most LLM agent bugs stem from poorly designed tools rather than the model itself, and outlines four properties—legible schemas, validating boundaries, recover…

21:56
2026-08-09
dev.to
large-language-models

Debugging a failed agent run costs more than the run itself

An engineer from Loop & Retry argues that debugging a failed LLM agent run is far more expensive than the run itself, because agent failures are stochastic and non-reproducible, forcing engineers to p…

21:48
2026-08-09
dev.to
ai-agents

How to stop a Claude Code agent writing outside a directory

A developer detailed how to prevent Claude Code agents from writing outside designated directories using PreToolUse hooks, explaining that permission rules alone are insufficient for fine-grained cont…

20:10
2026-08-09
dev.to
ai-safety

What We Check Before Shipping an LLM Integration to a Client

An engineering team has published a pre-shipment checklist for LLM integrations, detailing security probes for prompt injection, data exfiltration, and output-layer vulnerabilities. The checklist incl…

19:56
2026-08-09
dev.to
developer-tools

Trending Azure Dev Tools & Tutorials: August 2026 Edition

Microsoft's .NET Aspire 9.2 now integrates with Azure Container Apps via the 'azd up' command, enabling developers to deploy distributed applications, including AI agents, from a single AppHost file. …

19:54
2026-08-09
dev.to
artificial-intelligence

Why Java Is a Great Choice for AI Development

Java is a strong choice for AI development in enterprise settings, offering mature frameworks like Spring Boot and Spring AI to integrate AI capabilities into existing systems. The tutorial demonstrat…

19:54
2026-08-09
dev.to
ai-products

Why your health app should never upload raw audio

A developer argues that health apps recording audio should never upload raw audio to the cloud, citing privacy risks and legal liabilities. The post outlines three tiers of data handling, advocating f…

19:40
2026-08-09
dev.to
machine-learning

Top Dev Tools & Tutorials of the Week: August 10, 2026

This week's top developer tools include TensorFlow Quantum 2.0, PyTorch Lightning 1.8, Azure AI SDK for Go 1.0, CLIMA, and Django AI, each offering new capabilities for machine learning and AI integra…

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