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Dev.to

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06:20
2026-07-25
dev.to
large-language-models

Your LLM Fallback Probably Isn't a Fallback

A developer's LLM gateway failed when DeepSeek retired two API model names at a V4 cutover, causing all model calls to return HTTP 400. The fallback configuration shared the same provider and API key,…

06:17
2026-07-25
dev.to
ai-agents

389 Tests Passed. NIST Still Caught the Bug.

A developer testing an AI agent's calculator tool found that a mutation changing multiplication to addition in a Rust library still passed 389 of 390 tests, with the sole failure caught by NIST's cert…

06:07
2026-07-25
dev.to
machine-learning

Inside the LSTM: An XAI Field Guide to Weather Prediction

A developer demonstrates how to train an LSTM on daily temperature data and apply three explainability methods—permutation importance, SHAP, and Integrated Gradients—to interpret the model's predictio…

06:01
2026-07-25
dev.to
developer-tools

Your App Stops Being an App the Moment Someone Pays You

A developer recounts how building and operating real services taught them that software development is not just about coding but about judgment and responsibility, especially after the first payment. …

05:28
2026-07-25
dev.to
artificial-intelligence

Model Context Protocol Adopts Stateless Architecture

The Model Context Protocol (MCP) is adopting a stateless architecture in its upcoming release, removing protocol-level sessions to simplify deployment across standard cloud infrastructure. This archit…

05:28
2026-07-25
dev.to
artificial-intelligence

Microsoft Agent Framework Consolidation Impacts Enterprise AI

Microsoft consolidated its AI developer tools into a single Agent Framework, reaching general availability in early 2026. The move ends debates between Semantic Kernel, AutoGen, and Foundry, providing…

05:27
2026-07-25
dev.to
artificial-intelligence

Google reengineers data center hardware for AI agents

Google is overhauling its global data center architecture to support autonomous AI agents, which require persistent, multi-step processing. The company's facilities now process over 3 quadrillion toke…

05:27
2026-07-25
dev.to
artificial-intelligence

Quantum AI Memory Enhancement

A new research framework uses the geometry of quantum states to help quantum machine learning models retain previously acquired knowledge while simultaneously learning new tasks. The study introduces …

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