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17:09
2026-08-16
dev.to
developer-tools

A Detector That Only Ever Says "Clean" Proves Nothing

A developer discovered that a code-scanning probe written for their coding agent failed to detect a script whose control label was in uppercase, returning a plausible but incorrect count. The incident…

16:41
2026-08-16
dev.to
artificial-intelligence

Your Small Business Agent Does Not Need Every Tool

A developer argues that small businesses should not expose every available tool to their AI agents, but instead provide a narrow, task-specific set to reduce ambiguity and errors. The post recommends …

16:13
2026-08-16
dev.to
artificial-intelligence

Your AI Doesn’t Have Amnesia – It Has a Storage Problem

A developer argues that AI tools' memory fragmentation across platforms like ChatGPT, Claude, and Cursor creates a hidden productivity tax, and proposes a semantic memory graph as a solution. The post…

15:58
2026-08-16
dev.to
machine-learning

Semantic Cache in AI Tokenomics

A developer built a semantic cache for a support bot that answers repeated questions, addressing the problem that exact-match caches rarely hit because users phrase the same question differently. The …

15:21
2026-08-16
dev.to
artificial-intelligence

Unpopular Opinion: Why I’m an AI Skeptic

A cloud architect with a background in infra-security expresses skepticism about the current AI hype, arguing that generative AI is often added to applications without clear value. The engineer, who u…

15:16
2026-08-16
dev.to
artificial-intelligence

The Model Didn’t Get Dumber. My Agent Skills Got Stale.

A developer found that their AI coding agents performed worse after upgrading to newer models like Claude Opus 5 and GPT-5.6, but an audit revealed the issue was stale custom prompts, not model regres…

15:11
2026-08-16
dev.to
large-language-models

How Much VRAM Do You Really Need for Local LLMs?

A developer's guide explains how to calculate VRAM requirements for running local large language models, emphasizing the importance of quantization. The post provides a simple equation and tables show…

14:54
2026-08-16
dev.to
artificial-intelligence

The Next AI Engineering Shift: From Prompts to Loops to Graphs

AI engineering is evolving from prompt engineering to loop engineering to graph engineering, according to a developer's analysis. The shift reflects the increasing complexity of AI systems, moving fro…

14:39
2026-08-16
dev.to
artificial-intelligence

The Official DeepSWE Number Is Footnoted to DeepSeek Harness

DeepSeek released its V4-Pro model and an open-source developer tool, DeepSeek Harness, on August 13. The official DeepSWE score for V4-Pro is 62.7, up from 12.8 for the preview, with the footnote ind…

14:29
2026-08-16
dev.to
artificial-intelligence

Answer engine optimization: the same work, a clearer name

A developer at en.bultibulti.com analyzed search volume data from Google's keyword planner to show that the terminology for optimizing content for AI answer engines is still unsettled, with terms like…

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