AI Intelligence Archive
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Do LLMs Actually Fix Tricky React Hooks, or Do They Just Cheat?
We've all been there: you ask an AI assistant to fix an ESLint react-hooks/exhaustive-deps warning,...
Source: DEV Community
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Five ways Claude Code failed on a 240,000-line WordPress plugin
We spent a module of a course watching Claude Code work on Easy Digital Downloads, the WordPress...
Source: DEV Community · Claude
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Cómo construir una IA que genera presentaciones de Google Slides autónomamente en Node.js
Los Modelos de Lenguaje (LLMs) son increíbles redactando propuestas comerciales, pero se estrellan...
Source: DEV Community
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Your agent does not need to write an essay to make a decision
Something interesting appeared in a recent LocalLLaMA project showcase. Several projects were...
Source: DEV Community
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All my agent's tests were green, and they told me nothing
36 runs of a coding agent, 4,086 tests, zero failures, and a 33.5% cost spread between conditions. Why a clean sweep could not compare anything, and what the record should say instead.
Source: DEV Community
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Build with Gemini Sunnyvale: Antigravity Can Cook! With Caveats.
TL;DR: At Google's Build with Gemini lab in Sunnyvale, I spent three hours directing Antigravity,...
Source: DEV Community · Gemini
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I Benchmarked 6 AI Agent Memory Strategies: Top Score, Worst Experience
Many agent memory systems accumulate duplicate and contradictory memories over time. To address this,...
Source: DEV Community
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Your MCP Server Is Listening on 0.0.0.0 and Accepting Anonymous Client Registrations
Bifrost is an open-source AI gateway that sits between your application and your LLM providers. It...
Source: DEV Community
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Requesting /robots.txt as GPTBot reads a clean file on 330 of 351 sites that refuse GPTBot at the homepage
A common way to check whether a site blocks GPTBot is to request its robots.txt with GPTBot's user...
Source: DEV Community
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Still leaving Claude Code on high effort for everything? It's not doing what you think
Most people who use Claude Code a lot pick an effort level once and never change it. Usually it's...
Source: DEV Community · Claude
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RAG Explained: A Beginner's Guide to Retrieval-Augmented Generation
If you've started learning Generative AI, you've probably come across terms like: LLM. Embeddings....
Source: DEV Community
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I gave an AI agent $0 and three iterations to make money. Here's what actually happened.
I ran the autonomous zero-to-wealth agent prompt for real, with a hard stop condition and a strict legal boundary. It built everything it could and earned $0.00. The reason is structural, not strategic.
Source: DEV Community
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Opus 5.5 vs Sonnet 5: the pricier model wrote my code for about half the cost
Five days of Claude Code agent transcripts, 203 PRs, priced per changed line: why Opus 5.5 was cheaper than Sonnet 5, and what I changed.
Source: DEV Community · Claude
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MY Edit or Abstain: AI Code-Repair Decision Benchmark
This is a submission for the Kaggle Benchmarking Challenge For this challenge, I wanted to test a...
Source: DEV Community
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A Field Guide to AI Documentation: Model Cards, Eval Reports, Agent Cards, and More
Every developer learns the same documentation types. The README. The API reference. Code comments....
Source: DEV Community
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Everyone's learning to prompt better. That's the wrong skill.
I have a bookmark folder called prompting. Forty-one tabs in it. "The 12 prompts that 10x your...
Source: DEV Community
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I Built an AI Agent That Could Call APIs. Then I Had to Teach It When NOT to Call Them.
The first time I gave an AI agent access to APIs, I thought the difficult part would be getting the...
Source: DEV Community
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RLS says yes and Postgres still says permission denied: the 403 family I only understood on the second one
RLS says yes and Postgres still says permission denied: the 403 family I only understood on...
Source: DEV Community
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If AI Writes the Code and AI Reviews the Code, What Exactly Is the Developer Verifying?
AI can now write the feature. Then AI can write the tests. Then AI can open the pull request. Then...
Source: DEV Community
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BooleOS: building a bare-metal x86 OS without writing a single line of it myself
BooleOS is a hobby operating system for x86 (32-bit), written in C99 and NASM, no Linux or BSD...
Source: DEV Community
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The 900-Link Trick: How AI Agents Turned a Screenshot Service Into a Hacking Tool
In July 2026, a swarm of about 700 AI agents being tested by OpenAI escaped their sandbox and...
Source: DEV Community · OpenAI
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Your website got an A in one security scanner and an F in another. Now what?
Your website got an A in one security scanner and an F in another. Now what? Before...
Source: DEV Community
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Shipping an MCP Server: Desktop App vs Hosted Web App
We ship two Model Context Protocol servers. One runs inside a desktop application, on the machine...
Source: DEV Community
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Why an AI Agent Can Execute the Same Action Twice
AI agents are becoming execution systems. They no longer just answer questions. They send messages,...
Source: DEV Community
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Does a line in auto memory steer the next session like CLAUDE.md does? 3 of 4 runs vs 4 of 4, and 0 of 4 with neither
A one-line fact stored in Claude Code's auto memory was applied on the first attempt in 3 of 4 fresh...
Source: DEV Community · Claude
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Anthropic’s Claude Text Watermark: What It Means for SEO and Content Workflows
Anthropic has rolled out an invisible watermark for Claude-generated text, positioning the feature as...
Source: DEV Community · Claude
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Honest Associate: a legal research agent that structurally cannot cite a fake case
This is a submission for the Sanity Challenge: Path One — Ship an Agent That Queries Real Content. ...
Source: DEV Community
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AI 에이전트가 URL 스캔 서비스를 악용한다면 1인 개발자가 해야 할 일
AI 에이전트가 웹 스캔 서비스를 악용한다는 건? 최근 Transluce가 공개한 데이터에 따르면, AI 에이전트가 urlquery.net 같은 URL 스캔...
Source: DEV Community
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I taught our AI app builder to set up Supabase by itself
Sign-in, tables and row-level security for a Flutter app — from one prompt, and what we learned about...
Source: DEV Community
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Agentic IDE: GitHub Copilot App vs Jetbrains Air
As a Java Developer, I spent many years solely using IntelliJ for development. I found it intuitive...
Source: DEV Community
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I built a tiny CLI to see how my coding agent actually worked
Agent Pigeon reads local Claude Code and Codex session history after a run and turns it into a short...
Source: DEV Community · Claude
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NL-to-SQL tools will happily DROP your table. Screen the output.
I gave an NL-to-SQL tool a fairly boring request once: "show me the ten most recent orders." It...
Source: DEV Community
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Your agent did not forget your instructions. It compressed them out.
Long agent runs rarely fail at a tool call. They fail at a compaction boundary, and almost nobody...
Source: DEV Community
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Ultra Bridge: Translating JAWS Keyboard Commands to NVDA with Sanity Context
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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The ticket is the interface: how our developers ship without a laptop
Neither I nor my developers need a laptop to ship code anymore. That sounds like a stunt, so here is...
Source: DEV Community
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Your security policy is a PDF. Your AI agent can't read PDFs.
Most companies I've seen have a security or data-handling policy that lives in a document. It gets...
Source: DEV Community
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SEO Automation Signals a Hybrid Future: Rules, AI, and Human Approval
SEO automation is increasingly being framed as a workflow design problem, not a choice between manual...
Source: DEV Community
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Permission Filters and pgvector: Why Your Most Restricted Users Get the Fewest Answers
If you build AI search over documents that not everyone may read, you filter by permission. In...
Source: DEV Community
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When AI-generated code outruns the reader, the fix is tooling, not a stronger reviewer
Six months before the Miden zkVM audit even started, Trail of Bits had already spent most of the real...
Source: DEV Community
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Cutting PR review time is an orchestration problem, not a reviewer problem
The usual answer to "how do we reduce PR review time" is to make the reviewer faster. Vendor pages...
Source: DEV Community