AI Intelligence Archive
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I parsed 559 public CLAUDE.md files. Most of what's in them isn't rules.
I've been building a tool that checks whether Claude Code actually followed the rules in your...
Source: DEV Community · Claude
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On‑the‑fly harnesses boost LLM agents
Custom harness generation at inference time can lift LLM‑agent success rates by as much as twenty...
Source: DEV Community
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Execution Trees, Not More Logs: A Better Debugging Model for AI Agents
A flat log can tell you that five things happened. It often cannot tell you which operation caused...
Source: DEV Community
TutorialsOrdinary
How to Evaluate AI Tools Before Adding Them to Your Stack
AI tools are becoming part of almost every modern workflow. Developers use them for coding,...
Source: DEV Community
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The one place in OpenClaw's tool path where a write can still be stopped
The one place in OpenClaw's tool path where a write can still be stopped Falsifier, up...
Source: DEV Community
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5 Ways my new AI WordPress Workflow Actually Speeds up Development (and what it doesn't)
My AI WordPress workflow helps me finish the parts of a custom WordPress build I already know how to...
Source: DEV Community
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The call transfer that reported success and rang nobody
Our voice agents can hand a live phone call to a human. Getting there took two rewrites, and the...
Source: DEV Community
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O prompt de AppSec que eu criei achou 4 gaps de segurança
Pessoal, eu quase mandei uma lista de 23 "vulnerabilidades" para projetos de software livre. Esses...
Source: DEV Community
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OpenAI's Astra Crosses the "Critical" Cybersecurity Threshold: AI Agents Need Stronger Execution Boundaries
OpenAI announced Astra, an upcoming AI model that the company says has reached its internal threshold...
Source: DEV Community · OpenAI
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⚡ Meet Minomeet: The Zero-Bot, 100% Private AI Meeting Copilot (Built with React & Node.js)
⚡ Meet Minomeet: The Zero-Bot, 100% Private AI Meeting Copilot Every day, knowledge...
Source: DEV Community
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AWS SAP-C03 and DVA-C03: What We Know So Far (GenAI and Agents Are In)
AWS has announced revisions to two of its most popular certifications: Solutions Architect –...
Source: DEV Community
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The AI Had an Authoritative Source. It Was Still Wrong.
These articles come from lessons learned while building Eterna Clarity and the operating system I use...
Source: DEV Community
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An AI agent almost made me run `rm -rf` — so I built a verifier for AI code published: false
Last week an AI coding agent wrote me a small "helper" function. It looked completely reasonable....
Source: DEV Community
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Two writers, one append-only ledger: the git conflict one .gitattributes line fixed, and the files it would have corrupted
Two things write to the same file in our repo: a Claude Code session that records every quote post,...
Source: DEV Community · Claude
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Google’s New AI Search Guidance Puts Unique Content at the Center of SEO Strategy
Google has published new guidance for optimizing websites for generative AI experiences in Google...
Source: DEV Community
PerspectivesOrdinary
kicking off the biggest SlopCodeBench run to date tonight - we're testing the FULL benchmark on Fabl…
Source: X:Dex Horthy(HumanLayer)(@dexhorthy)
TutorialsOrdinary
SWE-bench Is Not Contaminated — But Its Test Files Were Public Years Before the Fixes
Every AI coding benchmark gets the same accusation eventually: "the model has seen the answers." For...
Source: DEV Community
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OpenAI’s Astra Roadmap Signals a Safety-Gated Next Model, but Key Details Remain
OpenAI’s public model roadmap points to a new phase of frontier AI development in which capability...
Source: DEV Community · OpenAI
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What Actually Happens When Whisper Runs in Your Browser?
A “browser-based transcription tool” can mean two very different things. In one version, the browser...
Source: DEV Community
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A credential fetch is a read: the containment guard your write-target sandbox was missing
A credential fetch is a read: the containment guard your write-target sandbox was...
Source: DEV Community
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Google Brings Expert Intelligence to Gemini Notebook With Google Play Books
Google has expanded Gemini Notebook with Expert Intelligence, an initiative that lets users ground...
Source: DEV Community · Gemini
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7 of My 8 Claude Code Agents Had Zero Calls in 30 Days: Finding Dead Agents Automatically
I had eight custom agents defined in Claude Code. When I finally counted, seven of them hadn't been...
Source: DEV Community · Claude
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EKS vs ECS vs Fargate: Choosing AWS Container Compute
"Should we use EKS?" is one of the most over-answered-with-yes questions in AWS. Kubernetes...
Source: DEV Community
TutorialsOrdinary
O prompt de AppSec que eu criei achou 1 gap em 174 rotas.
Pessoal, eu quase abri uma issue com uma lista. O modelo tinha devolvido XSS, CORS, CSP, um SVG...
Source: DEV Community
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I don't review AI code. My build does.
Reading every diff at generation speed isn't review, it's skimming. Here is the 169-line verifier that gates this site, and the bug behind every check in it.
Source: DEV Community
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The blast radius rule for AI coding
How I decide what an AI agent may change on its own — sorted by what a mistake costs to undo, not by how hard the task is. Three zones, and the check for each.
Source: DEV Community
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10 MCP Servers Worth Adding to Your AI Coding Workflow in 2026
Introduction I am a big fan of the Model Context Protocol. MCP keeps getting better, and I...
Source: DEV Community
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Four Ways a Batch Runner Can Believe It Already Finished
On 16 March 2026 the batch runner for our content pipeline landed in a single commit. That commit...
Source: DEV Community
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How We Built a Weather-Aware Daily Recipe Pipeline With FastAPI
Fancy Fox publishes one AI-assisted seasonal recipe idea each day. What began as a linear prompt...
Source: DEV Community
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The Edit That Fixed 4 Tasks and Broke 1
AgentSelfEdit is an open-source sidecar that rewrites its own system prompt from execution feedback....
Source: DEV Community
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From Software Engineer to AI Engineer - Part 5: Scaling your tool belt
We learned about tools and wrote them ourselves. This is cute, but an application writing all of its...
Source: DEV Community
TutorialsOrdinary
Stop drawing the graph: reactive agents over versioned artifacts
A reactive, artifact-driven agent runtime — agents react to state changes instead of following a graph. Deterministic, versioned, accountable by default.
Source: DEV Community
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ChatGPT Connects to Health Records, Bringing AI Closer to Clinical Workflows
OpenAI is moving ChatGPT closer to the clinical systems healthcare teams use every day. The company...
Source: DEV Community · OpenAI / ChatGPT
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I Built an API That AI Agents Pay in USDC — Full x402 Walkthrough (27 Endpoints, Real Transactions)
I built an Express API that AI agents (or humans, or anything with fetch) can pay per call, in USDC,...
Source: DEV Community
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WP Engine AI Bot Blocks Put Fetchability at the Center of GEO Audits
A website can be indexed, receive search traffic, and show no obvious issue in standard SEO tools...
Source: DEV Community
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I tested Claude Code's memory against mine. They are not doing the same job.
Proof over claim Last time I described the hour a platform shipped the feature I had spent months...
Source: DEV Community · Claude
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What Agent Frameworks Hide: I Built One From Scratch to Find Out
Every "build an AI agent" tutorial starts the same way pip install langchain, import a few classes,...
Source: DEV Community
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OpenAI Prism Launches a GPT-5.2 Workspace for Scientific and LaTeX Writing
OpenAI has launched Prism, a free AI-native workspace for scientists to write, revise, collaborate...
Source: DEV Community · OpenAI / GPT
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Running the whole company on AI: the big picture
Let me tell you our starting point, precisely. Our beginning was not "people make the judgment." Our...
Source: DEV Community
TutorialsOrdinary
I Tried Needle2 for Local Tool Calling. I Ended Up With llama.cpp + Granite
I’ve been working on a small experiment around a semantic shell. The basic idea is that the user...
Source: DEV Community · Llama