AI Intelligence Archive
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Your CLAUDE.md has zero tests. Here's what happened when I broke mine on purpose.
Claude Code shipped roughly 25 releases last month. My setup, 400 lines of CLAUDE.md, four skills and...
Source: DEV Community · Claude
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EU Child Survey Highlights Reporting Follow-Up as a Priority for Online Platforms
Children want more than a report button when they experience cyberbullying online. Results from an...
Source: DEV Community
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From Joint State-Transition Prediction to Language: A Minimal Predictive Hypothesis of Intelligence
Abstract This paper proposes a minimal hypothesis connecting physical structure,...
Source: DEV Community
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I built 4 tiny AI tools for freelancers instead of one mega-chatbot
Aegis Tools: resume, proposal, outreach, and IG caption utilities for freelancers. USDC on Base.
Source: DEV Community
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Finding the AI Agents That Actually Matter with Leave-One-Out Ablation
Introduction Modern AI systems rarely rely on a single model anymore. A fraud detection...
Source: DEV Community
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A Good AI Workflow Brief Needs More Than a Prompt
Most AI workflow failures do not begin with a bad model response. They begin one step earlier, when a...
Source: DEV Community
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Building Ask Leya: Lessons Learned from Local ONNX Embeddings, Prisma Migrations, and Express Async Handlers
Why build another chat widget? Because every widget I tried either followed a rigid script or...
Source: DEV Community
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AI Didn't Kill the Need for System Design. It Just Made Bad System Design Easier to Ship.
Intro AI Didn't Kill the Need for System Design. It Just Made Bad System Design Easier to...
Source: DEV Community
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I Built a 74-Tool Apple Music MCP Server for Claude & Cursor (Autonomous DJ, Spotify Importer & AirPlay)
What if your AI coding assistant or desktop agent could actually control your music like a pro DJ...
Source: DEV Community · Claude / Cursor
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Generation Got Cheap. Verification Didn't: What AI Actually Changed About Software Development
There are two camps at work right now.One group swears that AI has made them ten times more...
Source: DEV Community
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The Memory Engine Will Become the Enterprise's Next Database
Disclosure: we are the authors of NylonME. This is a piece of opinionated vendor content — but the...
Source: DEV Community
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Building an Edge AI People Counter: The Parts After Detection
A working people counter produces an entry or exit event, not a box drawn around a person. The...
Source: DEV Community
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Same Model, 13.3% to 38.3%
OpenAI changed two API settings on ARC-AGI-3 and GPT-5.6 Sol went from 13.3% to 38.3% while spending six times fewer output tokens. Same model, same weights, same benchmark.
Source: DEV Community · OpenAI / GPT
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Choosing an Agent Memory Engine: A Six-Dimension Evaluation Framework
Disclosure: we are the authors of NylonME. This is naturally a bit of "the seller praising their...
Source: DEV Community
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From 47 to 84: The Full LoCoMo Benchmark Record of the NylonME Memory Engine
Every number in this article comes from reproducible evaluation scripts. Measurement basis: LoCoMo...
Source: DEV Community
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Why AI Is Making Me See More Bad Design — and What My Figma ↔ Code Experiment Taught Me
My name is Olena Ivlieva. My professional path has taken me from UX/UI Designer → UI Engineer →...
Source: DEV Community
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Stratagems #29: Leo Counted 164 Nodes. The AI's Blossoms Had One Root.
Dress a tree in borrowed blossoms, and it looks alive. The roots still tell the truth. — The 36...
Source: DEV Community
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I benchmarked 9 object-detection models on the same GPU — here's what changed
I benchmarked 9 object-detection models on the same GPU — here's what changed Published...
Source: DEV Community
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Start Your React Rule File With State. Here Is How to Write That Section.
A friend of mine decided last spring that he was finally going to write down his coding standards so...
Source: DEV Community
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Mistral Expands Regional AI Inference, Open Models and European Compute Plans
Mistral AI has expanded its sovereignty-focused AI platform with regional inference endpoints,...
Source: DEV Community · Mistral
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I Made Claude Code Prove Billing End-to-End Before I Let It Ship
I’ve been using coding agents for a while, but during the last release of a SaaS project I changed...
Source: DEV Community · Claude
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I gave an agent my posting history. It found a promise I never made.
Every social platform rewards the same thing, and it isn't a secret: showing up regularly. The hard...
Source: DEV Community
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Your AI Search Answer Is Not Evidence. Run the Citation Test.
An AI search answer can be fluent, current-looking, and wrong in a way that takes an hour to...
Source: DEV Community
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Comments Considered Harmful
A stale comment sent Haiku back through a security change 10 times out of 10.
Source: DEV Community
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Interactive AI Eval Dashboards with Data Studio
Welcome to the final entry of our series about designing, analyzing and visualizing AI evals! As with...
Source: DEV Community
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Vine Copulas: Why Everything Falls Together When the Market Crashes
Your correlation matrix is lying to you. Here's the fix — and it comes from insurance math. In...
Source: DEV Community
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Bootstrapping in the Age of Claude Code: How AI Quietly Killed the Old Startup Playbook
I want to tell you about two founders, because I think their story explains this whole shift better...
Source: DEV Community · Claude
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I Tried to Build a Company Where AI Autonomously Finds, Wins, and Delivers Work. Here's Why It Failed.
"Just tell Claude Code what to do, and let AI handle everything — finding leads, qualifying them,...
Source: DEV Community · Claude
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Most 'AI Agents' Are Just If-Statements in a Trench Coat
I built an agent last year, and I was proud of it. It had a planner. It had tools. It had a...
Source: DEV Community
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The 6-Line Fix That Outperformed My Entire Matcher Week
Update — v0.2.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...
Source: DEV Community
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DeerFlow: My Deep Dive into the Open-Source Super Agent Framework
Have you ever found yourself juggling multiple AI models, struggling to get them to collaborate...
Source: DEV Community
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Building an MVP Agentic Tool-Use Bot with Node.js and OpenRouter 🌤️🤖
A deep dive into creating a tool-using AI chatbot MVP that fetches real-time weather using OpenRouter models.
Source: DEV Community
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This week at Romi #2 - Latency and Voice AI
Welcome back to This Last week at Romi. We've been really busy so this post hits a bit late than our...
Source: DEV Community
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A Prompt Is a Specification, Not an Assignment
An assignment says what you want and leaves the executor to go find the facts. A specification carries the facts inside it. That difference decides whether a fact is paid for once or once per executor.
Source: DEV Community
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My Dataset Had a Median That Described Nobody
I run a digital PR agency, which means I have a database of publishers who sell placements: what they...
Source: DEV Community
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If Your Agent Wrote the Test, Ignore the Green Build
A green test suite is not real evidence. It is often a closed argument loop. The same agent wrote...
Source: DEV Community
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Hash the Side-Effect Ledger Before You Accept a Cleanup Refactor
Messy modules rarely break because a pure helper returns the wrong integer on a tidy fixture. They...
Source: DEV Community
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I Keep Trying to Prove ShrekOS Doesn't Need to Exist
Every few weeks I look at the operating system I am building around AI agent security and wonder if I have completely overthought this. Then I go looking for the simpler thing I should have used instead.
Source: DEV Community
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When You Don't Need MCP
The Problem Job postings keep mentioning MCP, as if everyone doing agent development has...
Source: DEV Community
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Gemini 3.8 Flash Changed How I Think About the “Flash” Tier
Gemini 3.8 Flash is interesting to me for a slightly unusual reason. It didn’t get a dramatically...
Source: DEV Community · Gemini