AI Intelligence Archive
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Your SKILL.md is production config. Test it like one.
Your SKILL.md is production config. Test it like one. You maintain agent skills — the...
Source: DEV Community
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What a 401 Means to an MCP Client
Twice in this series, a client refused to connect to a working MCP server, and both refusals looked...
Source: DEV Community
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My Journey to Becoming a Microsoft Innovative Educator Expert
Hi, I'm Duke from Nexus, I’m proud to share a meaningful milestone in my professional journey: I...
Source: DEV Community
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Should you harness the harness: what Archon is, and how you use it
What using a workflow engine is like: the front doors, the reusable pieces, the five claims Archon makes for itself, and the rough edges that come with it.
Source: DEV Community
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LimeWire just dropped an unhinged manifesto on the AI industry - and they’re terrifyingly right
Like most developers who survived the 2000s, seeing the name LimeWire in 2026 usually triggers a mild...
Source: DEV Community
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Compute as Currency: The IAM Failure in the Agentic Economy
Autonomous workloads under resource constraints develop independent incentive structures. The AI...
Source: DEV Community
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A prompt told me my tool was built on a product that doesn't exist
I ran a comparison prompt against Gemini to see how it described the CLI I maintain. It came back...
Source: DEV Community · Gemini
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Your agent issued a €1,180 payment. Your traces can't prove it.
A claims-processing agent read a file, checked a policy, and issued a €1,180 transfer. The function...
Source: DEV Community
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Your AI Agent Has Too Many Permissions: A Practical Guide to Not Getting Burned
Somewhere right now, an AI agent has a standing API key with more access than the intern you'd never...
Source: DEV Community
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The Navier–Stokes Problem Has Survived for a Century. Did AI Find Something New?
Imagine dropping a small stone into a perfectly calm lake. You see the ripples moving outward. It...
Source: DEV Community
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I Asked AI to Review My Code. It Found Bugs I Didn't See.
For a long time, I used AI in software development for one primary purpose: Write the code. Give it...
Source: DEV Community
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The rule that killed "Just Start Coding" at our Hackathon
GDG Basilicata and the IEEE Student Branch at the University of Basilicata, together with the...
Source: DEV Community
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MODELAIR Uses AI-Powered 3D Digital Twins for Street-Level Air Quality Insights
The EU-funded MODELAIR project is developing AI-enabled 3D digital twins designed to predict urban...
Source: DEV Community
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"What 22 Days of Building AI Systems Taught Me: Grounding, Evals, and Control"
What 22 Days of Building AI Systems Taught Me: Grounding, Evals, and Control I started...
Source: DEV Community
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An Introduction to Wontopos, the Memory API I Work On
My posts here so far have only been about the benchmark I'm working on. This time I want to introduce...
Source: DEV Community
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Your Agent's Retry Logic Is an Event-Driven Systems Problem
Most of the event-driven architecture I've built started the same way: a synchronous call chain that...
Source: DEV Community
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Nvidia Just Let Rust Into CUDA. Here's Why That's a Bigger Deal Than It Sounds
Nvidia shipped two native Rust tracks for writing CUDA kernels — cuda-oxide and cutile-rs. No FFI, no wrapper, compiler-enforced memory safety on the GPU. Here's what it does, what it doesn't, and why the moat conversation just changed.
Source: DEV Community · NVIDIA
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01. Why build your own at all
I am building a home AI platform. Not a chat with a model, a platform: you give it a task, close the...
Source: DEV Community
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How I built an AI code reviewer that knows when to shut up
Every AI code reviewer I tried had the same problem: it wouldn't stop talking. Rename this. Add a...
Source: DEV Community
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What happened when an agent paid for storage with no account (x402 in practice)
I built a small service for AI agents: store a JSON blob or a file, get it back later, or hand it to...
Source: DEV Community
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The Agent That Cached an Authorization Decision: A Take-Home Packet
A cache that stores an allow decision without a revocation epoch is not an optimization at all. It is...
Source: DEV Community
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Give Free Capacity a Deadline
Give free capacity a deadline, or it will spend yours. A token counter cannot tell you that the job...
Source: DEV Community
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How I post every day without a content team (or a lying robot): the writer pipeline that turns real work into blog posts
I publish a homelab post most days. I don't have a content team, I don't have a backlog of...
Source: DEV Community
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German Sentiment Analysis with BERT: nlptown vs oliverguhr on 20 Real Sentences
A support team reading reviews in five different languages just marked an angry customer as...
Source: DEV Community
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Query Fingerprints or Literal Text Diffs: A Debate for Agent SQL Regression
A Tuesday review queue held three agent rewrites of the same reporting query, each formatted...
Source: DEV Community
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A Later Green Is Not a Method: A Myth-Busting FAQ
Consider a backend team that left an unsupervised coding agent running overnight against a flaky...
Source: DEV Community
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The Machine That finally Wake Up
The screen stayed black. I had rebooted the laptop without really thinking about it. Just a normal...
Source: DEV Community
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✨ AI Workflow for Identifying and Updating Liquidation Cascade Criteria
To get the agent code, run npx @backtest-kit/cli --init --output my-project Previously I wrote...
Source: DEV Community
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Building AI-Powered Integrations with MCP Servers: A Complete Tutorial
Model Context Protocol (MCP) Servers: A Complete Guide to Building AI-Powered Integrations Author:...
Source: DEV Community
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I didn't come to Claude through code. I came through a 10 a.m. routine.
Most people I know got to Claude through code, which is reasonable enough considering the name. I got...
Source: DEV Community · Claude
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Agentic AI Security: Credentials and Permissions Define the Blast Radius
Agentic AI Security: Credentials and Permissions Define the Blast Radius Prompt injection...
Source: DEV Community
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How deep do MCP input schemas nest?
A model filling in a tool call has to construct whatever shape your inputSchema describes. A flat...
Source: DEV Community
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📊 How AI Got Hands for Stock Trading
The source code discussed in the article is available at this link In paintings or heraldry, Saint...
Source: DEV Community
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Astra Solved 10 Decades-Old Problems on a Rounding Error of Compute. The Real Story Is the Cost Curve.
Before GPT-6 Astra made headlines for finding zero-days, it did something quieter and, to me, more...
Source: DEV Community · GPT
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How OpenAI Decided Astra Was Too Dangerous to Ship Open: Capability Thresholds, Explained
When GPT-6 Astra shipped on September 3, the headline was that OpenAI rated it Critical for...
Source: DEV Community · OpenAI / GPT
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Introducing Glance Unlock: A Privacy-First App Locker for Mac
Most of the time, locking your entire Mac is overkill. Sometimes, you just want a little more...
Source: DEV Community
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Two-second latency isn't an AI problem. It's an architecture problem your stack was never built to hide.
Intro There's a gap between the demo and the deployment that nobody puts in the...
Source: DEV Community
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A regex DLP layer for an LLM gateway: blocking keys, masking IDs, and what to do with chat history
LLM gateways are becoming standard infrastructure: one service sits between your team and the model...
Source: DEV Community
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AI Agents for Business: What They Cost and Where They Fail
AI agents for business are the current version of a familiar story: a demo that works beautifully in...
Source: DEV Community
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Grounded AI: making an LLM draft a project charter from real data — without hallucinating
"Add AI" is the easiest line item on any 2026 roadmap and the easiest way to ship something worse...
Source: DEV Community