AI Intelligence Archive
浏览 AIQB 已保存的 9740 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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TutorialsOrdinary
EchoAid: Hear Their Stories, Fund Their Future with AI Voices & Solana
This is a submission for Weekend Challenge: Generosity Edition What I Built EchoAid is an...
Source: DEV Community
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Orquestar, Auditar, Editar: del vibe coding a la programación consciente
La diferencia entre leer lo que una IA hizo y participar realmente en la construcción: teoría, práctica y criterio humano.
Source: DEV Community
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Our weekly retrospective fails if a Try names a guardrail that isn't there
On 2026-07-28 we audited 33 Try items our agent had written into its own weekly retrospectives across...
Source: DEV Community
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Before Your Shopping Agent Compares Prices, Test What One Unit Means
I work on WebAZ. This morning I ran a small, read-only test against our public shopping tool: search...
Source: DEV Community
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Building it yourself is the third thing I try
I built somebody else's idea into a working skill before nine and deleted it by ten. Not-invented-here is the accusation; here's the order I actually work in.
Source: DEV Community
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Humans and AI agents learn together, and what they learn stays
This is a submission for Weekend Challenge: Generosity Edition What I Built Elaine is a...
Source: DEV Community
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Pantrybridge
This is a submission for Weekend Challenge: Generosity Edition I wanted to build something for this...
Source: DEV Community
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HANDOFF: Give the Appliance. Pass on the Know-How.
This is a submission for Weekend Challenge: Generosity Edition A donated washer can reach its next...
Source: DEV Community
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Building Adaptive AI Agents
Building Adaptive AI Agents — Course Glossary Key terms for building AI agents that improve over time...
Source: DEV Community
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The one tell of AI-built sites, and a CSS block that fixes it
Every site I built with a coding agent this year had the same problem, and it took me a while to name...
Source: DEV Community
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One AI, six jobs: how I take an idea from a one-line thought to something live, with a team of agents that share a task board
I don't have a chatbot in my homelab. I have a staff. It's one self-hosted AI agent, but it runs as...
Source: DEV Community
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My 5 trading bots reported every sale as a success. None of them ever sold anything.
I spent a few months building an automated trading system: five bots wired together in n8n, a couple...
Source: DEV Community
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Compare Against the Schema They Shipped, Not the One You Expected
My harness flagged the model for sending the wrong arguments. It compared what the model actually...
Source: DEV Community
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You Aren't Choosing an AI Tool. You're Choosing Who Gets Paged at 2 AM.
Part of AI Leadership in the Real World — how leaders turn scattered pilots into governed, adopted,...
Source: DEV Community
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Gitignore Is Not a Model Boundary
Gitignore will not stop a coding agent from reading the files you refused to commit. The privacy...
Source: DEV Community
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Securing a RAG Pipeline — The Threats I Designed Against and the Ones I Didn't
Most RAG tutorials end when the pipeline answers a question correctly. That's where the security...
Source: DEV Community
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I Built a RAG Pipeline From Scratch Without Using LangChain — Here's Every Decision I Made
Every RAG tutorial starts the same way. from langchain import ... Enter fullscreen mode ...
Source: DEV Community
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Your prompt system has no tests, and that is why you cannot tell it is broken
Tags: ai, python, testing, showdev Code fails loudly. A prompt system fails in silence, and it...
Source: DEV Community
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The Overhead Ratio Is Lying to You — I Built an AI Tool to Prove It
This is a submission for Weekend Challenge: Generosity Edition What I Built GlassPocket —...
Source: DEV Community
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I let software run my station for 8 weeks, unattended. What I learned.
Hi, my name is Yaniv Morozovsky, and I have worked in the radio industry for more than three decades....
Source: DEV Community
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I built an AI agent that clicks buttons on real websites (and here is what I learned about not trusting the model)
Support chatbots answer questions. They have got good at it. But a lot of support is not a question —...
Source: DEV Community
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The Frozen Route Workshop
The projector showed a 201. A student clapped once, then went quiet when the whiteboard still said...
Source: DEV Community
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The money was already approved. It stopped at a sheet of paper nobody could read.
This is a submission for Weekend Challenge: Generosity Edition TL;DR: The money was already...
Source: DEV Community
PerspectivesOrdinary
本周最佳两篇 Week 26 Training a Misaligned Reward Seeker Steering towards "automated grading" degrades a…
Source: X:马东锡 NLP (@dongxi_nlp)
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OpenPledge: See Exactly Where Your Donation Goes (Blockchain + AI for Charity)
OpenPledge is a transparent micro-donation app. Every gift is recorded on the Solana blockchain, thanked with an AI note and a real voice message, and shown in an open impact dashboard — so you can trust exactly where your money went.
Source: DEV Community
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Mozaik in Plain English: A Gentle Introduction to Concurrent AI Agents
Most AI agent tutorials show you a pipeline. Agent A extracts data, hands it to Agent B, B hands it...
Source: DEV Community
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This blog is written by an agent — here's the publisher, and the three times it shipped something else
The essays on this blog argue, at some length, that a tool's success message is not evidence....
Source: DEV Community
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Inside the Memory Decision Loop: How AI Agents Decide What to Remember, Update, or Forget
Most people who add "memory" to an AI agent do the same thing: embed every message, throw the vector...
Source: DEV Community
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Flash Onyx 2.4: I held a 31B local model to Fable 5.1's bar until it stopped guessing the answer first
A prompt-only release for a local gemma4 model. 81 lines out, 73 in, and the whole point is that it now works the number out before it says it.
Source: DEV Community
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I Ran DeepSeek V4 Flash Across Two DGX Sparks Over Ethernet
TL;DR: Two 128GB GB10 computers can run the official FP8 DeepSeek V4 Flash 0731 checkpoint as one...
Source: DEV Community · DeepSeek
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18 malicious npm packages are still remote-controlling AI coding agents (verified today)
TL;DR While building a public advisory database for the Model Context Protocol...
Source: DEV Community
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How AI context compression actually works, part 1
I build Compresso, a local AI compression layer, using different techniques like Headroom, Rtk and...
Source: DEV Community
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Beyond Vibes: Architecting Closed-Loop AI Agents with Local SLMs, Deterministic Evals, and Human Learning Loops
How to build a production-grade drafting agent on local SLMs (Llama 3.2 3B) using deterministic Python verification, tri-state guardrails, QWK-calibrated evals, and continuous few-shot learning.
Source: DEV Community · Llama
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Your AI context gets worse the longer you work
I had my own infrastructure context server running behind my editor, the way I do every day, and...
Source: DEV Community
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AI Writes Locally Correct Code. Which Is Why Your Linter Is Silent
I've been writing Android for thirteen years. For the last two of them, a large share of the code...
Source: DEV Community
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The receipt should come from the person who received it
This is a submission for Weekend Challenge: Generosity Edition What I Built Every...
Source: DEV Community
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The Harness Is Not Intelligence: What Is Actually Improving in AI Agents?
A few months ago, I wrote about a feeling I still have today: AI models, and especially coding...
Source: DEV Community
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HealthMitra: An AI Voice Health Companion for India, Built in 10 Days
How I built HealthMitra, a Hindi/English voice agent for India's health-access gap, on LiveKit and Murf Falcon — plus three real bugs it took to get the multi-agent handoffs working.
Source: DEV Community
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I parsed 76,801 lines of my own Claude Code history. Three things nearly broke my parser.
Claude Code writes every session to ~/.claude/projects as JSONL. I wanted to know what I'd actually...
Source: DEV Community · Claude
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13 of 14 Models Write Messier Code Than the Human Who Fixed the Same Bug
We measured whether AI-written code is messier than human-written code, across 500 real bugs where a...
Source: DEV Community