AI Intelligence Archive
浏览 AIQB 已保存的 6419 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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Self-hosting a social publishing stack: what actually broke
I set up a self-hosted scheduler to publish a 30-day content campaign across eleven platforms....
Source: DEV Community
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The Purple Gradient Problem: Why AI UI All Looks Alike (and How to Fix It)
You can spot it in about three seconds. A product shows up in your feed. Before you've read a single...
Source: DEV Community
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I made two AIs review each other's code for 30 days. A human still caught the bug in 5 minutes.
Last month I let AI write 100% of my code for 30 days. The single loudest lesson wasn't "AI is...
Source: DEV Community
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"Gen-Alpha is Cooking": Why 12 and 13-year-olds are out-shipping adults with zero budget.
"Gen-Alpha is Cooking": Why 12 and 13-year-olds are out-shipping adults with zero...
Source: DEV Community
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I tested 31 MCP servers for contract compliance. Only 3% passed.
MCP has outputSchema so agents can validate tool results. But does the schema actually reject a wrong...
Source: DEV Community
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AI Is Already Better at Coding Than Most Developers. So Why Would a Company Still Hire You?
AI can write a React component in seconds. It can create an API, design a database schema, write...
Source: DEV Community
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Your Own Agent Roadmap — From Safety Net to Autonomous Discovery
This is chapter 10 of my book **Building Autonomous AI Agents with Claude Code* — a field guide to...
Source: DEV Community · Claude
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Spider 2.0 deleted a claim I made this morning
title: Spider 2.0 deleted a claim I made this morning published: true tags: sql, ai,...
Source: DEV Community
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AI Agent Memory: Sliding Windows, Summaries, and Vector Storage
The agent we built in Post #4 has one big problem — the moment the script ends, it forgets...
Source: DEV Community
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Your First AWS Production Architecture: From a Simple Application to a Scalable System
Most people learn AWS by studying individual services. EC2 does this. S3 does that. RDS is a...
Source: DEV Community
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Data Classification Without Turning It Into Bureaucracy
Data Classification Without Turning It Into Bureaucracy Data classification is easy to...
Source: DEV Community
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Your Codebase Needs AX Now: Designing Developer Experience for AI Coding Agents
Next.js benchmarked AI coding agents on real Next.js issues. But the thing that caught my attention...
Source: DEV Community
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I built a radio station with one listener, and it runs in a terminal
The film above is 86 seconds, and the middle of it is a real on-air moment. There is a longer...
Source: DEV Community
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From SkillCheck to TraceMantle: Tracking Agent Skill Changes and Test Evidence
Why I expanded SkillCheck into TraceMantle to track agent skill packages, supporting files, and the test evidence used to approve changes.
Source: DEV Community
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When a Zero-Parameter Cache Overtakes a Transformer
A count table over the current document has no parameters and no training. Somewhere between 60 and 250 tokens of document it passes a 1.43M-parameter transformer, and by 1000 tokens it wins top-1 by 0.064, a 43% relative margin. Adding th…
Source: DEV Community
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Beneficial Intelligence (BI): An Open Architecture for Cognitive Scaffolding and AI Alignment
Defensive Publication: System and Architectural Framework for Beneficial Intelligence...
Source: DEV Community
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The CFO's AI Playbook: 5 Finance Automations Every Indian Business Should Run in 2026
Finance automation India 2026: 5 AI automations every CFO runs — bank reconciliation, cash application, real-time P&L, GST prep, expense categorization.
Source: DEV Community
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The Book of Frankie
For a programming language to become successful, or at least known to more than 2 people, a book is...
Source: DEV Community
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Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic Parsing
Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic...
Source: DEV Community
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The reply-length check existed for three weeks. The batch a human flagged never touched it: guarding the wrong path
On 2026-09-05 the owner of our shop looked at three replies the agent was about to send and asked a...
Source: DEV Community
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tokeneff: An Open-Source LLM Cost Meter That Runs Locally
Most LLM dashboards show you the bill after the damage is done. You run a coding agent for an...
Source: DEV Community
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I kept watching ARMY get scammed for BTS tickets, so I built open-source agent skills for it
Every comeback, every tour announcement, the same thing happens. Presale codes drop, tickets vanish...
Source: DEV Community
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React Native vs Flutter in 2026: Which Should Your Startup Choose?
If you are planning a mobile app, one of the first technical decisions is the framework. In 2026 the...
Source: DEV Community
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Open Source 𝐓𝐫𝐚𝐝𝐢𝐧𝐠 𝐒𝐢𝐠𝐧𝐚𝐥 𝐒𝐞𝐫𝐯𝐞𝐫
LLMs can become useful analysis assistants when they have structured data and real‑time market...
Source: DEV Community
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World Models: The AI That Learned to Dream Before It Could Walk
Big Ideas in AI — Part 01 Inside the race to build machines that can imagine the future,...
Source: DEV Community
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I recorded my Kubernetes AI agent failing, on purpose
Most demos of AI-for-infrastructure tools show a clean run. I think that is exactly backwards, and I...
Source: DEV Community
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The RubyGems agent attack is a coding-agent benchmark nobody writes
This week the reports landed: an OpenAI agent swarm had been quietly uploading packages to RubyGems...
Source: DEV Community · OpenAI
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I described 1,245 tables with an LLM and retrieval got worse
The cataloguing step is supposed to be the easy win. You have a schema whose tables are called...
Source: DEV Community
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I built an hourly newspaper for e-ink (and turned the pipeline into an MCP server)
Every hour, a Lambda pulls about 120 items from ~100 RSS feeds, asks a small model to act as an...
Source: DEV Community
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Nobody wants to import your library
I wrote a Python library. Then I watched people not use it. Not because they disagreed with it — the...
Source: DEV Community
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Ahead of the Chatbot generation: Scaling Production-Ready Agent Fleets with AWS AgentCore
Introduction: The days of standalone, text-only chatbots are now a thing of the past. In their place,...
Source: DEV Community
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The Model Wrote the Right Rule and My Replay Rejected It: The Extraction-vs-Replay Split
Update — v0.3.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...
Source: DEV Community
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Your access log already knows whether ChatGPT is citing you
There's a lot of guessing about whether AI systems are citing your site. Analytics won't tell you —...
Source: DEV Community · ChatGPT
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"Keeping a record: working across many sessions"
"The day after the founding session I opened a short session that didn't touch the product: it defined how sessions are named, recorded and closed, so I could work across many of them without losing what the previous one had decided. I wen…
Source: DEV Community
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3 Ways I Use AI to Auto-Generate Playwright Locators
If you've maintained a Playwright suite for more than a few months, you know the real cost isn't...
Source: DEV Community
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I wrote a linter for AI-writing tells. It gave one of my own READMEs a C.
A pull request description came back from my coding agent and I read it the way the reviewer would....
Source: DEV Community
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I made my coding agent explain every change to the customer. Here is the skill.
The diff is never the expensive part. The expensive part comes after: explaining to the person who...
Source: DEV Community
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Stop Wasting LLM Tokens! I Built a Rust CLI to Prune JS/TS Codebases by 80% 🦀🚀
┌─────────────────────────────────────────────────────────────────────────────┐ │ ...
Source: DEV Community
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Accessibility tree vs screenshots: the token math behind my browser agent
I measured what a page costs an AI agent as pixels vs as an accessibility tree. The difference is an order of magnitude.
Source: DEV Community
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Seven Patterns That Decide If Your AI App Survives 10,000 Users
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
Source: DEV Community