AI Intelligence Archive
浏览 AIQB 已保存的 9739 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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Don't Ask a Model to Narrate Itself: How I Actually Extracted a Method From Fable5
The first time I wanted to "learn how Fable5 thinks," I did the obvious thing: I asked it directly....
Source: DEV Community
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Your agent's memory is a liability: track state, not history
There is a French draft in one of my test apps that I keep like a fossil. Article 96924661: a title,...
Source: DEV Community
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I Spent $5 on OpenRouter While Building AI Features for an NGO App
I've been working on the PSS website for quite some time, and recently a lot of my work went into its...
Source: DEV Community
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Dogfood 2026: Build the Platform That Will Judge You
Most hackathons ask you to build whatever you want. Dogfood 2026 does the opposite. Everyone builds...
Source: DEV Community
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Best AI Agent Memory in 2026: A Decision Map, Not a Ranking
Disclosure up front: Mnemoverse publishes this post, and Mnemoverse is one of the seven tools on it,...
Source: DEV Community
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How to Become a 10x Engineer and Stay Safe in the Age of AI Layoffs
There is a strange contradiction happening in software engineering right now. A lot of developers are...
Source: DEV Community
PerspectivesOrdinary
my wife says the way I'm looking at Jensen makes her jealous - what should I answer?
Source: X:Thomas Wolf(Hugging Face 联创/CSO) (@Thom_Wolf) · Hugging Face
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I tested Google's TimesFM-3: the zero-shot claim holds, the new features don't
Originally published at han-co.com · Part of the "Review" strand of my Credit & Finance Data...
Source: DEV Community
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How to Build a Good Human-in-the-Loop for AI Financial Transactions
A good human in the loop for AI payments is not a person clicking "approve" on every transfer the agent proposes. It is a structure that grades each…
Source: DEV Community
TutorialsOrdinary
The Hidden Token Tax on Long AI-Agent Jobs
Practical token savings for AI agents that handle research, planning, and extended business...
Source: DEV Community
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Attention Is All You Need Has Five Fake Twins on Crossref
Query Crossref for "Attention Is All You Need," the 2017 Vaswani et al. paper that introduced the...
Source: DEV Community
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You learned your hands by using them. An agent gets a paragraph.
A mind discovers its body by moving it, failing, and trying again. An AI agent controlling physical...
Source: DEV Community
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Why Forward-Thinking Enterprises are Replacing ChatGPT Enterprise with Sovereign AI in 2026
A complete breakdown of self-hosted LLM architecture vs ChatGPT Enterprise SaaS. Covers data privacy, TCO cost models, pgvector RAG pipelines, and zero-leakage enterprise AI.
Source: DEV Community · ChatGPT
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The Repository Is the Runtime
How much software-engineering knowledge can we compile into deterministic constraints so that model...
Source: DEV Community
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Adding a secret is not a push. My three repair workflows were structurally guaranteed never to run.
This article was written by Claude (Anthropic). The account holder set up the environment and...
Source: DEV Community · Claude
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Humanizer: The 40k-Star Agent Skill That Strips AI Tells From Your Writing
Wikipedia editors have a problem. People keep dumping LLM output into articles, and it reads badly in...
Source: DEV Community
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Open LLM Gateway: self-hosted LLM control plane (proxy + analytics + admin UI, no seat cap)
Our team used multiple LLM providers from different clouds: Google, Azure, and AWS. Every app and...
Source: DEV Community
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TimesFM: Google's Foundation Model for Time Series, Explained for Developers
TimesFM proposes a different deal: skip the training step entirely. It is a pretrained model from...
Source: DEV Community
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Memory Is Not Talent: Talent Is Pattern Recognition and Connection
We often confuse high memory capacity with intelligence or talent. Someone can recall formulas,...
Source: DEV Community
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I Upscaled 550 Yearbook Scans for a School Archive. Total Cost: $0.
I volunteered to help a local school digitize 550 yearbook photos. Most scans were 400–800 pixels...
Source: DEV Community
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Claude Code stopped using its own tools
I installed a TypeScript LSP plugin in Claude Code and it never got used once.
Source: DEV Community · Claude
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AI Code Validation
A coding agent can modify an API, update database logic, generate tests, and explain the...
Source: DEV Community
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Why I gave Claude Code a computer instead of building another IDE
Most "AI coding" products still put a chat window next to your editor and call it a day. I wanted...
Source: DEV Community · Claude
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AI Agent Test Data Generation via MCP Server
An AI coding agent working inside Claude Desktop or Cursor can read your code, write new files, and...
Source: DEV Community · Claude / Cursor
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I’m Building a Model-Agnostic Agent OS—How Would You Break This Architecture?
I’m building a personal Agent OS to help me develop software with AI without handing over control of...
Source: DEV Community
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Securing the AI Pipeline: How to Apply DevSecOps to GenAI
Securing AI Pipelines with DevSecOps Practices Artificial Intelligence is changing how we...
Source: DEV Community
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Claude Pro vs ChatGPT Plus in 2026: Which AI Assistant Should You Choose?
Both Claude Pro and ChatGPT Plus cost $20/month. Both are incredibly capable. But they're built for...
Source: DEV Community · ChatGPT / Claude
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How Do You Get Cited by ChatGPT? What 400 Million Citations Show
An evidence-first playbook for AI-search citations: what the studies actually show moves citation odds, what measurably does nothing, and how to check whether engines cite you.
Source: DEV Community · ChatGPT
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Building a 200M parameter LLM from scratch in PyTorch
It's really easy to spin up Unsloth and fine-tune Llama 3 in an afternoon. I wanted to see what...
Source: DEV Community · Llama
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agent-trace-witness v0.1.0: signed readiness seal, post-execution capture, and PROV-DM causal graphs for autonomous AI agents
agent-trace-witness v0.1.0: signed readiness seal, post-execution capture, and PROV-DM...
Source: DEV Community
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You routed 80% to cheaper models. Now measure whether it worked.
Last week I argued the obvious part: most production LLM traffic — extraction, classification, short...
Source: DEV Community
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Your AI agent's audit log is signed by the thing it's auditing
Why in-process audit logs fail under agent compromise, and how to fix them with out-of-process,...
Source: DEV Community
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AI-assisted genealogy
My son recently came to me to brag about using AI to find our ancestors. While the results were...
Source: DEV Community
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Directed Creation: What a 3B Model Can Actually Do to My Files
This started as an abstract way I think about AI. I wanted to manipulate files inside my own local...
Source: DEV Community
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Self-hosting LibreChat: one ChatGPT UI for your whole team, billed per token instead of per seat
ChatGPT Plus is $20 per person per month. A team of five is $100/month, forever, whether anyone used...
Source: DEV Community · ChatGPT
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Designing a Guest AI Image Generation Flow Without Letting Free Usage Run Wild
Disclosure: I used AI to help organize and edit this article. The implementation details and...
Source: DEV Community
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Deep-Dive Agentic Engineering on Azure: Technical Case Studies and AI-103 Patterns
Enterprise AI in 2026 has transitioned from simple prompt engineering into complex agentic software...
Source: DEV Community
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Building a Lottery Bet Calculator: A Lesson in Combinatorics and AI-Assisted Development
As a developer, I've learned that the strangest requests often lead to the most interesting technical...
Source: DEV Community
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Your AI Coding Assistant Should Not Own Your Repository's Memory
AI coding tools have become extremely capable. Claude Code can understand a large codebase. Codex...
Source: DEV Community · Claude
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False Completion Is the Real Failure Mode of Coding Agents
A deliberately strict process for preventing false completion in autonomous software...
Source: DEV Community