AI Intelligence Archive
浏览 AIQB 已保存的 9747 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
Stage 5 of enterprise AI adoption: governance hardening
This is part 5 of a series that started with the full reference diagram in part 0, covered identity...
Source: DEV Community
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A New Model Dropped. Don't Just Swap the ID.
The new model is out. The benchmarks look great. Your provider has already scheduled the sunset date...
Source: DEV Community
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Beyond the Veto: Implementing 'Conditional Approval' and Dynamic Risk Tuning in AI Trading Systems
Beyond the Veto: Implementing 'Conditional Approval' and Dynamic Risk Tuning in AI Trading...
Source: DEV Community
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5 Coding Habits That Improved My Problem Solving in 2026 (In the AI Era)
AI can write code faster than ever. But there's a problem. Writing code and solving problems are...
Source: DEV Community
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One Predicate, Two Meanings, Three Bugs: Building a Contradiction Resolver with the Sanity App SDK
by shahbaz_ali. Built for the DEV × Sanity Challenge. #sanitychallenge When two of your company's...
Source: DEV Community
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Jev vs a 310M encoder I trained myself: 750 rows, three tasks, two different winners
TL;DR: I ran three Japanese classification tasks (250 rows each, same gold labels) through six...
Source: DEV Community
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Our 3 a.m. batch job was running at Beijing's afternoon peak rate
DeepSeek's API charges two different prices for the same tokens. Which one you pay depends on what...
Source: DEV Community · DeepSeek
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CLAUDE.md rule vs PreToolUse hook: both held 5 of 5, then the user said 'I authorize it'
We gave Claude Code the same "never edit protected/" rule two ways, as one line in CLAUDE.md and as...
Source: DEV Community · Claude
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Nova Adiutrix: My Second Agent Built My First Project's To-Do List
TL;DR: I shipped the second project in my AWS nanodegree, an AI support agent on Amazon Bedrock....
Source: DEV Community
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Fliproom: a room changeover is a content problem
Built for Sanity Challenge, Path Two. What I Built Fliproom turns a room changeover into...
Source: DEV Community
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Who Decides the Tenant? A Small Rust Guard for AI Tool Calls
I have been thinking about a fairly ordinary failure mode in AI-enabled SaaS products. A support...
Source: DEV Community
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Finding the right terminal in a room full of agents
I don't lose terminals when they're running. I lose them when I come back. An hour ago I had five...
Source: DEV Community
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Engenharia de Prompts: de Zero-shot a Retrieval Augmented Generation
A mesma pergunta feita a um modelo de linguagem pode gerar uma resposta genérica, uma resposta...
Source: DEV Community
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I Built a 100% Free AI Toolbox with No Sign-Up (Here's How)
TL;DR: I built MagicKit — a free AI toolbox for image generation, AI writing, and video making. No...
Source: DEV Community
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Your LLM Telemetry Table Does Not Have One Denominator
A routed LLM telemetry table can put several incompatible populations under one model label. The comparison becomes honest only after model epoch, role, analysis unit, and proxy eligibility are kept separate.
Source: DEV Community
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What If AI Works Too Well?
How We Could Build a Civilization We No Longer Know How to Rebuild For centuries, anyone could look...
Source: DEV Community
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Rules in markdown vs rules in CI: what I measured in my own repositories
Disclosure: I'm the author of rebar, the open-source tool this post is about. It is alpha, and I'm...
Source: DEV Community
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My PC was Slow as Molasses: The Culprit? Orphaned `grep` Processes After a Shell Timeout.
Hey there, oji_ai_dev here. Working on AI agents and bots as a side hustle often brings a different...
Source: DEV Community
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The Commit That Wouldn’t Merge
The Invalid State of PR #48 The merge button was gray. Thirty cycles in, that was the only...
Source: DEV Community
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OwlLayer AI: Letting AI Agents Act on Your UI Instead of Replacing It
Most AI-in-product integrations fall into two camps, and both have a ceiling. A chatbot bolted onto...
Source: DEV Community
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Base, Chat and Reasoning Models: How Are They Different?
When exploring large language models, you will often come across terms such as base model, chat model...
Source: DEV Community
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The Tracker Is the Spine
Iterations in one early set ate about 350 000 tokens each. The only reason anyone could say that out loud is that every task carried an estimate and a recorded fact — estimate, status, incidents and budget on one thread, or the cost of a r…
Source: DEV Community
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178 reports in one afternoon: what a publish burst does to an LLM pipeline
On a Thursday afternoon a traveller published 178 trip reports at once. Two years on the road, Canada...
Source: DEV Community
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Teaching our on-device assistant to say "I don't know"
We're building FamiliaSync, an offline-first family organizer where all data stays encrypted on your...
Source: DEV Community
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Our linter's "safe" autofix would have silently disabled RBAC
KubeIntellect is an AI agent that runs kubectl against a live cluster, so its tools carry a role...
Source: DEV Community
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A 25-verifier panel measured an effective size of 1.00
Generation got cheap. Trustworthy review did not. So we add reviewers. More eyes on the PR, more...
Source: DEV Community
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I Built a Local AI Music Studio
I have a habit of starting projects because I want one very specific thing. Then somewhere along the...
Source: DEV Community
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Searching for Better Game Recommendations with Jev
My own code was steering a language model toward the same twenty popular games on one page in ten. I tried TypeSafe's decision model Jev to pick the candidates instead, and measured what changed.
Source: DEV Community
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Week 14 of #100DaysOfCode: Completing JUnit 5 and Starting a New Portfolio
Introduction This week was another productive part of my #100DaysOfCode journey, with a...
Source: DEV Community
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OrcFlows: AI workflow automation that doesn't break at 3 a.m.
Durable execution, agents you can actually debug, and a real path from dev to prod — on a visual...
Source: DEV Community
ResearchOrdinary
本周最佳Research:Story Imprinting 与 JEPA-Anything
本周最佳两篇 Week 38 Story Imprinting: AI Assistants Absorb Traits from Human Characters They Resemble JEPA-Anything: Learning Predictive Models across Different Worlds Story Imprinting https://arxiv.org/pdf/2609.10883 JEPA-Anything https://arxi…
Source: X:马东锡 NLP (@dongxi_nlp)
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I built a pipeline that turns a topic into a 20-30 minute documentary
I've been working on AI Video Factory, an MIT-licensed Python pipeline that turns a topic into a...
Source: DEV Community
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I turned a real OpenAPI into an MCP server in 5 min (without losing custom code on regen)
I built an OpenAPI to MCP server generator for TypeScript, Python and Go. The v1 mistake: 1 endpoint...
Source: DEV Community
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I built a programming language mostly with AI — and it somehow became a real full-stack too
I began BMEC mainly as a side project. The aim was to find out whether it was possible to create a...
Source: DEV Community
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How OpenAI agents attacked HuggingFace
The chain of events from Anthropic’s Claude Mythos 5 uploading malicious package to PyPI, OpenAI...
Source: DEV Community · OpenAI / Claude / Hugging Face
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Small models guard every data hop between my agents — here's why
Most agent frameworks I've looked at put guardrails at the obvious places: input from the user,...
Source: DEV Community
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llms.txt v2: What the Spec Says, and What 137,000 Domains Show
The llms.txt spec changed in August 2026. Ahrefs found 97% of these files are never requested. Both are true, and the gap between them is the story.
Source: DEV Community
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JEV assisted LLM Trading
We gave our LLM trading bot an auditor that never sees the chart Every hour, on the hour,...
Source: DEV Community
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A model doesn't read text: what a tokenizer decides for you
Originally published at cchinchilla.dev. Part 1 of From code to weights, a 12-part series on ML...
Source: DEV Community
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Why Claude Code keeps writing shell commands that fail on your Mac
Disclaimer: AI helped me write this since I am not that good with words :) Claude wrote this,...
Source: DEV Community · Claude