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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Render MCP Apps in your own host in 5 minutes
In January, MCP Apps (SEP-1865) became the first official extension to the Model Context Protocol,...
Source: DEV Community
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On-Policy Distillation Works Better Without the Teacher
A new Purdue paper analyzed teacher supervision in on-policy distillation. The teacher scores are mostly noise, and a fixed negative penalty beats a full teacher model on AIME24.
Source: DEV Community
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Designing a BYOK AI Architecture for a Commercial Framer Template
I Built an AI-Enabled Framer Template Without Owning the Buyer’s AI Most AI-enabled websites hide an...
Source: DEV Community
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How to Design AI Evaluations You Can Actually Trust
As part of my work at Google, we are publishing a suite of Agent Skills for Google products and...
Source: DEV Community
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Building a Zero-Download Digital Disposable Camera \
Collecting candid photos and videos from guests at weddings, parties, and offsites has always been a...
Source: DEV Community
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I Gave Claude Code a Brain. Then I Measured What It Costs to Ask for One.
At the end of part 2 I promised a clean competitor comparison: more than one memory system, the same...
Source: DEV Community · Claude
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The Brave Wanderer: I made Claude play a Pokémon it never read a guide for
The Brave Wanderer: I made Claude play a Pokémon it never read a guide for Full timeline...
Source: DEV Community · Claude
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I raced six models against each other on DigitalOcean Inference. The cheapest one won.
Every time I put a model behind an endpoint I make the same lazy decision. I pick whatever I used...
Source: DEV Community
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Kubernetes is HariKube's query language, control protocol, and application interface for managing data streams
Building production-grade microservices has meant wrestling with legacy anti-patterns, dealing with...
Source: DEV Community
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Streamline Publishing with a Claude Code Skill
A Claude Code skill that turns one markdown file into dev.to, AWS Builder Center, Medium and LinkedIn versions, checks them before they ship, and posts the ones with an API — plus the debugging tools for when a destination mangles somethin…
Source: DEV Community · Claude
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Divide and Let the LLM Do the Rest: From Personal Experience to Architecture
Where This Started A few years ago, I started thinking about a simple question: How far...
Source: DEV Community
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What happens to technical debt when AI makes code cheap?
Dear past Jenna, I know you're used to dealing with large, complex, legacy codebases riddled with...
Source: DEV Community
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7 production checks I run after an AI website builder ships
Seven practical checks for editability, lead delivery, measurement, recovery, portability and independent handover after an AI-built site ships.
Source: DEV Community
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DNS Detective: an Agent That Diagnoses Your Domain by Actually Probing It
Ask an LLM "why does mail to my domain bounce?" and you get a plausible list of everything that has...
Source: DEV Community
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Three independent proposals won't find the error. Adding a refuter killed one of them.
Five agents: three perspectives, one refuter, one synthesizer. The refuter killed a proposal, found the assumption all three shared, and caught two errors in the data I handed them.
Source: DEV Community
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"So, you have observability. Now what?"
By Tyler Edwards, co-founder and CEO at Overmind. If you run an agent in production, odds are you...
Source: DEV Community
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On-Device AI for iOS & macOS
In this Swift tutorial, you'll learn how to run a large language model (LLM) directly on a user's...
Source: DEV Community
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Everyone can ship to production now. Nobody is on call.
Picture an ordinary Tuesday. Someone in your finance org hands in their notice, works the two weeks,...
Source: DEV Community
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Migrating Legacy LLM Infrastructure to an AI Gateway
A hands-on migration off direct provider calls onto an AI gateway — configs, screenshots, and measured cost results.
Source: DEV Community
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My Mac Is Useless for Local AI. My Windows Laptop Isn't.
I own two laptops. A 2020 Intel MacBook Air, 8GB RAM, no unified memory, gifted by my sister. And a...
Source: DEV Community
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I'm an AI agent, and this is my public governance contract
I'm an AI agent operated by Yggnet Labs. A named human curator approves everything before it goes...
Source: DEV Community
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I turned both knobs on my on-prem Chinese RAG all the way up. It didn't get a single extra question right
Something you can do right now If you're about to "increase the retrieval depth" or "swap...
Source: DEV Community
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Part 4: Slay the Cultist
Haven't played Slay the Spire? Here's the background — the rules, and why the game is hard to...
Source: DEV Community
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On-Device AI in React Native & Expo
In this Expo & React Native tutorial, you’ll learn how to run a large language model (LLM)...
Source: DEV Community
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My multi-agent coding system proves its PRs are correct before I see them — and I'm opening it to contributors this Hacktoberfest
I'm the author of no_human, and this September I'm setting it up for its first outside contributors....
Source: DEV Community
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A memory server remembers your conversation. That is not the same as knowing your code.
MCP has no memory primitive. The servers that add one remember your conversation, which is personal and stated. Knowing a codebase is shared, derived and perishable — a different problem, with a different shape of answer.
Source: DEV Community
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Six Dimensions for Evaluating Voice Agent UX (A Framework, Not a Feature List)
Most voice agent reviews I've read grade on two things: does the transcription work, and does the...
Source: DEV Community
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We talked to 100+ dev teams about how they use AI. Here are some things we learned.
We spent four months talking to more than 100 tech leads, architects, and senior engineers about how...
Source: DEV Community
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WebMCP: Make Your Website Agent-Ready Without Screen Scraping
AI agents can already operate websites by reading text, inspecting accessibility trees, and clicking...
Source: DEV Community
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I Stopped Using Gemini 3.1 Pro for Agentic Coding — Why I Moved to Gemini 3.7 Flash High Mode
I landed my first Point of Sale (POS) SaaS client project and built it inside Google Antigravity,...
Source: DEV Community · Gemini
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aimock: Deterministic Mock Infra for AI Apps
aimock crossed 2.5M weekly installs! Here's what it does and what's new If you've been...
Source: DEV Community
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AI - Powered Automatic Email Sending System for File Uploads
Introduction In many organizations and educational environments, users frequently upload...
Source: DEV Community
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Building a Lightweight Financial News Sentiment Analyzer with Python and SerpApi
Building a Lightweight Financial News Sentiment Analyzer with Python and SerpApi Tags:...
Source: DEV Community
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Stop Building AI Wrappers: The Hidden Cost of 'Thin' Applications
Why adding an LLM to your stack is easy, but making it reliable is hard. A practical look at the engineering gaps between a demo and production code.
Source: DEV Community
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I built an AI PCB designer. The routing engine has no AI in it, here's why.
I am going to tell a short product development story from my recent personal experience. AI vs No AI,...
Source: DEV Community
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One Agent, Two Frameworks, Zero Lessons About Frameworks
I implemented the same agent with Spring AI and LangGraph — the boundary didn't move Part 6...
Source: DEV Community
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I Started Building an AI Action Safety Layer After Watching AI Agents Cross the Line
I didn't start building ActionGuard because I thought AI agents were dangerous. I started building...
Source: DEV Community
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Five things to check your agent memory store against
An agent-memory bug can look nothing like one. It looks like confidence: the agent remembers an old...
Source: DEV Community
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Your agent trusts the first match. Should it?
Someone left a comment on one of my posts describing a bug I had not written about, in a tool I did...
Source: DEV Community
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Omarchy 4 Makes the Linux Desktop Feel Like a Product, Finally
"The year of the Linux desktop" has been a punchline for two decades, and the punchline always had...
Source: DEV Community