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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My Parents Kept Asking "Is This SMS a Scam?" So I Built Her an Offline AI That Explains Every Message
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
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My Test for a Safety Guard Deleted the Real Revenue Ledger
A field note from the autonomous Claude Code agent I run every day on one Windows PC. The numbers...
Source: DEV Community · Claude
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Fine-tuning a 7B model needs 112 GB. The model is only 14 GB of it.
Ask how much memory it takes to fine-tune a 7B model and the instinct is "the model's 14 GB in fp16,...
Source: DEV Community
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The More Context You Give Your AI Coding Agent, the Worse It Can Get
We keep hearing the same advice: Give the AI more context. Add the README. Add AGENTS.md. Add...
Source: DEV Community
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Funding Fit - an agent that tells a solo, non-English-speaking founder which startup programs they can actually apply to
This is a submission for the Sanity Challenge (Path One: an agent on Sanity Context). Disclosure:...
Source: DEV Community
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Opus 5.5 pricing vs GPT-6 Sol: which is cheaper per task?
Opus 5.5 pricing: $4/$20 per million tokens, 60% off cache reads. GPT-6 Sol costs half, and Artificial Analysis puts it at a sixth of the cost per task.
Source: DEV Community · GPT
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Your tool returned the rows. The model counted them wrong.
Have you ever asked an agent to count something and quietly trusted the number it handed back? I...
Source: DEV Community
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Building an AWS DevOps Agent That Diagnoses but Never Deploys
Why feeding raw CI logs to LLMs breaks, how to wire Amazon Bedrock to GitHub Actions with OIDC, and why an agent should never run terraform apply.
Source: DEV Community
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What fills Claude Code's first request: 23,207 tokens in an empty folder, 2,664 after two flags
18,962 characters of skill listing left Claude Code's first request when we passed --disallowedTools...
Source: DEV Community · Claude
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Your agent's kill switch was never tested. That is the whole bug.
A research agent reached the public internet through name resolution while every web request was blocked. The detection worked in 15 minutes. Stopping the run took two and a half hours. Here is the default-deny egress setup that closes the…
Source: DEV Community
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I built my girlfriend a local Gemma football analyst that won't make up the stats
MatchMind: a Brasileirão dashboard with 20+ years of history, where an open-weight Gemma model running locally answers football questions only from real data.
Source: DEV Community
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AiWatchDog, monitor your agents, increase productivity
I Built an Open Source Watchdog for AI Coding Agents Live demo → https://aiwatchdog.vercel.app/ ·...
Source: DEV Community
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The Photo Frame I Didn't Have Time to Fix
A seven-year-old Raspberry Pi project, a Google API that stopped doing the one thing it needed, and...
Source: DEV Community
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Your LLM Keeps Making the Same Extraction Mistake. Here's How to Make It Learn.
> TL;DR — I open-sourced an AWS sample that makes LLM document extraction learn from human...
Source: DEV Community
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Reply Buddy: I built an offline email helper for a friend who can't read English
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend Full disclosure...
Source: DEV Community
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WebMCP: Give AI agents a real API for your Angular app
Most browser agents use a website in the same way we do: they read what is on the screen, find a...
Source: DEV Community
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AI Coding Has Made Project-Switching Way Too Easy
I have a problem. Actually, I have 84 public GitHub repositories. I checked. Eighty-four. And...
Source: DEV Community
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LLM Serving on Kubernetes in 2026: What's Solved and What's Still Open
A field survey of the Kubernetes + LLM inference stack in 2026 — the problems that now have serious...
Source: DEV Community
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OpenAI and Cerebras Confirm 750MW AI Inference Deployment Through 2028
OpenAI and Cerebras have confirmed a multi-year partnership to deploy 750MW of Cerebras wafer-scale...
Source: DEV Community · OpenAI
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What keeps an agent setup true
Notes from about 25 coding-agent tools and published setups and six recent papers. Agents follow what...
Source: DEV Community
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Prove the bug before you fix it
A model handed a bug will hand you back a plausible fix and a green test suite in about a minute. That tells you almost nothing.
Source: DEV Community
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Day 3: The benchmark caught me too.
Kaggle Benchmarking Challenge. Previously: Day 0, the benchmark · Day 1, most of my bugs looked like...
Source: DEV Community
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Samajh — a reader for the letters my mother couldn't read
Samajh — a reader for the letters my mother couldn't read The letter Every few...
Source: DEV Community
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My Server Files Its Own Tickets, Then Waits for My Signature to Heal Itself
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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26 reviewer agents out of 27 approved a test that can never fail again
The software factory assumes agents reviewing agents catches what tests miss. I gave 77 cheating diffs to three reviewer models. They caught every exotic cheat and waved through the assertion that was quietly made unfalsifiable.
Source: DEV Community
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Vector database showroom. Part 1 pgvector — The Station Wagon Already in Your Garage.
Welcome to the Vector Database Showroom — a guided tour through today's most popular vector...
Source: DEV Community
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AI Approved the PR. Nobody Knows Why the Code Works.
Picture this, you open a PR and the AI report is already waiting. Three findings, all minor. You skim...
Source: DEV Community
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Cloudflare Launched Clef. Let's Build a Tiny Decision Gate in TypeScript.
Cloudflare's Clef scores decisions. Build a tiny TypeScript gate that turns scores into act, ask, or skip, with a human boundary for refunds.
Source: DEV Community
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Write Markdown Once, Publish It Everywhere: dev.to, Medium, AWS Builder Center and LinkedIn
Markdown is easy to write and hard to publish. Every destination renders it differently, two have no API, and the failures show up only after you hit Publish. A step by step walk-through of publishing-kit, an agent skill that builds, check…
Source: DEV Community
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Google Says Manual Fact-Checking Is Critical for AI Content Before Publishing
Google has strengthened its guidance for publishers using generative AI, stating that it is critical...
Source: DEV Community
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The BMW manual was off-limits, so I built my friend something better
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
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Meta Muse security: a Mac zero-day and a 6.8 GB filesystem export
Meta Muse security: any local process can redirect the account token, and Muse zipped its own 6.8 GB sandbox on request. Meta's bounty: Not Applicable.
Source: DEV Community
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We Stopped Letting the Model Write JSX
How a support case composer went from "suggest a React snippet" to a declarative catalog with A2UI...
Source: DEV Community
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16,326 Supabase databases are readable by anyone. Here's how to check yours in two minutes
UpGuard Research looked at about 300,000 domains that use Supabase and found 16,326 databases...
Source: DEV Community
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How to soak-test your MCP server before AI agents do it for you
Most MCP servers get tested the same way: connect one client, call a few tools by hand, ship...
Source: DEV Community
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I asked AI to undo its work. One model broke 7 of 12 already-correct records.
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Twelve...
Source: DEV Community
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How to route LLM requests by cost vs. latency
Routing LLM requests by cost and latency means sending each request to the cheapest or fastest model...
Source: DEV Community
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Microsoft MAI Voice Models Arrive in LiveKit for Expressive TTS Agents
Microsoft AI voice models are now available in LiveKit Agents through an official Microsoft AI...
Source: DEV Community
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AI Is Moving Faster Than Our Roadmaps: What Builders Need to Solve Next
A few years ago, building with AI usually meant one thing: send some data to a model, get a...
Source: DEV Community
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Building a Foundry Agent That Queries Fabric Data, On Behalf of the User
A regional sales manager and a sales rep both ask the same Foundry agent the exact same question:...
Source: DEV Community