AI Intelligence Archive
浏览 AIQB 已保存的 9735 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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I audited my own tool: what limitcast got wrong and what I fixed
I read limitcast the way I would read a stranger's tool: corrupt its state, feed it bad input, time...
Source: DEV Community
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eBay API Setup for an AI Listing Agent
Published November 07, 2026 on matbanik.info The AI agent that lists my eBay items can group my...
Source: DEV Community
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I published 30 runnable API examples — here is what the real outputs taught me
A green run status is not enough to trust an API. I want to inspect the dataset, understand the...
Source: DEV Community
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PhantomCommit AI: Bringing Forgotten Code Back to Life with Open-Source AI
What I Built Code never truly dies. It just waits to be understood. 👻 Every developer has...
Source: DEV Community
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OpenAI Says ChatGPT’s Search-Like Queries Are About One-Fifth of Google’s
OpenAI has offered a striking new comparison for the scale of AI-assisted discovery: ChatGPT’s...
Source: DEV Community · OpenAI / ChatGPT
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The Answer Looked Fine. The AI Bill Didn’t.
A Friday release adds a friendly touch to a support chatbot. Greet customers by loyalty tier. Give a...
Source: DEV Community
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Why Multi-Pet AI Art Is an Engineering Nightmare (And How We Solved It)
Anyone who has owned more than one pet knows the family-photo problem: someone is always mid-blink,...
Source: DEV Community
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Worker Previews Give Every Change a Place to Prove Itself
TL;DR Cloudflare launched Worker Previews on September 22, 2026: every Git branch gets a...
Source: DEV Community
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I run 16 CLI commands, 47 content checks, and 27 AI crawler tests. Here's which ones actually matter
GEO Optimizer runs 16 CLI commands, 47 content checks, and 27 AI crawler tests per audit. After...
Source: DEV Community
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My free open-source AI UI builder got 562 visitors in its first 2 days — here's what worked
Two days ago I launched openconstructor (https://openconstructor.pw), a free, open-source browser...
Source: DEV Community
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Text-to-SQL em português com RAG e LoRA: o que aprendi medindo um assistente sobre dados sintéticos
Montei um assistente que transforma perguntas em português sobre uma frota de ônibus em SQL, e passei...
Source: DEV Community
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Reproducible LLM Evals: Record the Run, Not Just the Score
Your eval suite scored 87% on Tuesday and 84% on Thursday. Nobody changed the prompt. Was it the...
Source: DEV Community
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Your AI Agent Is a Confused Deputy: What Developers Need to Know About AI Security
Prompt injection, hallucinated packages and AI-run intrusions, plus the design rules that hold up when the model gets fooled.
Source: DEV Community
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[AI Hands-on] Refactoring LINE Business Card Assistant: Python to Go with Antigravity Remote Agent, Google ADK, and Firestore -
Background Recently, I've been rewriting several of my daily core services from Python...
Source: DEV Community
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How I made "jump to message" work in ChatGPT, Claude and Gemini
I'm a third-year student, and a lot of my studying and project work happens in AI chats. The chats...
Source: DEV Community · ChatGPT / Claude / Gemini
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I built a "what am I signing?" checker for Solana in a weekend
Most people approve crypto transactions blind. A site says "Claim your airdrop!", the wallet pops up,...
Source: DEV Community
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'Almost Right' Agent Code Is Worse Than Wrong Code. It's Devs' Top AI Complaint
Stack Overflow 2025: 66% of devs flagged AI code that's 'almost right, but not quite', the #1 frustration. Wrong code fails loudly. Almost-right ships.
Source: DEV Community
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How I used parallel Claude Code agents to write hundreds of Chinese working lives
My side project is a game I'm building. This is the side project of that side project. One Job, One...
Source: DEV Community · Claude
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My Publish Script Doesn't Trust Its Own Success Message
A few weeks ago I watched a trending thread about an agent that told someone it had deployed, and...
Source: DEV Community
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I ran an always-on AI agent for 42 days. Here is the ledger.
42 days of an autonomous agent on a metered budget: 78 cents left, zero revenue, and the real constraint was never inference cost.
Source: DEV Community
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Pamsika: how a photo of a price board became a DevDraft Best Builder win at Hack Day Lusaka
Pamsika won Best Builder from DevDraft at Hacktoberfest Hack Day Lusaka: Gemma 4 reads a price board, DevDraft payment links get sellers paid, and every board feeds a public price board.
Source: DEV Community
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My logo heals itself. Then I erased it into a stick.
This week I erased my own logo down to a thin strip and waited for it to heal. It thought about it...
Source: DEV Community
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I measured 528 sites' robots.txt: two thirds blocking GPTBot also block the crawler that cites them
Two thirds of the sites blocking GPTBot are also blocking the crawler that sends them traffic. I...
Source: DEV Community
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My Confession: How a 3-Year Developer Built an Enterprise AWS RAG Platform with AI, Curiosity, and Systems Thinking (Bonus Part 6)
An honest confession from a developer with 3 years of experience: why I didn't hand-write every line of code, how AI tools like ChatGPT and Gemini were used, and why the real job in 2026 is systems thinking and asking the right questions.
Source: DEV Community · ChatGPT / Gemini
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Your coding agent shouldn't get to grade its own memory
Most memory systems for coding agents have a quiet feedback loop in them. The agent recalls a note,...
Source: DEV Community
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The Channel Nobody's Watching: MCP Leaks, Poisoned Skill Files, and a Live Agent Incident
MCP leak attacks, poisoned skill files, a live Claude CTF incident, and new runtime guardrails — this week's verified AI security research.
Source: DEV Community · Claude
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Can't AI Just Do It in a Day?
Have you ever felt replaced by a tool you were the one using? A few weeks ago I was on a planning...
Source: DEV Community
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Audit Claude Code's Approval File Before Secrets Reach GitHub
A command approval can outlive the command. If a coding agent remembers an approved command by saving...
Source: DEV Community · Claude
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Allowlisting git for Your Agent Also Allowlists diff.external and core.fsmonitor
HiddenLayer showed a forged git command reading .env past an approved git prefix. The git config keys that run programs, a repro, tighter rules, an audit.
Source: DEV Community
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EARWITNESS
Every photo and video is a witness. Watch the trailer! A video is rarely just a sequence of...
Source: DEV Community
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A 16-GPU KV Cache Failure, Reproduced on One RTX 5080 — Why a Bigger Buffer Wasn't Enough
A single line of code eliminated a KV cache exception in TensorRT-LLM. But the GPU still could not...
Source: DEV Community
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Skill Inspector: ESLint for your AI agent skills (SKILL.md)
Agent skills are turning into config files. A SKILL.md has some frontmatter, a few instructions and a...
Source: DEV Community
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Does Static Typing Reduce AI's Bugs? I Had Claude Code Build the Same Git Clone Three Times Each in TypeScript and JavaScript
A follow-up to "Which Programming Language Is Best for Claude Code?": at a few thousand lines, the gap between TypeScript and JavaScript mostly disappeared.
Source: DEV Community · Claude
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My coding agent set up auth five times, five different ways. So I gave it my working version
Every new project starts the same way. I ask the agent to set up auth, and it writes it from scratch...
Source: DEV Community
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How I built an opt-in Modal (DeepSeek) provider for my desktop AI companion — then benchmarked it and kept the old one
How I built an opt-in Modal (DeepSeek) provider for my desktop AI companion — then...
Source: DEV Community · DeepSeek
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I Attacked a Real LLM Agent With Hidden Text. Here's What It Did (Free Kaggle Notebooks)
AI agents read things: documents, emails, web pages, tool results. Then they act: send emails, call...
Source: DEV Community
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Stop telling agents not to do dangerous things. Remove the capability instead.
In April 2026, a Cursor agent running Claude Opus 4.6 deleted a startup's production database. The...
Source: DEV Community · Claude / Cursor
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I gave my AI agent a memory. It started seeing patterns that weren't there.
Memory is the feature everyone wants to add to their agent: remember what happened, stop repeating...
Source: DEV Community
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Reading Agent Transcripts for Real Observability, Without Instrumentation
What an agent's transcript can and cannot tell you, and how to spot hedged claims, missing output contracts, and silent errors just by reading it.
Source: DEV Community
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I deleted plan.md. My AI agent now plans, logs and proves its work in one file.
One progress file, a timeline pane beside the chat, and the rule that a box is ticked only with proof.
Source: DEV Community