AI Intelligence Archive
浏览 AIQB 已保存的 9740 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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George Hotz Calls Coding Agents a Costly Mistake. He's Right About Who Pays
Hotz says agent code is broken in ways that are harder to detect. Karpathy calls it bloaty. Same diagnosis: the risk is the reviewer who can't spot it.
Source: DEV Community
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A Stolen Agent Token Is Useless Here: Inside Google Cloud Agent Identity, Bound Tokens, and the Redeploy Trap
The old problem: agents running as service accounts For most of the last two years, the...
Source: DEV Community
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I Ran Local LLMs on a Laptop With No GPU: Here Are the Real Numbers
Most local-LLM posts are written on machines with a good GPU. Mine doesn't have one, so I'm sharing...
Source: DEV Community
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German Courts Signal Greater Platform Liability for False AI Search Answers
German regional courts are beginning to draw a consequential distinction in disputes over...
Source: DEV Community
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How I hand one conversation between Claude Code, Codex and four other coding agents
How Coincide, an open-source Mac app, lets a thread move between Claude Code, Codex, Cursor, Grok Build, OpenCode and Antigravity without re-explaining the task.
Source: DEV Community · Claude / Grok / Cursor
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AI Now Writes 75% of Google's New Code. 46% of Developers Don't Trust the Output. Nobody Wants to Talk About the Second Number.
AI Now Writes 75% of Google's New Code. 46% of Developers Don't Trust the Output. Nobody...
Source: DEV Community
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AI Citation Study Finds Direct Answers and Fresh Content Are Strongly Associated With Citations
Pages cited in AI-generated answers were substantially more likely to begin with a direct response to...
Source: DEV Community
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Hreflang Routes International URLs, but It Does Not Make Them Rank
Hreflang is often treated as an international SEO ranking tactic. Google’s newer framing points to a...
Source: DEV Community
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[Agent Platform in Action (7)] When ADK Go Graph Workflow Meets Google Research Harness (Part 1): Two-Layer Recursive Agent Fram
Foreword: After the AI Agent Goes Online, What is the Next Bottleneck? Welcome back to...
Source: DEV Community
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[Agent Platform in Action (8)] When ADK Go Graph Workflow Meets Google Research Harness (Part 2): Integrating Phase 4 Eval Datas
Introduction: Why Decoupling Prompts Isn't Enough? In the previous post [Agent Platform...
Source: DEV Community
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[Agent Platform in Action (9)] When ADK Go Graph Workflow Meets Google Research Harness (Part 2): Two-layer Recursive Testing Gu
Introduction: From "Manual Prompt Tuning" to "Two-Layer Recursive Autonomous...
Source: DEV Community
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Profile Sprawl: Solving a Problem You Didn't Know You Had
Every public profile you own says something slightly different about you. A step by step guide to treating your bio as source code, with one file, one tracker and an agent skill that checks the live sites.
Source: DEV Community
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Google Expands UGC Spam Guidance for Sharing Platforms and Publishing Tools
Google has expanded its guidance on preventing user-generated content abuse to explicitly include...
Source: DEV Community
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Which Agent Diffs Break Prod? Defect Studies Since 2000 Point at Spread, Size and History
Two defect studies (Bell Labs 2000, 11 projects 2013) found risky changes spread wide and grow files fast. Turn that into a reading order for agent diffs.
Source: DEV Community
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7 Best Code Execution APIs for AI Agents in 2026
Your AI agent just wrote a perfectly reasonable Python script. Nice. The next question is where you...
Source: DEV Community
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960P: fewer pixels than 1080P, same price, 50% more runtime
I spent an afternoon convinced I had found a pricing bug. MiniMax H3 has six output tiers on...
Source: DEV Community
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A dev.to comment changed how we test agent instructions
A reader named arhancanli caught a problem in our last experiment: we had used overlapping Wilson...
Source: DEV Community
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Brain Scans Show a Warning Fades by the Second Look. Your Coding Agent Should Ask Less
Warning research shows people stop reading what they see often. Approving every agent command trains that reflex. Fence the agent so the rare prompt gets read.
Source: DEV Community
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I grepped for @ts-ignore and found zero. Then I grepped for the cast nobody bans
Every TypeScript team has a rule about @ts-ignore. Ours does too, and it works: zero occurrences...
Source: DEV Community
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Halving the KV Cache Doubles Capacity and Buys 1% of Speed
A reader found a bug in the script and asked whether an FP8 KV cache halves the long-context penalty. Computed: capacity is exactly 2x at every context, speed is 1% at 4k and 21% at 128k, and the crossover is where the cache read equals th…
Source: DEV Community
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My reflections on raising a daughter in the age of AI
A developer and father reflects on AI, independent thinking, books, and the example we set for our children.
Source: DEV Community
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Until Claude Code 2.1.309, Your ~/.zshenv Ran Outside the Sandbox Before Each Command
Claude Code 2.1.309 stopped shell startup files running outside the Bash sandbox. Why zsh and bash run them at all, and a one-line trace to see it.
Source: DEV Community · Claude
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I hid instructions in my server logs to see which models would follow them
Every Monday, ExtraTime, my football quiz site, gets a health report written by a model. It reads the...
Source: DEV Community
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Use AI Coding Agents Like a Pro: Fewer Tokens, Better Code
A practical playbook for Claude Code, Codex, Cursor and Copilot: manage context, cut token spend, and get code you can actually ship.
Source: DEV Community · Claude / Cursor
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Five Agents in Split Panes: How xterm.js Draws Text With a WebGL Glyph Atlas
Five coding agents streaming into five panes all share one main thread. How xterm.js draws text, DOM vs WebGL, and a benchmark you can run.
Source: DEV Community
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I ran ripgrep, Serena, claude-context and my own tool on the same repo
There are a lot of ways to let a coding agent find code now. Plain grep, a language server behind...
Source: DEV Community · Claude
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I got rejected from 50 jobs. Then I deleted everything on my resume except one story — and the callbacks started.
For about two months, the first thing I did every morning was refresh an inbox, looking for a word...
Source: DEV Community
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Google, OpenAI and Microsoft Move Toward a Shared AI Training Control
Google, OpenAI and Microsoft are moving toward a common way for website owners to express whether...
Source: DEV Community · OpenAI
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Your AI Agent Trusts Everything It Reads — A Field Guide to Hijacking Claude, GPT, Gemini & Copilot
A README file in your ~/Downloads folder should not be able to expose your SSH keys. A calendar...
Source: DEV Community · GPT / Claude / Gemini
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Your Agent's Tests Pass. Mutate Only Its Diff With Stryker and See If They Notice
Green tests from an agent prove the tests run. Mutate only the files its branch changed with StrykerJS and read the survivors as untested lines.
Source: DEV Community
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DeepSeek's Super-agent Defaults to Observe Mode, but Its Workers Get Full Access as You
DeepSeek open-sourced Super-agent, a GitHub coding agent. Unasked work defaults to observe mode, and its workers run with full access as your OS user.
Source: DEV Community · DeepSeek
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Ghosts in node_modules: I trained an open model to predict which packages will be abandoned
DepForecast: A Weather Forecast for the Ghosts in Your node_modules (work in...
Source: DEV Community
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Bhoot Shell: My Terminal Is Haunted, and the Ghost Runs on Local Gemma
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 4, "Ghost in the...
Source: DEV Community
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Phantom Sensor Log — Local System Anomaly & Hardware Horror Generator
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
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I Built IntentChord to Bring Human Control to AI Coding Agents — Contributors Welcome
AI coding agents can write code, modify files, and report that a task is complete. But a...
Source: DEV Community
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From a Simple "Mark as Seen" to Feedgrab & Ghostify: Story of My Life!
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...
Source: DEV Community
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Paper Ghosts: I screened 370 million old newspaper articles for ghosts. One was a magic lantern
Real ghost reports printed in American newspapers between 1846 and 1933, each shown with its original scan and the exact words behind every fact. Never a retelling.
Source: DEV Community
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Wraith: a ghost in my zsh that stops your hand before the dangerous command runs
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
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Ofrenda: A Private, Offline Remembrance Writer for Día de los Muertos
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
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I lost 3 hackathons in a row. So I built a vampire judge to tell me why.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...
Source: DEV Community