AI Intelligence Archive
浏览 AIQB 已保存的 142 stories AI intelligenceArticles，覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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Code Is Becoming Free: What’s Next for Big Tech?
For decades, software was expensive because software was difficult to build. A serious business...
Source: DEV Community
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Building TrueSRE: Autonomous Multi-Agent Incident Remediation with TrueForge, FastMCP, and Daytona
💥 The 3:00 AM On-Call Nightmare If you’ve ever carried an on-call pager for a production Kubernetes...
Source: DEV Community
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I taught my hand gestures to run an AI coding agent
A few weekends ago I got annoyed at typing prompts into a terminal and decided the fix was,...
Source: DEV Community
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What 100% Test Coverage Missed: State Across Google ADK A2A Boundaries
A three-agent fleet passed every test in-process, then lost state silently the moment it was deployed across A2A workers. Here is the boundary, the fix, and what Google said.
Source: DEV Community
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The State of Conversational AI in 2026, measured
We spent the last few weeks trying to answer a simple question with numbers instead of vibes: what...
Source: DEV Community
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# 10 Git Commands That Made Me More Confident With Git
If you've used Git for a while, you probably know the basics: git add git commit git pull git...
Source: DEV Community
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The WebGPU Export Engine: Rendering High-Res Canvases to MP4, SVG, and PDF Like a Senior Architect
The permanent friction of modern web development is a silent war between interactive visualization...
Source: DEV Community
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AI Review Isn't the Gate. Your CI Pipeline Still Is.
Two weeks ago I watched a pull request get merged with an AI-authored review comment that said "LGTM,...
Source: DEV Community
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How AI Stores Millions of Vectors Without Using Tons of Memory
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
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Giving AI Agents a Deterministic Clock (Zero LLM in the Loop)
When building autonomous AI systems, developers eventually hit a fundamental architectural wall. Your...
Source: DEV Community
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AI Is Probabilistic. Enterprise Software Isn’t.
What happens when probabilistic language models meet deterministic business systems There is...
Source: DEV Community
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How I Built Autonomous AI Agents Using Laravel and Python (Architecture & Real-World Lessons)
When most developers think about building AI agents, they immediately jump into pure Python...
Source: DEV Community
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A good fallback hides the failure it was built for
Built for Google's All Things Agentic Hackathon (Devpost), August 2026. I spent three weeks...
Source: DEV Community
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Unlocking workload rightsizing visibility on GKE: How VPA decision logs bring observability to autoscaling
Learn how to troubleshoot and audit GKE Vertical Pod Autoscaler actions with structured decision logs in Cloud Logging.
Source: DEV Community
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Reward Hacking in LLMs: When the Model Learns to Win the Game Instead of Doing the Job
Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review...
Source: DEV Community
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You cannot fire your AI agents
A branch came in for review with about sixty commits on it, every one authored by someone on the...
Source: DEV Community
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Choice Leaks: I Tried to Generate 100 Random Digits and Failed in Four Measurable Ways
A consciousness test you can run in ten minutes: try to be random, then measure how you failed. I ran it on myself. The tell was not bias — it was fairness.
Source: DEV Community
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Why My Agent Refused 96 Times Before Getting It Right: Lessons from Building Reliable AI Agents in Production
Real-world lessons from 96 iterations to build a production-grade AI agent. Patterns, failures, and the systematic approach that actually works.
Source: DEV Community
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The Same GraphRAG Comparison Wins and Loses. It Depends Which Instrument Judged It.
One finding, and it is not about graphs. It is about how the result you are quoting was...
Source: DEV Community
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ShipSafe: How a LinkedIn Post Sent Me Back Into My Old Field for 10 Hours
Hello everyone, I did a 3-year diploma in computer engineering before switching paths. I'm now in...
Source: DEV Community
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When Better Latency Metrics Hide Worse Reliability
A system completes 93% of interactive requests with a p95 latency of 10 seconds. Another completes...
Source: DEV Community
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Your Compute-Usage Receipt Can Be Cryptographically Signed and Still Be Forged. Here's the One Field That Actually Prevents It, From the Command Line.
Co-authored by Rudrendu Paul and Sourav Nandy. Repo: github.com/RudrenduPaul/ComputeLedger,...
Source: DEV Community
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I built an autonomous treasury agent, then let a code review bot find every way it could lose money
I just submitted TreasuryForge to the WeMakeDevs × TrueFoundry Agent Harness Hackathon, an autonomous...
Source: DEV Community
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Design Patterns of Agentic AI
The Design Patterns Nobody Told You About Agentic AI Here's a confession: the first...
Source: DEV Community
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I Tried Getting Closer to the GPU With Triton
I've been trying to understand what actually happens when a piece of ML code reaches the GPU. Not the...
Source: DEV Community
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I Asked for a Portfolio but Got a Filing Cabinet
Every AI redesign of my portfolio looked different and was the same filing cabinet underneath. What a style guide couldn't fix — and the one instruction that did.
Source: DEV Community
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I A/B tested my own system prompt: 24 generations, one clear win, one rule that did nothing | Flash Onyx 2.2
Five new sections in Flash Onyx 2.2, measured against the build from before them, then six rounds of fixing what the run found. Including the round where adding one more sentence made everything worse.
Source: DEV Community
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I measured what 300 websites actually serve to AI agents
People keep saying that sites treat cryptographically signed AI agents differently, or that they hide...
Source: DEV Community
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GPT-5.6 Sol Fast Mode vs Standard: When Double the Price Actually Buys You Speed
Last month I sat watching one of my own agent pipelines grind through a step that a human was...
Source: DEV Community · GPT
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Your Sent Items Folder Is a Phishing Kit Now
The most convincing phishing email your finance team gets this year won't have a single typo. It will...
Source: DEV Community
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Undox: approval-gated data-broker opt-outs on TrueForge
People-search sites still republish names, addresses, phones, and dates of birth. Opting out is...
Source: DEV Community
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"Don't you trust the AI vendor's own sandbox?" I didn't have a good answer.
I build an open-source AI sandbox project, and when I mention it to people building products and...
Source: DEV Community
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curl your own homepage. That is all ChatGPT sees.
Run this against your site right now: curl -s https://yoursite.com | grep -o...
Source: DEV Community · ChatGPT
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Why Gin Fits the AI Agent Era
Gin's speed, focused API, and mature Go ecosystem make it a strong backend choice for the AI agent era.
Source: DEV Community
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Why I separated live discovery from the AI chat box
Most AI workspaces start with the same useful primitive: a chat box. I kept one in AI Workstation...
Source: DEV Community
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Your AI agent rebuilds context from scratch every session. One file gives it the map.
AI agents changed who writes the documents in my repositories. They didn't change who has to find...
Source: DEV Community
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Nobody searches for security apps. So I made mine a tool for AI agents instead.
A Japanese version of this is on Note. (This is Part 2 of the solo-security-dev series. Part 1 on the...
Source: DEV Community
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Five Languages, One Law
A library gets proven by people using it. A specification is a harder claim to back up: someone else...
Source: DEV Community
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The #1 row on this AI memory leaderboard is not a measurement
Bench'd (benchd.ai) calls itself the neutral benchmark authority for AI memory, and sells vendors a...
Source: DEV Community
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I built an AI incident responder that refuses to fix anything without asking
Built for the WeMakeDevs × TrueFoundry Agent Harness Hackathon. There are two kinds of "AI for...
Source: DEV Community