AIQBAI Intelligence Archive
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🌍Open Source Journey: Exploring Resources for Rullst
Maintaining an open-source project is a demanding journey that requires significant focus. The Claude...
Source: DEV Community · Claude
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The Answer Looked Right. That Was the Problem.
I started building The Verifier because of a slightly uncomfortable thought: What if an AI gives...
Source: DEV Community
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Building My First RAG System: From Components to Knowledge and Query Pipelines - Part Two
In the last part, we worked up from the foundational problem to the key components of a RAG system....
Source: DEV Community
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The MCP Vulnerability That Lives Between Servers, Not In One
Most MCP security writeups (including a few of mine) focus on a single server: does this one tool...
Source: DEV Community
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LatticeDB vs SQLite: I Ran the Graph Traversal Benchmarks. The Gap Is Real but the Fine Print Matters
Last week I needed to give my AI agent a memory that connects facts instead of just listing them. Not...
Source: DEV Community
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Building AutoFix-Agent: Autonomous CI/CD Failure Remediation with TrueForge & Qodo
Building AutoFix-Agent: How I Taught an AI to Fix Broken CI/CD Pipelines in 38...
Source: DEV Community
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What stops your agent shipping garbage?
The tests, in principle. But the agent wrote those too, out of the same understanding of the task, so...
Source: DEV Community
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Update on Security at METR
Source: METR：Blog（网页）
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ACAI — Adaptive Cognitive AI Architecture
Chapter 1 — Core Foundation 1.1 Objective The first version of ACAI should...
Source: DEV Community
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Building My First RAG System: Deriving the Architecture from First Principles - Part One
Intro I recently read an article about a VC who uses AI to boost his productivity. He...
Source: DEV Community
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Standard RAG vs. Agentic RAG: Moving Retrieval From Pipeline Stage to Runtime Decision
The assumption every RAG demo makes Standard RAG assumes the user's question maps onto one...
Source: DEV Community
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The isolation tech behind managed AI sandboxes (gVisor, Firecracker) — worth it locally?
In Part 1, I laid out three options for where to draw the isolation boundary around an AI coding...
Source: DEV Community
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How I Let Claude Code Resolve 312 Merge Conflicts in One Rebase: 5 Lessons
TL;DR I had a feature branch that drifted five months behind main, and rebasing it...
Source: DEV Community · Claude
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Engineering Reliability into AI Agent Code Generation. Part III
Part III — Teams of Agents, a Post-Mortem, and the Frontier Part I defined eight failure...
Source: DEV Community
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I gave an AI agent a production rollback button — then spent the hackathon trying to trick it into pressing it
A one-line omission in an MCP tool definition is enough to make an AI agent's approval gate silently...
Source: DEV Community
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Are More AI Features Always Better? The “Smart” Ideas I Removed
When AI features became easy to add, my product backlog grew very quickly. Automatically translate...
Source: DEV Community
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Your Code Knows What Changed. But Does It Know Why?
AI can write a pull request in seconds. But when that pull request touches a piece of code written...
Source: DEV Community
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Building Roamstead: How Google Cloud Helped Me Create a Collaborative Housing Agent for Southeast Asia
Moving to another country can unlock a better quality of life, lower housing costs, and a new sense...
Source: DEV Community
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I Built a Security Linter for AI-Generated Code, Here Is What I Found in a Real Production Codebase
AI coding tools write fast. GitHub Copilot. Cursor. ChatGPT. Claude. Gemini. Every single one of...
Source: DEV Community · ChatGPT / Claude / Gemini
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My test report printed "0/96, 0% pass rate". The truth was my account was out of credit
Something you can do right now Open any script you have that prints a score — an eval, a...
Source: DEV Community
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Stop Streaming LLMs via Route Handlers: The Server Actions Shift
The Evolution of AI Integration in Next.js For the past few years, building AI-powered...
Source: DEV Community
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Feature detection lies: two things I learned shipping on WebMCP
I spent eight days building a parliamentary-procedure engine on WebMCP — the emerging standard that...
Source: DEV Community
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LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale
LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale Subtitle: A...
Source: DEV Community
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Live API specs for coding agents
Live API specs for coding agents An agent writing frontend code has to know the backend's...
Source: DEV Community
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Stop Letting Flaky APIs Crash Your AI Agents
How to combine exponential backoff, circuit breakers, and graceful fallbacks for production-grade agentic workflows.
Source: DEV Community
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OpenAI Jalapeño puts NVIDIA's inference margins on the clock
Does Jalapeño beat NVIDIA? On the benchmark OpenAI published, yes. Does that make it a better chip...
Source: DEV Community · OpenAI / NVIDIA
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I Built an AI Agent That Negotiates My Bills For Me, Here's Everything That Went Wrong
This post showcases my journey of the All Things Agentic Hackathon. I'm a second semester software...
Source: DEV Community
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How I built an AI planning tribunal in a weekend by orchestrating AI agents
I spent this weekend building Setback for Google's All Things Agentic Hackathon: a tool that turns a...
Source: DEV Community
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Can You Trust an LLM to Fix a Broken Locator? I Measured It.
A measured study of multi-provider LLM consensus as a locator-healing signal — and why Automation...
Source: DEV Community
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Migration Diary: Benchmarking Your AI Reviewer Before a Free-Tier Cutover
Moving your AI reviewer to a free model without a benchmark suite is asking for silent quality...
Source: DEV Community
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Trust Boundaries in AI Coding's Free Servers
Every AI coding tool that offers a free server is quietly moving your trust boundary to a machine you...
Source: DEV Community
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EU AI Content Labeling Code Offers a Practical Framework for Businesses Using Generative AI
The European Commission has published a Code of Practice on marking and labeling AI-generated...
Source: DEV Community
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Free Models, a Free Server, and a Reference That Outlived Its Function
A dangling reference is easy to miss on your laptop and hard to ignore on a container that behaves...
Source: DEV Community
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The Free Server That Isn't Yours: A Myth-Busting FAQ for Open-Source AI Coding Tools
Last week a friend pointed his CI pipeline at an open-source coding assistant's free server tier. The...
Source: DEV Community
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Would You Let an AI Agent Move Your Money?
What human-in-the-loop costs once it stops being a stub Part 4 of an ongoing experiment: building...
Source: DEV Community
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Building One Tap for PingFederate, Part 3: An Automated Narrated Demo Video
Authentication demonstrations are difficult to record reliably. A live flow depends on cookies,...
Source: DEV Community
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17 Ways Your AI Agent Quietly Lies to You
Field notes from two weeks of running an autonomous agent on real money Most writing about AI agents...
Source: DEV Community
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I built a job-risk checker that never calls an LLM — it reads your GitHub instead
A few weeks ago I sat down to build "will AI take my job," the tool. The honest first question I...
Source: DEV Community
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Building an Allergen-Aware AI Barista using Google Cloud ADK, Gemini, and Cloud Firestore
As conversational AI transitions from generic chatbots to specialized corporate agents, grounding...
Source: DEV Community · Gemini
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Why Your Cold Email AI Needs a Vector DB, Not a Better Prompt?
Every "AI personalization" demo looks the same. Someone types a name and a company into a box, an LLM...
Source: DEV Community