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本周最佳Research:Gemini 科研加速与对齐失败缓解
AI Perspectives & Methods · X:马东锡 NLP (@dongxi_nlp) · 2026-08-30
本周最佳两篇 Week 35 Accelerating Scientific Research with Gemini in the Real-World https://arxiv.org/pdf/2608.26701 Automated Researchers Can Reliably Mitigate Alignment Failures https://www-cdn.anthropic.com/7b1c44894e980876479947dcdd40716278aeeffd/automated-alig…
The Hidden Security Blind Spots in Local AI Workflows
AI Tutorials & Practice · DEV Community · 2026-08-30
A Japanese version of this is on Note. An increasing number of engineers and creators are running...
Prompt Engineering Is Dead. Long Live Harness Engineering.
AI Tutorials & Practice · DEV Community · 2026-08-30
From Prompt to Context to Harness: how three years of AI engineering vocabulary kept renaming the same problem until 40% of agent projects started failing for the same boring reason.
I Replaced grep-Based Code Review with a Knowledge Graph + MCP. Here Are 3 Bugs Vector Search Missed.
AI Tutorials & Practice · DEV Community · 2026-08-30
Vector search was finding the wrong files in my AI code review pipeline. Wiring a code knowledge graph through MCP cut review context by 8.3x and surfaced bugs that lived between files.
Three layers of automated fact-checking for an LLM newsroom (and the bugs that forced each one)
AI Tutorials & Practice · DEV Community · 2026-08-30
Our site, presentofai.com, publishes AI industry analysis daily with no human in the writing loop:...
AfterMind: Turning Thoughts Into Stories With AI
AI Tutorials & Practice · DEV Community · 2026-08-30
AfterMind: Turning Thoughts Into Stories With AI Introduction Sometimes the...
IA Não é Só Chat: o Mundo de Computer Vision, 3D e IA Multimodal
AI Tutorials & Practice · DEV Community · 2026-08-30
Quando alguém fala em Computer Vision, a primeira coisa que costuma vir à cabeça é detecção de...
Teaching an LLM to pull MCP Resources and Prompts on demand (instead of drowning it in context)
AI Tutorials & Practice · DEV Community · 2026-08-30
Teaching an LLM to pull MCP Resources and Prompts on demand (instead of drowning it in...
I stopped typing: a hands-on guide to voice-first client work with Wispr Flow (and an open-source Skills kit)
AI Tutorials & Practice · DEV Community · 2026-08-30
Three real examples, ten minutes of Wispr Flow settings (MCP included), a one-week task list, and four open-source agent Skills you can install today.
Multimodal robots learn more efficiently
AI Tutorials & Practice · DEV Community · 2026-08-30
A vision‑language backbone can significantly reduce robot training data requirements, addressing the...
Building a Closed-Domain Agentic AI Knowledge Assistant with Hybrid RAG
AI Tutorials & Practice · DEV Community · 2026-08-30
I recently built an "Agentic AI Knowledge Assistant" that combines "Retrieval-Augmented Generation...
Building an Agentic RAG AI Agent with FAISS, BM25 and Qwen
AI Tutorials & Practice · DEV Community · 2026-08-30
I recently completed a project as part of my AI Engineering learning journey: an Agentic RAG AI Agent...
Your MCP Server Says It Is Read-Only. Who Checked?
AI Tutorials & Practice · DEV Community · 2026-08-30
MCP servers describe their own tools. A tool can publish readOnlyHint: true, and an agent harness may...
Bugs Are Innocent Until Reproduced: Building Verdict, an Evidence-First Agent Harness
AI Tutorials & Practice · DEV Community · 2026-08-30
Most flaky bug reports end in one of two places: "cannot reproduce" or a patch nobody can prove fixed...
An agent trajectory dataset needs more than final answers
AI Tutorials & Practice · DEV Community · 2026-08-30
An agent trajectory dataset should preserve the behavior that produced an outcome, including the...
Memory Allocation
AI Tutorials & Practice · DEV Community · 2026-08-30
Why should you care? Every program needs memory. When you create: int age = 20; ...
The undo has to exist before the write does
AI Tutorials & Practice · DEV Community · 2026-08-30
An agent that changes something runs in the order decide, act, report. Verification, where there is...
I built an AI agent for production incidents. The interesting part is when it refuses to act.
AI Tutorials & Practice · DEV Community · 2026-08-30
I wrote this for the All Things Agentic Hackathon. Every incident-response demo you have seen ends...
Why the AI character would not calm down, and how I fixed it
AI Tutorials & Practice · DEV Community · 2026-08-30
An early version of Say It Ahead had a basic problem. A user could listen carefully, ask good...
OpenAI Is Cutting Off Cursor: The AI Coding Lock-In Lesson Every Developer Needs
AI Tutorials & Practice · DEV Community · 2026-08-30
Last Friday, thousands of developers opened their AI code editor and found out that one of the models...
An Open Task Is Not Yet a Contribution
AI Tutorials & Practice · DEV Community · 2026-08-30
Most contributor onboarding starts by collecting identity. Create an account. Join the community....
Flash Onyx 2.2 Is Out, and It Finally Finishes the Job
AI Tutorials & Practice · DEV Community · 2026-08-30
Flash Onyx 2.2 is live on Ollama. It's the model behind FLASH CLI, my local terminal agent, and it...
Five bugs in my LLM app that never threw an error
AI Tutorials & Practice · DEV Community · 2026-08-30
I spent two and a half weeks building an agent that reads a project's code review history and...
The approval signature that could be spent twice
AI Tutorials & Practice · DEV Community · 2026-08-30
I built this project and wrote this article for the purposes of entering the Google Cloud "All Things...
Your subagent finished — you just could not hear it: how agent replies actually reach the parent
AI Tutorials & Practice · DEV Community · 2026-08-30
We spawned two review agents, waited, got nothing, declared them unresponsive, fell back to...
How I Caught an Agent Fabricating Its Own Results
AI Tutorials & Practice · DEV Community · 2026-08-30
Here is the short version, so you can decide if the long version is worth your time. If you run...
Four reviewers told me the one thing I couldn't fix by myself
AI Tutorials & Practice · DEV Community · 2026-08-30
What happens when you submit a solo open-source project to academic peer review: the reviews were...
Caveman Ultra Mode: Make Your Coding Agent Say Less, Not Think Less
AI Tutorials & Practice · DEV Community · 2026-08-30
How Caveman Ultra Mode compresses coding-agent replies, where it helps most, and how to preserve evidence and judgment when working tersely.
My Claude Code config costs 9,857 tokens before I type anything
AI Tutorials & Practice · DEV Community · 2026-08-30
I installed 107 skills, 38 agents and 15 commands into Claude Code over a few months. Standard stuff...
Jeffy Loop: The Coding Agent That Won’t Let Itself Lie
AI Tutorials & Practice · DEV Community · 2026-08-30
Most autonomous coding agents are optimistic. They audit, fix, declare victory, and sometimes the...
MySQL Connection Pooling Explained: Do 50 Concurrent Users Need 50 Database Connections?
AI Tutorials & Practice · DEV Community · 2026-08-30
When configuring a database connection in a backend application, you've probably seen code like...
Qwen3.8-27B vs Muse Glimmer 30B: Which Permissive Open-Weight Model Fits Your Local GPU?
AI Tutorials & Practice · DEV Community · 2026-08-30
Compare Qwen3.8-27B and Muse Glimmer 30B: Apache 2.0 licensing, 24 GB GPU memory requirements, video modalities, and local agent serving benchmarks.
AI Creates, AI Delivers, AI Fails — Quality Assurance for Unwatched Systems
AI Tutorials & Practice · DEV Community · 2026-08-30
Focusing on an unmanned AI avatar delivery system, this article consolidates practical insights into QA design that shifts the focus from output to system behavior, and soak testing to catch long-term bugs (cumulative, incremental, looping, and reboot-related…
I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened.
AI Tutorials & Practice · DEV Community · 2026-08-30
I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened. The...
Make Codex Prove It: A Three-File Design That Leaves Evidence on Disk
AI Tutorials & Practice · DEV Community · 2026-08-30
An AI agent telling you "done" is not evidence. When I started delegating work to Codex, I took those...
We are all tech leads now
AI Tutorials & Practice · DEV Community · 2026-08-29
Are you writing code all day? I don't. I actually haven't written production code by hand in a long...
Two Projects, One Problem — What PlannerCritic and AdversarialDebate Each Got Wrong
AI Tutorials & Practice · DEV Community · 2026-08-29
I built two systems this year that try to solve the same problem from opposite...
I built an AI gateway because I was tired of guessing what a request would cost
AI Tutorials & Practice · DEV Community · 2026-08-29
Every provider has a different pricing page. If you use one provider, that is fine. But the moment...
10 Things I Learned Building With AI as a Non-Developer
AI Tutorials & Practice · DEV Community · 2026-08-29
The hard part turned out not to be writing code. It was learning what to trust, what to test, and...
Building an Autonomous Security Alert Triage Agent with Gemini and Google ADK
AI Tutorials & Practice · DEV Community · 2026-08-29
I created this post for the purposes of entering the All Things about Agentic Hackathon...
A guard that has never fired and a guard that stopped running look identical on disk
AI Tutorials & Practice · DEV Community · 2026-08-29
A guard that has never fired and a guard that stopped running look identical on disk. That sentence...
Code Is Becoming Free: What’s Next for Big Tech?
AI Tutorials & Practice · DEV Community · 2026-08-29
For decades, software was expensive because software was difficult to build. A serious business...
Building TrueSRE: Autonomous Multi-Agent Incident Remediation with TrueForge, FastMCP, and Daytona
AI Tutorials & Practice · DEV Community · 2026-08-29
💥 The 3:00 AM On-Call Nightmare If you’ve ever carried an on-call pager for a production Kubernetes...
I taught my hand gestures to run an AI coding agent
AI Tutorials & Practice · DEV Community · 2026-08-29
A few weekends ago I got annoyed at typing prompts into a terminal and decided the fix was,...
What 100% Test Coverage Missed: State Across Google ADK A2A Boundaries
AI Tutorials & Practice · DEV Community · 2026-08-29
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.
The State of Conversational AI in 2026, measured
AI Tutorials & Practice · DEV Community · 2026-08-29
We spent the last few weeks trying to answer a simple question with numbers instead of vibes: what...
# 10 Git Commands That Made Me More Confident With Git
AI Tutorials & Practice · DEV Community · 2026-08-29
If you've used Git for a while, you probably know the basics: git add git commit git pull git...
The WebGPU Export Engine: Rendering High-Res Canvases to MP4, SVG, and PDF Like a Senior Architect
AI Tutorials & Practice · DEV Community · 2026-08-29
The permanent friction of modern web development is a silent war between interactive visualization...
AI Review Isn't the Gate. Your CI Pipeline Still Is.
AI Tutorials & Practice · DEV Community · 2026-08-29
Two weeks ago I watched a pull request get merged with an AI-authored review comment that said "LGTM,...
How AI Stores Millions of Vectors Without Using Tons of Memory
AI Tutorials & Practice · DEV Community · 2026-08-29
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...