AI Perspectives & Methods
汇总 AI 使用技巧、实践方法、效率经验、Industry观察与专业观点。
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PerspectivesOrdinary
本周最佳Research：Gemini 科研加速与对齐失败缓解
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/7b1c44894e980876479947dcdd40716278a…
Source: X：马东锡 NLP (@dongxi_nlp) · Claude / Gemini
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
"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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
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
PerspectivesSelected
The AI Agent Stack: What Actually Makes an Agent Work?
What actually makes an AI agent work? Explore the practical architecture behind modern AI agents—from...
Source: DEV Community
PerspectivesSelected
This is what every AI pin gets WRONG
If you are interested to get this project developed further, cosider starring it on my github:...
Source: DEV Community
PerspectivesSelected
Transactional Outbox no JurisOS: Resiliência Local-First e Criptografia End-to-End com Elixir & BEAM
Transactional Outbox no JurisOS: Resiliência Local-First e Criptografia End-to-End com...
Source: DEV Community
PerspectivesSelected
How I Migrated 40 REST Endpoints to GraphQL With Claude Code in 12 Days
TL;DR I moved 40 REST endpoints to GraphQL in 12 days using Claude Code as the grunt-work...
Source: DEV Community · Claude
PerspectivesSelected
One MCP Server, Two AI Clients: Wiring Actian VectorAI DB Into Claude and Cursor
MCP promises one server, any AI client. I put that to the test by wiring Actian VectorAI DB up to...
Source: DEV Community · Claude / Cursor
PerspectivesSelected
I sent 1,027 cold emails with my own AI sales agent. 7 replied. The problem was not the emails.
Last week I wrote about our Product Hunt launch. 2 upvotes, 0 signups. This is the other half of the...
Source: DEV Community
PerspectivesSelected
How I Built an In-Place Android Screen Translator with Jetpack Compose, ML Kit, and Gemini Vision
Language barriers in mobile apps, games, and foreign media are a constant friction point. Traditional...
Source: DEV Community · Gemini
PerspectivesSelected
We ran 160 agent tasks across two frameworks. The frameworks tied. Then we changed the model.
We ran 160 agent tasks across two frameworks. The frameworks tied. Then we changed the model — and...
Source: DEV Community
PerspectivesSelected
A zero isn't data until you can prove the instrument was running
A page showed 0 views. I drew a reasonable conclusion and wrote it into my state file. Two days later I found the page had never had analytics installed at all. Didn't happen and wasn't measured look identical.
Source: DEV Community
PerspectivesSelected
What I Learned Building an AI Product Photography SaaS
When I started building Shotinger, I thought the hardest part would be the AI. Getting good images....
Source: DEV Community
PerspectivesSelected
Why Vercel AI SDK 6/7 is a Paradigm Shift for React & Next.js AI Engineers
Why Route Handlers are Holding Back Your AI Apps For months, the standard advice for...
Source: DEV Community
PerspectivesSelected
Forward Deployed AI Engineer: The Role Enterprise AI Actually Needs
Every enterprise AI initiative I've seen fail had one thing in common. The engineers who built the...
Source: DEV Community
PerspectivesSelected
Building an AI Question Paper Generator: Conquering Google Cloud Document AI, Firestore Vector Search, and Gemini
As part of the Gen AI Academy APAC, I set out to solve a major pain point for educators: manually...
Source: DEV Community · Gemini
PerspectivesSelected
AI-Assisted Development Without Losing Engineering Judgment
Modern software development gives us access to increasingly powerful AI tools. But using AI...
Source: DEV Community
PerspectivesSelected
The header I trusted was lying by accident
If you have Cloudflare in front of your site, and at some point you wrote a cache rule that matches...
Source: DEV Community
PerspectivesSelected
Anthropic's AI-Native SDLC Has Three Controls. It's Missing a Fourth.
Anthropic published an AI-Native SDLC playbook last week. Its central claim: code generation is no...
Source: DEV Community · Claude
PerspectivesSelected
Shadow-test a new AI email agent on live threads with Nylas
You have an email agent that works in a test inbox. It classifies a support request, pulls the...
Source: DEV Community
PerspectivesSelected
The Best Model Pair in My Field Test Was Also the Least Trustworthy
v0.2.1 RELEASED — Aug 28, 2026. Release notes · Field test report v0.2.1 Key Finding: The Mistral...
Source: DEV Community · Mistral
PerspectivesSelected
Agent Teams - Building a Local-First Desktop App for Multi-Agent Coordination
I was in the middle of a vibe-coding session, building something completely different, as I do very...
Source: DEV Community
PerspectivesSelected
Where Did the Ten Million Tokens Go? A Myth-Busting FAQ for Free-Tier Agents
Friday evening is when most free-tier experiments begin. An engineer assigns a coding agent a large...
Source: DEV Community
PerspectivesSelected
The Most Important AI Agent Design Choice: Don’t Let the Model Be the Final Authority
AI agents are getting very good at doing things. They can search databases, call APIs, modify...
Source: DEV Community
PerspectivesSelected
Your AI Remembers Everything and Trusts All of It
I think we are still talking about AI memory in the wrong way. Most implementations are variations of...
Source: DEV Community
PerspectivesSelected
I Tested Rails Baseline by Leaving Architecture Out of the Prompt
Note: Rails Baseline is the production-ready Rails foundation I tested here. It gives a new SaaS...
Source: DEV Community
PerspectivesOrdinary
33 Questions Executives Ask About AI-Answered
Source: Every：LatestArticles（网页）
PerspectivesOrdinary
The Case for Cloning Your Coworkers
Source: Every：LatestArticles（网页）