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
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
AI-Assisted Development Without Losing Engineering Judgment
Modern software development gives us access to increasingly powerful AI tools. But using AI...
Source: DEV Community
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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
PerspectivesOrdinary
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)
PerspectivesOrdinary
Benchmarks Don't Know Your Job
Source: Every:LatestArticles(网页)
PerspectivesOrdinary
I Tried the AI Model Built to Fix AI Writing
Source: Every:LatestArticles(网页)
PerspectivesSelected
i’m joining forces with @ylecun and an incredible group of people to start AMI Labs @amilabs. AMI ...
我与 @ylecun 和一群杰出人士联手创立 AMI Labs @amilabs。
Source: X:谢赛宁 (@sainingxie)