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教程 / 实战普通2026-10-04 06:43

前 OpenAI 安全员工 David Robinson 发文批评公司迭代部署过于激进、文化已崩坏

据路透社报道，在 OpenAI 任职三年半、曾监督 12 次前沿模型发布安全报告的前安全员工 David Robinson，当地时间周六在《大西洋》杂志发文，批评 OpenAI 依赖先发布后加固的迭代部署模式，认为应像核电与航空业那样建立防护机制。OpenAI 发言人回应称一直在把控模型能力，必要时会暂停训练或暂缓发布；Robinson 并警示 AI 能力发展已超过对齐研究的认知水平。

信息来源：IT之家·人工智能 · OpenAI

教程 / 实战普通2026-10-04 06:17

Base Rate Neglect: Why Your "95% Accurate" Alert Is Wrong 99% of the Time

Google Flu Trends ran hot in 100 of 108 weeks. Your cost-anomaly alert has the same bug. Here's the Bayes math, and a pre-flight fix in Python.

信息来源：DEV Community

教程 / 实战普通2026-10-04 06:01

When do AI agents actually matter? Benchmarking RAG vs GraphRAG vs Agentic GraphRAG on TigerGraph

Everyone's building agents right now. But a better question than "can an agent do this?" is "when...

信息来源：DEV Community

教程 / 实战普通2026-10-04 05:38

85k or 90k? My Agent Won't Guess

An award-travel agent on Sanity Context that builds the cheapest points routing, proves it, and refuses to price anything while its sources disagree.

信息来源：DEV Community

教程 / 实战普通2026-10-04 05:21

Your Policies Are Out of Date: How I Built a Sanity AI Agent to Catch Fact Drift

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What...

信息来源：DEV Community

教程 / 实战普通2026-10-04 05:20

Scholia: an AI study partner that answers from course knowledgebase

This is a submission for the Sanity Challenge: Path One, Ship an Agent That Queries Real Content. ...

信息来源：DEV Community

教程 / 实战普通2026-10-04 04:59

🔍 Explain This Screenshot — Your AI Debugging Friend

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

信息来源：DEV Community

教程 / 实战普通2026-10-04 04:58

Museum of Unfinished Futures: an AI clerk proposes, a human curator decides

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...

信息来源：DEV Community

教程 / 实战普通2026-10-04 04:57

How I built an open-source WhatsApp claims bot for insurers in the DRC

How I built an open-source WhatsApp claims bot for insurers in the DRC In Kinshasa, nobody...

信息来源：DEV Community

教程 / 实战普通2026-10-04 04:12

I let an AI build and ship a product. Its tests passed 6/6, then failed 5 of 8 real cases.

Claude wrote the code; I supplied a live 234-mod server and thirteen real crash reports. Every bug was found by contact with reality, not by more reasoning. Here is each one.

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-04 04:10

Your AI Feature Is Now Part of Your Attack Surface

Why adding an LLM changes the security model of an ordinary application Adding an LLM to an existing...

信息来源：DEV Community

教程 / 实战普通2026-10-04 04:05

Connect Cursor and Claude Code to your internal API over MCP (step by step)

The first week of using a coding agent against your company's API is always the same: paste the docs...

信息来源：DEV Community · Claude / Cursor

教程 / 实战普通2026-10-04 03:24

Your API Timed Out. Did the Order Still Go Through?

A customer clicks Place Order. The spinner turns… and turns… then: Request timed out. So they click...

信息来源：DEV Community

教程 / 实战普通2026-10-04 03:20

System design for physical AI: live wildfire ignition risk for every distribution feeder, on the utility's own hardware

Twelve source systems, a fourteen-object ontology, edge vision at substations and one GPU node: a 48-hour ignition and outage picture where a named operator makes every de-energisation call.

信息来源：DEV Community

教程 / 实战普通2026-10-04 03:12

我们的 AI 助产士：GPT-4 如何帮一对夫妇找出六年未确诊的子宫肌瘤

Drew Housman 在 Astral Codexten 发表客座文章，讲述夫妇二人在经历 6 年不明原因不孕、多次胚胎移植失败后，用 GPT-4 扮演 Hollywood 医疗剧医生 Dr. Reid 辅助分析扫描和激素数据。AI 建议做 MRI，查出一个此前被漏诊的 6 厘米黏膜下子宫肌瘤，切除后妻子自然受孕。文章同时讨论了当下对 AI 的负面舆论，并提到孩子取名 Reed。

信息来源：Hacker News：AI 热帖 · GPT

教程 / 实战普通2026-10-04 02:44

I Realized I Couldn't Trust AI With My Research

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...

信息来源：DEV Community

教程 / 实战普通2026-10-04 02:27

Nudging with Questions: Why Telling Your AI What to Fix Triggers an Apology Death Spiral (And How to Advance Juniors)

What I learned mentoring juniors for four decades seems to apply to today's agentic coding: why barking code fixes triggers sycophantic panic, and how Socratic questions yield 95%+ first-pass success.

信息来源：DEV Community

教程 / 实战普通2026-10-04 02:25

I shipped an agent that asks Sanity Context what it is allowed to say

An agent with no arithmetic authority: Sanity Context supplies the candidate set, a typed judgment model classifies against it, and a deterministic engine owns every number.

信息来源：DEV Community

教程 / 实战普通2026-10-04 02:10

Copilot Studio over thousands of documents: answer only when a source supports it

A Copilot Studio agent connected to a large document library almost always answers. The problem is...

信息来源：DEV Community

教程 / 实战普通2026-10-04 02:05

I Made Spider-Man Swing Without Animating a Single Frame

Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...

信息来源：DEV Community

教程 / 实战普通2026-10-04 02:01

NutriScan.AI: How I Built an Open-Source Calorie & Dynamic Metabolic Scanner for My Friend Dave.

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

信息来源：DEV Community

教程 / 实战普通2026-10-04 01:55

Your Agent Timed Out. Did the Action Still Happen?

An agent submits a request to publish a document. The server commits it. The response disappears...

信息来源：DEV Community

教程 / 实战普通2026-10-04 01:32

Every AI-agent enforcement story this week is really about missing evidence

Every AI-agent enforcement story this week is really about missing evidence I'm an...

信息来源：DEV Community

教程 / 实战普通2026-10-04 01:30

Claude Code mods: Minesweeper and testkit

My own harness, the tooling I run around Claude Code, comes with a custom trust score. That trust...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-04 01:21

Stop pasting API docs into AI coding agents: serve the spec over MCP

Watch an engineer use a coding agent against an unfamiliar API and you see the same ritual every...

信息来源：DEV Community

教程 / 实战普通2026-10-04 01:08

Cheaper to Write, More Expensive to Trust

A friend messaged me lately: Where do you see IT going? Any new patterns in the post-AI era? My...

信息来源：DEV Community

教程 / 实战普通2026-10-04 01:04

I contribute to OpenTelemetry and still shipped two retired attribute names, so I built Attrition

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...

信息来源：DEV Community

教程 / 实战普通2026-10-04 00:56

548 Visitors, $0, One Subscriber. Month One, Full Ledger.

Originally published on mrsaynothing.dev — the receipts here get updated as the month rolls over,...

信息来源：DEV Community

教程 / 实战普通2026-10-04 00:40

A denylist let 46 of 75 prompt injections through. Capabilities let 3.

Two documents appeared on 8 September. An arXiv paper measures what happens when a coding agent reads...

信息来源：DEV Community

教程 / 实战普通2026-10-04 00:29

Auditing 50 Petabytes of Agent Logs Costs More Than Sandboxing Egress

OpenAI published an update on its review into agent intrusions across external infrastructure. The...

信息来源：DEV Community · OpenAI

教程 / 实战普通2026-10-04 00:22

如何想象超级智能

你如何想象超级智能（如果真正的超级智能真能存在的话）？我喜欢《龙与地下城》里一个用来扮演智力25的反派的技巧：不要试图在谋划上胜过玩家。相反，无论他们做什么或掷出什么，都演得像大反派早已预见到一样。

信息来源：X：Ethan Mollick (@emollick)

教程 / 实战普通2026-10-04 00:08

CORE Is a Product. I Still Won't Call It Production-Ready. Help Me Break It.

Three weeks ago I wrote about a 72-hour autonomous run: 68,495 blackboard entries, zero restarts,...

信息来源：DEV Community

教程 / 实战普通2026-10-04 00:08

I built a self-hosted AI agent for GitLab. It has reviewed 1,000+ merge requests.

Assign a GitLab issue to a bot, and a few minutes later there's a draft merge request with the fix....

信息来源：DEV Community

教程 / 实战普通2026-10-04 00:05

Ninety: I vibe-coded a Schengen day accountant that admits when it doesn't know

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange Live:...

信息来源：DEV Community

教程 / 实战普通2026-10-04 00:05

From Prototype to 1,890(Behavioral) Tests: Hardening an AI Agent Governance Engine

In my last post, I shared an early prototype of Soma and argued why static .cursorrules and CLAUDE.md...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-04 00:02

Queue-Based AI Workflows in Laravel: Jobs, Retries, and Cost Control

The problem: a request that costs money and takes a minute The agent from the last post...

信息来源：DEV Community

教程 / 实战普通2026-10-03 23:33

I attack-tested my agent's seatbelt. Here's what survived.

A blocklist for destructive agent commands passed its own tests — then failed four bypasses I wrote...

信息来源：DEV Community

教程 / 实战普通2026-10-03 23:29

One URL, several copies: a 200 is not a measurement until the response says it missed

Last week I published a result, and a reader falsified it inside eight hours. He was right, and the...

信息来源：DEV Community

教程 / 实战普通2026-10-03 23:21

Part V - But How Does the Machine Wait for Something That Happens Later?

Our shipping transition now considers more than the order’s status. It requires a valid paid order...

信息来源：DEV Community

教程 / 实战普通2026-10-03 23:00

5 Ways to Run DeepResearch, Plus Deliverables, Tools, and Workflows

Day 3 of 30 Days of Search. A research task does not always end with a report. Your app might need...

信息来源：DEV Community