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来自 Hacker News 和 DEV Community 的今日技术热点,保留原文链接,不做 AI 摘要。
Who's afraid of Chinese models?
2026/7/20Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber
2026/7/21Qwen-Image-3.0: Rich Content, Authentic Details, Deep Knowledge
2026/7/21Human mathematicians are being outcounterexampled
2026/7/21OpenAI and Hugging Face address security incident during model evaluation
2026/7/22Incremental – A library for incremental computations
2026/7/21Apple defeats liability for not scanning iCloud for CSAM
2026/7/21I Stopped “Creating Content”
2026/7/20Agent swarms and the new model economics
2026/7/21Long presumed dead, a thriving coral reef is discovered in West Africa
2026/7/21Advertise in ChatGPT
2026/7/22'VPNs are lawful technical tools,' says EU Court in landmark copyright ruling
2026/7/22I wrote an bash enumerator because I was sick of xargs
2026/7/21PCjs Machines
2026/7/21Jack Dorsey launches Buzz to combine team chat, AI agents and Git hosting
2026/7/22Laguna S 2.1
2026/7/22The World's 2,400 Castles
2026/7/22Claude Is Not a Compiler
2026/7/21AI makes programming differently difficult
2026/7/22Running Doom on Our Custom CPU and Going Viral
2026/7/21My USB Drive Has a Hidden Encrypted Vault
2026/7/20Firefox Containers Preview
2026/7/22Apple Fixes Hide My Email Vulnerability After 404 Media Coverage
2026/7/21Meta's AI models are powering the first wave of Genesis Mission projects
2026/7/22AI And Code Ownership: Who Is Responsible For Generated Code?
2026/7/20Imagine your AI assistant just produced 200 lines of code. Legally, you may not own a single line of...
Choose your Burden
2026/7/20Hey everyone. Just an update on the Salesforce Certification. I am planning on releasing articles...
Stratagems #18: Leo Tracked an AI Signal to Derek. Both Were Looking for the Same Enemy.
2026/7/19Capture the ringleader first. The rest will scatter on their own. — The 36 Stratagems, Capture the...
Context Is King: Rethinking Domain Ownership, Product, and the "Spec Phase"
2026/7/20If you’ve spent any time recently writing detailed product requirement documents or meticulously...
4 Silent Failures, 2 Undocumented APIs, and a Container That Crashed Because of a Missing User Directive
2026/7/21What happened when I tried to deploy a CrewAI agent to AWS Bedrock AgentCore. Every error was a 200 OK. Every fix took hours to find. Here's the full debugging trail.
the part of this year I don't put in the commit messages
2026/7/2024 hours. That's how long a contract lasted before someone pulled it because I was running Windows,...
I've Spent 10+ Years in Software Engineering. After Sickness, Burnout, and a Layoff, I'm Rebuilding My Career. Ask Me Anything
2026/7/20Hi, I'm Cesar, a Senior Software Engineer with 10+ years of experience. In 2023, I got sick and...
The Optimistic UI Race Condition That Only Showed Up on the Fifth Click
2026/7/21This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry. I originally...
The smolagents bug that made my agent retry the same valid code three times
2026/7/20Third entry in the DEV x Sentry Bug Smash. Entry 1 was a crash with a confusing message. Entry 2 was...
The Hardest System I Ever Built Was for Patients Who Could Not Afford for It to Fail
2026/7/19This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry. There is a version...
I built an AI dev harness that isn't allowed to trust itself
2026/7/20Scope note (read first): this describes a system I built and operate to develop an unannounced game....
One line of math froze my AI agent forever. The timeout watched and did nothing.
2026/7/19This is my second entry for the DEV x Sentry Bug Smash challenge. Entry #1 was a crash with a...
I Learned Go by Hacking Kubernetes RBAC Security (And Nearly Quit 5 Times)
2026/7/20I Learned Go by Hacking Kubernetes RBAC Security (And Nearly Quit 5 Times) From zero Go...
Gemma4 DevOps In Action
2026/7/20In the last entry I got Gemma-4's 128-expert MoE running on an inf2.24xlarge and signed off with...
You can build it. Should you?
2026/7/21I've spent my career helping people build software. This is a series of letters about what happens...
I Rewrote a OneNote MCP Server in TypeScript — Here's What I Learned About Microsoft Graph Auth
2026/7/19If you use Claude, Cursor, or any MCP-compatible AI assistant, you've probably noticed how useful it...
Theatre Kid to Developer Advocate, None of This Was Planned
2026/7/21I never planned to be in tech. Growing up in Mumbai, I loved acting. Directing. Theatre. That was my...
From Apple Health Data to Clinical Storytelling: Building an AI-Powered Report with Python and Gemini
2026/7/20Introduction At recent technology conferences, one topic has caught my attention: every...
Browser OS Redefined: The Desktop Metaphor Doesn't Quite Fit a 5" Screen Browser
2026/7/19GnokeStation is a browser OS: it boots its own environment inside the browser, the same way a...
Open AI Build Week: Foundation First, Software Second
2026/7/21IMHO, there's a rush to sell AI to government right now (note: I work in government). I kept asking a...
How to Hunt a Bug Again (But at 10 AM ☀️)
2026/7/19Background track playing: "Execution Clap" by Kasane Teto The Story: Picture...
4 Open-Source AI Tools, 1 MCP Server — What I Built and What I Learned
2026/7/214 Open-Source AI Tools, 1 MCP Server — What I Built and What I Learned I shipped four AI...
Building a Real-time, Multiplayer Poker Game: Phase 1 of 3
2026/7/19Building a Server‑Authoritative Poker Engine: Phase 1 of 3 I'm a high school student...
I built a storefront that works with zero API keys, and it made the code better
2026/7/19I sell Next.js templates. The store takes payments through Stripe, stores orders in Postgres, keeps...
I Built an AI Memory Agent That Forgets on Purpose — Then Spent Two Days Proving It Actually Works
2026/7/21Every "AI memory agent" I looked at before starting this does the same trick: embed every message,...
The Timeline Was Split, but the Audio Wasn't: Fixing Source Offsets in a Browser Video Editor
2026/7/20This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry. ...
I Built an AI App. Eight Months Later, It Became a Skill
2026/7/19When I first wrote about NutriAgent in November 2025, it was a full application. It had a Python...
🐘 TypeScript for PHP? YES, that's possible! And it's not what you think...
2026/7/21It is time to bring opposites together, to stir up these stagnant waters, and to restore an industry...
Snowflake Cortex, Explained Like an AI That Lives Next to Your Data
2026/7/21The first time I bolted AI onto a data warehouse, the plan looked reasonable on a
Gemma 4 E2B on a Single TPU v6e Chip: A Serving Deep Dive
2026/7/21What it took to deploy, why the QAT checkpoints refuse to load, and what one flex-start v6e chip is actually worth — measured live.
tpu-management: a Claude Code skill for running Gemma 4 on Cloud TPUs
2026/7/21A Claude Code skill + MCP server that provisions Google Cloud TPU capacity, serves Gemma 4 with vLLM, benchmarks it, and tears it down — installable in one command.
I measured every millisecond of my real-time AI pipeline. The LLM was the fast part.
2026/7/19I'm building LiveSuggest, a real-time meeting assistant. It listens to your call and shows you...
PanelControl: a 65-file business app, in vanilla JavaScript with no framework
2026/7/20PanelControl is an internal business app I designed and maintain solo for an official myPOS reseller:...
Phase 4: Retrieval Quality & Grounded Answers
2026/7/20From "Closest Match" to "Answer You Can Actually Trust" The Story Starts: "Why...
The Certificate Wizard Is Now A Standalone App, And It Stopped Impersonating You
2026/7/19The iOS certificate wizard is now a standalone desktop app launched with mvn cn1:certificatewizard. It authenticates with an App Store Connect API key instead of your Apple ID login, which removes the
I Fixed a Bug That Lived in FFmpeg for 8 Years.
2026/7/20This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry. ...
We built an AI board of directors on Qwen. Then we asked it whether we should migrate to Qwen.
2026/7/20Solo founders and small operators make big, irreversible calls alone. Expand into a new market or...
New Gemini models dropped https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flash-lite-3-5-flash-cyber/
2026/7/223.6...
Loop Engineering: How To Stop The "You're Absolutely Right" Sycophancy
2026/7/21"You're absolutely right!" The agent says it before it has looked at anything. You point out a bug,...
I built 118+ device tests that run entirely in your browser — no server, no uploads
2026/7/21How I built a privacy-first device diagnostics site (mic, camera, keyboard, gamepad, MIDI, display) where nothing ever leaves the user's machine.
AI Coding Agents Can Make Junior Developers Faster. Can They Still Make Them Better?
2026/7/20AI may help junior developers ship faster. It may also slow down how they become senior. That...
The date string that invented $725 in a synthetic margin report
2026/7/19This is a submission for DEV's Summer Bug Smash: Clear the Lineup, powered by Sentry. ...
Instrumenting a Keycloak SPI provider so the next silent JDBC bug doesn't need a code review to find it
2026/7/20Project: keycloak-spi-workbench — custom Keycloak SPI providers, one of them a read-only user storage...
Google Trends will 429 you into the ground — here's how I got past it
2026/7/20The most popular Google Trends actor on Apify sits at three-and-change stars, and if you read the...
Building SaarDB, Part 3: Compaction
2026/7/20In Parts 1 and 2, we built a storage engine: WAL for durability and LSM tree for efficient disk...
The Rubric Line That Sent Me Down a Three-Layer Debugging Rabbit Hole
2026/7/20Two days before my hackathon deadline, I re-read the judging criteria for the track I was submitting...
Stop Judging Every Run: Eval Sampling Is a Budget Decision, Not a Coverage One
2026/7/19There's a slide in every "LLM eval platform" pitch deck that says: score every response, catch every...
The hard part of building a dubbing extension wasn't the AI. It was the video player.
2026/7/19I build browser extensions that dub online course videos (Udemy, Coursera, YouTube) into the viewer's...
You Deleted It. The Crawler Still Sees It.
2026/7/19I removed two listings from a directory site I run. Not for a small reason — they failed the one...
How I Built a Personal AI Assistant That Lives in Telegram
2026/7/19Build a personal AI agent in Telegram using Bun, Telegraf, SQLite, and Composio. Zero-infrastructure with conversation memory and prompt-injection defenses.
Computers Finally Care About Code
2026/7/21Everyone's convinced that AI has made code disposable. They've got it exactly backwards: for the...
Two ways to reuse a privileged CI token (and my rule only caught one)
2026/7/19A GitHub Actions security rule that only caught half its vulnerability class, the design mistake behind it, and why checking for something missing is harder than checking for something bad.
Your SSH Key Isn’t Always the Problem: A Layer-by-Layer Debugging Guide
2026/7/19I once ran: ssh demo-server Enter fullscreen mode Exit fullscreen mode ...
Your 1:1s Have No Ticket, So They're the First to Go
2026/7/20There are weeks where I finish my personal work after hours because I wouldn't move three...
My Solana Program Launch Checklist (Written the Day After I Actually Did It)
2026/7/19Three weeks from now I will open a terminal, ready to ship another program to mainnet-beta, and I...
I Built a DLP Agent That Learns From Every Click — Here's How
2026/7/19Every morning, a DLP analyst logs in to thousands of security alerts. Most are the same pattern as...
Why I needed Durable Execution to read a toy manual
2026/7/20Shy Ruparel built an AI pipeline to translate Japanese toy manuals. Durable Execution keeps OCR, retries, and cleanup from starting over.
My RabbitMQ library looked production-ready. It couldn't survive a single reconnect.
2026/7/20I audited a RabbitMQ client I wrote years ago before publishing it to npm. The most important feature had never worked. Here's everything the audit found, and what it taught me about building infrastr
Marketing Pages Rot Silently. Mine Print an Expiry Date on Every Claim.
2026/7/20The claims registry: one file where every public claim has a row, every row points at a versioned result file, and a 90-day staleness rule decides when a claim must re-earn its place. The contract, th
I Added Sentry to a WooCommerce Membership Site. It Caught a Real Bug Within the Hour.
2026/7/20I'm the lead developer on a WooCommerce/Divi/LearnDash membership platform. Like most mature...
