Testing an AI Code Reviewer Against Real GitHub Pull Requests
Building an AI code reviewer is one thing. Trusting it with real pull requests is another. I've been developing CodeGuard AI, a self-hosted AI-powered GitHub PR…
Englishdev.to AI
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言栖资讯收录 118863 篇 AI、开发与建站文章（English），按发布时间排序，支持搜索与按语言筛选。
What If Your Life Had Multiple Possible Versions? Building an Auditable Counterfactual Self Architecture
Can AI simulate alternative versions of a person without confusing historical evidence, plausible assumptions, and fictional narratives? Most AI systems are des…
Englishdev.to AI
Cheapest LLM for 77-intent banking classification: GPT-6.1 Terra at $0.000727 a success
On 150 BANKING77 messages, GPT-6.1 Terra is the cheapest of ten models that clears a 70% pass bar and can be shown to match the baseline, GPT-6.1 Sol. It passes…
Englishdev.to AI
Best Humanizer MCP Servers in 2026: Claude, ChatGPT, Cursor and Windsurf
Six servers, one question: which one lets your assistant actually rewrite and check AI text without leaving the chat or the editor? If you write with Claude, Ch…
Englishdev.to AI
How to Configure Claude Code with a Custom API Endpoint
Claude Code can use a custom Anthropic-compatible API endpoint, which is useful when your team routes model traffic through YW Code or needs one place to manage…
Englishdev.to AI
The Chat Window Is Not the Workflow: Designing Long-Running Video Jobs
A video automation demo usually ends at the nicest possible moment. Someone types a sentence into a chat window, a tool call appears, and a finished clip lands …
Englishdev.to AI
Is your coding agent's Playwright browser sandboxed? A 12-rule check you can run locally
Coding agents (Claude Code, Cursor, Codex, Gemini CLI) are often wired to a browser through Playwright or @playwright/mcp . Several recent write-ups point at th…
Englishdev.to AI
CSS Pixels vs Device Pixels: Why "It Looks Fine on My Monitor" Is a Bug Report
Most layout bugs are not bugs. They're mismatches between the viewport we designed on and the viewport someone else is using. Here's the thing that trips people…
Englishdev.to CSS
AI-DLC: How AWS Built Harness-Neutral Workflow Rules That Run in Claude Code, Cursor, and Seven Other Agents
AWS Labs released AI-DLC (AI-Driven Development Life Cycle) to solve a specific problem: every coding agent has its own orchestration model, and workflows writt…
Englishdev.to AWS
The Limits That Don't Limit
Verified on 2026-11-05 against strands-agents 1.63.0, Python 3.11 and Bedrock in us-east-1 . Every number below came out of a run, and the setup steps live in R…
Englishdev.to AWS
How to Choose Azure Service Bus vs AWS SQS Retry Logic — Failed Messages
Short answer: choose AWS SQS for an AWS-native worker with a simple bounded retry policy; choose Azure Service Bus when message deferral and granular retry mana…
Englishdev.to AWS
A world clock that doesn't trust your clock: lessons from 64 500 city pages in plain PHP
I built WhatTimeIsIt.zone , a site that answers one question for about 64 500 places in 245 countries and territories: what time is it there right now? Each pla…
Englishdev.to WebDev
Як ми перевіряємо статичний сайт Telegram-бота перед публікацією
Під час роботи над NoREA — Telegram-ботом для пошуку оренди — ми зібрали окремий невеликий статичний сайт. У цьому дописі ділимося не обіцянкою позицій у Google…
Englishdev.to WebDev
Saya Cek DMARC 4.437 Domain .id. 47% Domain go.id Masih Bisa Dipalsukan
Versi bahasa Inggris dengan metodologi lengkap: https://www.kielltampubolon.id/writing/i-checked-dmarc-on-4437-indonesian-id-domains/ . Di setiap pelatihan phis…
Englishdev.to Security
Choosing AI Project Analysis Tools for Private Deployments
When project plans and risks contain sensitive information, an external service may not fit your data-residency rules. But keeping analysis private is only part…
Englishdev.to Security
Custom Frameworks: Aligning Customer Security Needs with Standards
Introduction In a rapidly evolving digital landscape, organizations face immense pressure to not only comply with industry standards but also meet the unique se…
Englishdev.to Security
Password Reset Email Spam: 3 Evidence Boundaries for Seller Recovery
An order notification is time-sensitive, but a marketplace cannot treat a seller's password reset as delivered merely because an outbound mail server accepted i…
Englishdev.to Security
Read, return, forget: processing passport scans without storing the image
Originally published at Read, return, forget: processing passport scans without storing the image A passport photo is the most sensitive file most apps ever rec…
Englishdev.to Security
Mixpost Workspaces Hold Social Authority; Inventory the Roles and Tokens
Mixpost Workspaces Hold Social Authority; Inventory the Roles and Tokens A social publishing platform is valuable to an attacker because it can speak with the o…
Englishdev.to Security
How does the Tracebit MCP server work? Full-parity agent access, 6 areas, and a live decision-gate test
How does the Tracebit MCP server work? The Tracebit MCP server, launched November 4, 2026, connects an AI agent — Claude Code, Cursor, Codex, or any MCP client …
Englishdev.to Security