#cloud sandbox
19 related articles
·3 min
Cursor Internal Data: 75% of Code Generated by AI, Engineers Transforming into Agent Managers
Cursor reveals internal data: enterprise AI-generated code surges from 15% to 75%, Agent requests grow 15x YoY, and 30% of PRs are completed entirely by Agents. Engineers are becoming Agent managers.
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·3 min
Claude Code + Codex Cross-Validation: Dramatically Reducing AI Coding Bug Rates
Learn how to combine Claude Code and Codex in a cross-validation workflow — a develop-review-fix loop that dramatically reduces AI coding bug rates.
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·3 min
The Complete Guide to Claude Code: Five Stages of AI Programming Tools & Practical Applications
A deep dive into Claude Code's positioning and use cases, covering the five evolutionary stages of AI programming tools from traditional coding to autonomous agents.
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Deep Dive into Closco: The Research Au…
·3 min
Deep Dive into Closco: The Research Automation Platform That Goes from Natural Language to Complete Reports
Deep analysis of Closco's research automation platform covering cloud sandbox architecture, self-healing execution, batch computing, and applications in computational materials science, drug design, and genomics.
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OpenAI Codex Launches Build iOS Apps P…
·2 min
OpenAI Codex Launches Build iOS Apps Plugin: Enabling a Complete Write-Preview-Test Loop
OpenAI Codex launches Build iOS Apps plugin with in-app browser testing, SwiftUI preview, and hot reload, enabling a complete write-preview-test workflow for iOS development.
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·3 min
Cursor Auto-Review Mode Explained: Smart Tiered Approval for More Efficient AI Programming
Cursor launches Auto-review mode with smart risk assessment for tiered approval. Low-risk operations auto-approve while high-risk ones need manual confirmation.
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Tutorials·4 min
Cursor + Codex Dual-IDE Collaboration: A Practical Methodology for Open-Source Project Customization
A complete methodology for open-source project customization based on real-world experience, detailing the Cursor+Codex dual-IDE workflow, seven-stage process, MVP validation, and AI source code reading techniques.
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Tutorials·2 min
ChatGPT Plus Subscription via Turkey: Save Nearly 50% at ~$11/Month
Subscribe to ChatGPT Plus via a Turkish Apple ID for just ~$11/month — nearly 40% off the official $20 price. Full guide covering Apple ID registration, gift cards, and iPhone redemption.
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Industry Insights·2 min
Five Design Patterns for Long-Running AI Agents: From Checkpoint Recovery to Cluster Orchestration
Deep dive into five core design patterns for long-running AI Agents from Google Cloud Next 26: checkpoint recovery, delegated approval, hierarchical memory, ambient processing, and cluster orchestration.
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Tutorials·2 min
Build a DIY Parts Management System with Zero Code: A Vibe Coding Case Study
Build a complete DIY parts management app using Vibe Coding with zero hand-written code. Covers categorized inventory, drag-and-drop sorting, BOM export, and the full AI programming workflow.
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Tech Frontiers·3 min
Gemini 3.2 Pro Leaked Tests Disappoint, GPT-5.6 Already in Internal Testing
Gemini 3.2 Pro leaked tests show mediocre results with minor SVG improvements but weak UI. GPT-5.6 enters internal testing while Claude's new preview achieves breakthrough cybersecurity performance.
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Industry Insights·2 min
Cloud AI Agent Architecture Design: Far More Than Moving Local Agents to a Server
Building cloud AI Agents requires entirely new architectural thinking. This article analyzes three core infrastructure components—durable execution platforms, execution frameworks, and dev environment tools—to help teams avoid common pitfalls when migrating from local to cloud.
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Product Reviews·3 min
Replicating a 3D Personal Homepage with Codex: A Hands-On Comparison of Multiple AI Coding Tools
Hands-on test using OpenAI Codex to replicate the world's coolest 3D gamified homepage, compared with free AI coding tools. Reveals the massive gap between top-tier and free models in complex project comprehension.
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Tutorials·3 min
Goodbye Excel: Building a Financial Portfolio App with AI Coding Tool Codex
See how finance professionals use AI coding tool Codex to build a portfolio management app with security master data, trade entry, and EOD valuation from a single natural language prompt.
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Product Reviews
Claude Code vs Codex Deep Dive: A Prac…
·3 min
Claude Code vs Codex Deep Dive: A Practical Guide to Choosing the Right AI Coding Tool
A comprehensive comparison of Claude Code and OpenAI Codex covering architecture, use cases, and benchmarks to help you choose the right AI coding tool.
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Tech Frontiers·2 min
OpenAI Codex Now Fully Supports Windows Development Workflows: A Deep Dive into Computer Use Capabilities
OpenAI Codex adds Windows Computer Use capabilities, enabling direct testing, debugging, and code review in Windows environments. ChatGPT mobile also supports remote Windows machine connections.
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Industry Insights·3 min
Endava Builds an Agentic Organization with Codex: Requirements Analysis Compressed from Weeks to Hours
Global IT services firm Endava uses OpenAI Codex to build an Agentic Organization, compressing requirements analysis from weeks to hours. A deep dive into AI-driven software delivery transformation.
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Deep Dives·3 min
Harness Engineering Explained: Building Stable and Efficient Work Systems for AI
Deep dive into Harness Engineering: how to build execution environments, toolchains, and feedback loops for AI. From Prompt Engineering to system-level engineering for stable AI production.
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