How to Test AI-Generated Code: A Practical Regression Workflow
Test AI-generated code with a runnable Python bug fix, nine regression tests, deliberate bad repairs and a review checklist that protects existing behaviour.
Codex AGENTS.md: Write and Verify Repository Instructions
Give Codex clear repository rules, check instruction scope and protect existing behaviour with specific task prompts, review criteria and regression tests.
How to Verify AI Citations: A Source-Checking Workflow
Check AI citations against their actual sources, record what each passage proves and run a tested local Python checker for missing quotations and review gaps.
How to Analyse Android Crash Logs with AI Safely
Collect a relevant Android crash trace, remove private data and use AI to form a diagnosis you can verify with reproduction steps and a small test.
AI English Speaking Practice with Urdu: A 20-Minute Routine
Practise English with AI and Urdu support using a 20-minute routine, reusable prompts, worked corrections and checks that show what you can do yourself.
I Asked an AI to Design My Camera App End to End. It Produced 148 Screens and a List of What It Could Not Do.
An AI connected to Figma turned my Android camera app documents into 34 primary screens, 114 supporting flows and two offline HTML prototypes. The useful part was the table listing what it could not verify.
40 Skills That Actually Pay in 2026: AI-Era Career Roadmap
Explore 40 practical skills across AI, development, cybersecurity, design, marketing and business, with projects, learning paths and realistic career guidance.
Build an AI Trading Bot in Python: Safe Paper-Trading Guide
Build a runnable paper-trading bot in Python with deterministic risk checks, tests, API-key safety, idempotent order design and honest AI limits.
Build an MCP Server in Python: Secure, Runnable Tutorial
Build and test a secure MCP server with Python SDK v2. Learn stdio, Streamable HTTP, Claude Desktop setup, debugging and tool-security controls.
AI Search SEO in 2026: Optimize for Google AI Overviews
Learn how AI Overviews and AI Mode change SEO, which Google requirements still matter, what GEO myths to ignore, and how to measure AI-search visibility.
