Claude Opus 4.6 vs GPT-5 on Multi-Step Reasoning: Where Each One Starts to Fail
Leena Malhotra
Command Palette
Search for a command to run...
Archive
92 posts published so far
Debugging AI-Generated Code Across Different Models
Leena Malhotra
Why Consensus Matters More Than Confidence in AI Systems
Leena Malhotra
The Failure Boundary Where LLM Reasoning Quietly Collapses
Leena Malhotra
A Production Rule for Handling Model Uncertainty
Leena Malhotra
LLMs Fail Less Randomly Than You Think. The Pattern Is the Problem
Leena Malhotra
Designing AI-Assisted Systems Without Creating Fragile Dependencies
Leena Malhotra
How I Built a Reproducible AI Testing Environment for My Projects
Leena Malhotra
Inside the Black Box: How Language Models Interpret Developer Prompts
Leena Malhotra
How AI Models Decide What to Say Next
Leena Malhotra
How Request Pipelines Change the Behavior of AI Systems
Leena Malhotra
Why I Stopped Trusting AI Outputs and Built Validation Layers Instead
Leena Malhotra
Under the Hood: Why Context Handling Matters More Than Model Size
Leena Malhotra
Why Validation Layers Matter More Than Model Size
Leena Malhotra
How Multi-Model AI Pipelines Reduce Systemic Error
Leena Malhotra
How Token Limits Affect AI Reasoning in Long Prompts
Leena Malhotra
How Context Windows Influence Accurate Reasoning
Leena Malhotra
Why Reasoning Quality Degrades Over Extended Contexts
Leena Malhotra
How AI Models Actually Chain Reasoning Steps Internally
Leena Malhotra
Why Writing Out Your Thought Process Makes You a Better Developer
Leena Malhotra
How slowing down improved my learning more than speeding up ever did
Leena Malhotra
A Developer’s 60-Day Method to Reduce Cognitive Overload
Leena Malhotra
The 90-Day System to Level Up as a Developer
Leena Malhotra
Learn Faster Without Burning Out
Leena Malhotra
A Small Refactor That Sparked a New Article
Leena Malhotra