The Kryotta blog
Guides and comparisons on working with every AI model — Claude, Gemini, Llama, Mistral, DeepSeek and more — plus what we're building.
I used o1 vs Claude vs Gemini to debug 32 UPI webhook failures: which model per error
I tested o1, Claude, and Gemini on 32 real UPI webhook failures during a Diwali sale. Here's which model solved each error type fastest and cheapest.
I used 3 reasoning models to debug 25 EcoCash webhook failures: which one per error
I debugged 25 EcoCash webhook failures using three AI reasoning models. Each error type needed a different model—here's which one caught signature mismatches, timeouts, and rounding bugs fastest.
I used 3 reasoning models to debug 30 Razorpay webhook signature failures: which one per error
I tracked 30 Razorpay webhook signature failures across Claude Sonnet, Gemini Pro, and DeepSeek R1 to see which model caught each error type fastest and cheapest during peak season traffic spikes.
I used Claude vs o1 to debug 28 Stripe webhook race conditions: which model per bug
I debugged 28 Stripe webhook failures using both Claude and o1. Here's which model caught each bug, and why one excelled at spotting race conditions while the other was faster at obvious errors.
5 myths about model per task for debugging that waste your freelance rupee budget
Stop burning rupees on expensive models for every bug. Here's what actually works: route simple syntax errors to Haiku, save Opus for race conditions, and use reasoning models when production fails only under load.
I used Claude vs o1 to debug 30 Stripe webhook timeouts: which model found the race condition
I debugged 30 Stripe webhook timeouts with Claude and o1. Claude found an N+1 query; o1 spotted the race condition causing the real problem. Here's what each model caught and the two-line fix.
I used 3 reasoning models to debug 25 UPI webhook failures: which one per error type
I hit 25 UPI webhook errors during Diwali week. I tested Claude Sonnet 4.5, Gemini Pro, and DeepSeek R1 on each one. Here's which model caught which bug fastest.
I used 3 AI models to debug a Stripe webhook timeout: which reasoning model found it
A Black Friday payment crisis: orders processed but never delivered. Three AI models tackled the same logs. Only one found the Nginx timeout mismatch killing Shopify API calls.
I used 3 AI models to debug a M-Pesa webhook: which one found the timeout error
I fed the same broken M-Pesa webhook code to Claude, Gemini, and DeepSeek. One spotted the 30-second timeout bug immediately. Here's what each model found—and missed.
I used 3 AI models to debug a Paystack webhook: which one found the actual error
I ran the same broken Paystack webhook code through Claude, Gemini, and DeepSeek to see which AI model spotted the missing signature verification fastest—and what that tells us about debugging with AI.
I used Claude and Gemini to debug 30 Shopify checkout errors: which reasoning model actually found the root cause
I debugged 30 Shopify checkout errors using Claude and Gemini to see which reasoning model actually found the root cause. Here's what each one caught—and missed.