The Kryotta blog

Guides and comparisons on working with every AI model — Claude, Gemini, Llama, Mistral, DeepSeek and more — plus what we're building.

Developer workspace at night with laptop displaying code, coffee cup, and notebooks with debugging notes

Developers

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.

October 27, 2026 · 9 min read

Developer debugging code late at night with laptop, payment dashboards visible, coffee cup and scattered notes on desk

Developers

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.

August 29, 2026 · 9 min read