AI and Neural Networks
How to Estimate the Cost of an AI Integration Before Development
A practical framework for estimating AI integration costs through project scope, cost categories, risks, scenarios, and total cost of ownership.
6 min
Practical resources
I write about problems I run into in day-to-day work across web development, infrastructure, and AI, with examples, constraints, and notes on where a common solution may not fit.
AI and Neural Networks
What an AI API Really Costs: A Practical Budget Breakdown
A practical way to estimate AI API spending across tokens, caching, tools, retries, infrastructure, and successful tasks.
6 min
AI and Neural Networks
GPT-6.1 Sol, Gemini 4 Argon and Claude Opus 5.5 compared
Compare API pricing, context limits, image and video support, benchmark claims and practical tradeoffs using official documentation.
5 min
AI and Neural Networks
GPT-6 Astra vs Gemini 3.8 Flash vs Claude Fable 5.1: Which AI Model Should You Choose in 2026?
An evidence-based comparison of GPT-6 Astra, Gemini 3.8 Flash, and Claude Fable 5.1 for reasoning, coding, research, agents, and API cost.
22 min