Articles by Grizzly Peak Software

Most engineers overestimate savings until they run the numbers. The real threshold is when your inference volume exceeds 150 requests/day.

Stop using ORMs for tiny services. I'll show you exactly how to replace them with raw queries and avoid the hidden maintenance debt that slows teams

Break free from vanity metrics by tracking actual reader engagement instead of impressions. Learn to build meaningful traffic analysis for AI content that converts.

If you shop free tiers, you will change providers. Here's the adapter layer that makes that a config change instead of a rewrite — plus an honest account of what genuinely does not normalize, and when you should skip the abstraction entirely.

Almost every MCP tutorial online ships a wide-open example. Here's what actually goes wrong when an agent with tools meets untrusted text — and the design decisions that keep a bad turn from becoming a bad day.

You can build an agent in 100 lines. Proving it still works after you change the prompt is the part nobody writes about — and the reason most demos never ship. Here's how to build a real eval suite in an afternoon, starting with a JSON file.

Pricing pages tell you the per-token rate. They don't tell you what your feature costs. Here's the arithmetic that does: counting tokens for real, the context-growth curve that eats chat apps, and the three levers that cut a bill by 90%.

You found the free tier. Then you hit the wall. Here's the client-side machinery that turns a 429-riddled prototype into something that actually stays up: token buckets, jittered backoff, a real queue, and provider failover.

Your PM says you missed an edge case that was never written down. Here are the words that turn that into a story instead of a fight.

AI agents produce nearly every book my publishing company ships. The one job they never touch reveals the real bottleneck in agent autonomy.

Six months after leaving Cursor for VS Code and Claude Code: the honest before and after, real tradeoffs, and who should actually switch.

There is no MCP memory coherence protocol. There is a 50-year-old distributed systems problem, and four patterns that actually fix it.

Postman went account-gated and pricey. Bruno keeps your API collections as git-friendly files. Here is which client to pick in 2026.

A bare node server.js dies with your SSH session or the first crash. How PM2 restarts it, survives reboots, and when to reach past it.

Grok 4.5 just reset xAI's pricing. Every model's real cost, the tool fees nobody mentions, and a formula to estimate your monthly bill.

Your real LLM bill is a multiple of the per-token price you compared. The five hidden costs that decide it, and the one number worth measuring.

Truffle and Ganache are dead. Here's the Solidity stack that replaced them in 2026 and why Foundry became the default for serious teams.

AI agents are not the top of the stack. The next abstraction layer is systems that own outcomes instead of executing tasks. Here's the ladder.

The bottleneck isn't the model anymore. It's your attention. Why I stopped prompting AI agents and started engineering loops that run without me.

AI made individuals faster and team delivery flat. Here are the engineering disciplines that separate teams that ship from teams that drown.