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Lauri Niskasaari, founder of theaistash.com

I'm Lauri Niskasaari, founder of theAIStash.

Working writer, online since 2005. Not an AI guru, just figured this out the slow way.

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Vintage-engraving illustration of a hand with a quill writing on parchment, three small film-strip frames in different aspect ratios drifting upward, single burnt-orange starburst at the tip of the quill
learn-ai

Automated Video Editing with Claude Code: My Real Stack

The Claude Code video editing stack I run weekly, the parts I haven't tried yet, and why a finished clip now costs cents instead of two hours.

A silhouette of a knowledge worker with a briefcase being lifted by three teal balloons of different sizes, rising past a cracked brick wall into a warm cream sky
learn-ai

Stop Hitting Claude's Rate Limits: My 3-Tool $25 Stack

Anthropic admitted the compute shortage. Switching all-in to DeepSeek doesn't work either. Here's the 3-tool ai stack that beats Claude's rate limits for about $25 a month.

Writer at a desk with NotebookLM open replacing a chaotic stack of 20 browser tabs
learn-ai

NotebookLM for SEO: How I Cut Research to 10 Minutes (Free)

The exact NotebookLM workflow I use to scan 20 ranking pages, find content gaps, and pull a cited outline in 10 minutes. Free, Gemini 3 inside, plain English.

Editorial illustration evoking AI hallucination — the smartest model produces the most fabrications
reviews

The Smartest AI Model Lies the Most. Here Is the Math.

GPT-5.5 hits 60 on the Artificial Analysis Index but hallucinates 86 percent. Opus 4.7 hits 36. Here is the math on why smartest is not best.

Illustration representing AI failures and the patterns behind them
learn-ai

Why Is AI Bad? The 10 Real Failures Most People Get Wrong

Of the 10 reasons people think AI is bad in 2026, seven are usage problems with fixes and three are real model regressions. Here is the diagnostic.

Editorial illustration of a knowledge worker carrying a giant burnt-orange pocket watch, representing the hour saved each week
Prompts

5 AI Tricks and 5 Prompts That Save Me an Hour Every Week

Five tested AI moves and five copy-paste prompts that consistently save me an hour a week. The prompts are unfussy. The tricks work today.

Editorial illustration of a writer calibrating a giant teal dial, representing the precision needed to use Claude Opus 4.7
Reviews

How to Use Claude Opus 4.7: What Actually Changed and How to Prompt It Right

A practical guide to Claude Opus 4.7 covering adaptive thinking, xhigh effort, task budgets, vision upgrades, and the prompting changes that matter.

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