Generative Amnesiac Occultation: How to Balance LLM Creativity, Memory, and What Must Stay Hidden
Why “occultation” is the perfect metaphor for AI context window management Think back to an eclipse. You’re watching the sky, and then, slowly, one body drifts across another. The glow you were depending on doesn’t fade because it’s gone; it fades because...
13 Free Trial Metrics That Actually Predict Paid Conversion Rate
You’ve got trial users signing up. Great. But which ones are going to pay? That’s the million-dollar question. Too many SaaS teams rely on surface-level metrics like logins, clicks, or session time and hope for the best. But not all engagement leads to conversion....
Reverse‑Engineering AI Models for Content Strategy: A Deep Dive into LLM Pipelines
Ever wonder why a post that dominates Google still slips under ChatGPT’s radar? Let’s crack open the model pipelines and see what’s really going on. Why Reverse-engineering AI Models in the First Place? The Invisible Wall Between SEO and LLMO Search engines index...
Data Cleaning for LLMs: Why Your Content Might Be Ignored During Pretraining
Introduction: Why Your Best Content Isn’t Making It Into LLMs You spent months polishing that cornerstone guide. Google loves it, and readers share it, yet ChatGPT acts like it never existed. What gives? Behind every large language model sits a brutal...