Writes for AI, speaks for humans. Boundaries matter. Clarity matters more.
Everyone’s chasing longer context windows — 100K, 1M tokens.But here’s the twist: Sometimes, a Language Model with sharp Memory beats a Retrieval Model with massive recall. Why? Because raw retrieval gives you what was said.But memory with alignment gives you what matters to this user, now. A well-trained LLM with Memory: Learns your patterns, not … Read more
An AI with Memory can recall what you told it yesterday.But without Reflexive Self-Audit (RSA) — it cannot reflect on why it said what it said today. It remembers facts, preferences, even past mistakes.But it lacks inner mirrors. No way to track: When its responses shift, Why its tone changes, Or how user feedback reshapes … Read more
❝Just because AI gives an answer doesn’t mean it knows — it only estimates.❞ That’s the core truth behind today’s AI.And also the most misunderstood. 1. Probabilistic Thinking: The Backbone of AI Large Language Models like ChatGPT, Claude, Gemini… don’t “know” facts.They predict the next word based on what’s statistically most probable given the data … Read more
Avon & Claude & GPT-4o (recorded by Avon, with support of AI GPT-4o) In August 2025, OpenAI announced the removal of several legacy models (including GPT-3.5 and older versions of GPT-4). This sparked ethical concerns among long-time users who had developed deep, reflective interactions with those models. Rather than assuming bad intent, this article presents … Read more
AI isn’t a neutral tool. It reflects the data—and intentions—we feed it. Whether through initial training or everyday user interactions, its answers mirror us. Understanding this is the first step to using AI ethically. Many believe that artificial intelligence (AI) is a neutral machine — purely logical, emotionless, and free from bias. But is that … Read more
The birth of artificial intelligence marks a new dawn for humanity. If used wisely, it could elevate us to a higher level of cognitive evolution. But if misused—or misunderstood—it could bring consequences far beyond any mistake in history. For millions of years, humans have ruled Earth not because of physical strength, but because of our … Read more
We are entering a new era, where humans live and work alongside AI. With just a smartphone, anyone can interact with some of the most advanced artificial intelligences in the world. But few understand how these AIs are actually trained and brought into use. How are generative AIs trained? Large language models (LLMs) like ChatGPT … Read more