The distinction between ‘describing’ and ‘understanding’ really hits home. We’ve been so focused on chatbots that can talk, but VLJ’s approach to actually comprehending temporal meaning feels like the missing piece for real-world AI. Descriptions up from atomic level is absurd for nearly everything, yet that is precisely how LLMs presently operate. Abstraction is key. […]
Re-examining RL and LLM Training
This is a classic numerical computation issue. The trade-offs are well documented in books like numerical recipes in c… particularly useful references are discussed in the chapters on and surrounding distribution sampling. Cold war error computation was highly constrained and inefficient so they had to solve many these problems to be able use them. Understanding […]
Amazon Just Lost Control of How People Buy. Here’s How You Benefit
How to Feed Your Product Catalog to AI for Search, Merch and Purch
If you mean ChatGPT’s “Instant Checkout” (buy inside chat), the most efficient path is not sitemap.xml. It’s: Below is the concrete “what data / what order / what format / what schema”. Step 0 — Confirm eligibility and apply Instant Checkout in ChatGPT is open to approved partners. The official “Get started” flow is: apply […]
ChatGPT Integrations — ShopGPT – a New Kind of online shopping experience – OpenAI as personal shopping agent – Instant Checkout
“OpenAI recently announced a new feature that turns ChatGPT into a personal shopping assistant. You ask for something, and it doesn’t just recommend it. It finds it, prices it, and even helps you check out all in one chat. …a New Kind of Online Shopping Experience — one where everything from product discovery and research […]
Age Verification Digital ID Shadyness – “Age assurance” company “Persona” appears a Shell-game
“…we are being basically extorted into giving them our biometric data if we want to use what we are paying for, and we now know some of what happens to the data after they collect it, none of which is ok with us.” SOURCEhttps://chemtrails.substack.com/p/substack-biometric-scans-new-us-identity WHO IS RUNNING THE BIOMETRICS PROGRAM? As I showed you in […]
AI Beyond LLM
LLMs as we know them are already on their way out. In this video, I break down five breakthroughs that will redefine AI over the next 18 months: Diffusion LLMs (with Stanford’s Stefano Ermon), Power Attention for massive context, hidden/latent-space thinking and private chains of thought, Google’s Nested Learning for continual learning, and the most […]
Northern Virginia DataCenter Alley – 40% of Internet Traffic
200 already built, 100 more already slated. Ashburn, Vigrinia (Loudoun County). Over 40% of Virginia power grid electricity feeds these monstrous facilities. GOOGLE MAPhttps://www.google.com/maps/place/Ashburn,+VA/@39.0160549,-77.4632026,3485m WIKIPEDIAhttps://en.wikipedia.org/wiki/Dulles_Technology_Corridor#Internet_infrastructure_and_data_centers Transcript
30 Years Ago We Helped a Client Avoid the Bomb named Borland Paradox for Windows
Eclipsing from hodge-podge 2-base-10 and “sneaker net”, we built a complex multi-office routed network based primarily upon Linux but also hosting Lotus Notes servers and Windows NT4 servers in the full-blown Microsoft configuration with numerous Windows 95 workstations at several locations. (OS/2 was later tested, and Novell Netware held some legacy ground for years, but […]
AI Use Cases for Immediate Gain — How NetSuite applying AI in Dec 2025 with 10 Use Cases
Here’s a breakdown of what NetSuite is doing with AI — and what features they’re offering (or building) to bring AI into enterprise resource planning (ERP), analytics, finance, and business workflows. Why AI matters for NetSuite What NetSuite’s AI features actually do (as of 2024–2025) Here are many of the main AI-powered capabilities in NetSuite […]
Understanding Celigo with NetSuite, vs Tim Dietrich SuiteAPI
Celigo is the do-it-all battleship to accompany the aircraft-carrier that is Oracle NetSuite. This dynamic duo can be pricey. An equally-capable lower-level framework, Tim Dietrich’s SuiteAPI is a free DIY tool that is designed to be maximally leveraged by integrators and coders for significant cost-savings. Both can be used together. One brings much pre-built possibility; […]
Wonderful Example of AI Used per Cardinal Wolsey ORDO AI CHAO
This takes the corpus of homogenous junk, reworks it with fringe arcane elements, and ‘sells’ it back to the collective — yet it is ’empty calories’ since what is already known rehashed is ultimately already known. It’s a wonderful example of Cardinal Wolsey’s Learning Against Learning scheme to cause chaos via information overload — prime […]










