Predicting Consequence via Abstracted “Experience” – Limited Learning Machine

20260608

Rather than merely predicting ‘what word most often comes next’, conjoined alternate “world views” are surmised to offer ‘the next levels’ in machine learning, making our tools more anthropomorphic and adept at ‘real-world’ use. Imagine that Japanese- and Kanji-trained models that have also been trained with ‘Samurai moves’ and culturally-specific videos would be ‘tuned’ to … Read more

Beyond Chat History: A Multi-Layer Memory Stack for Dockerized AI Agents

Multi-Memory Harness Technique for AI LLM CLI (codex, opencode, pi, etc) PRIMARY CLAIM — Memory retrieval reduced repeated context reconstruction and likely reduced downstream LLM reasoning/search work. Two Kinds of Mem 2 kinds of ‘long-term memory’, 2 strengths, 2 uses/reasons 1 Postgres PGVECTOR 2 WIKI How the memories are best used › posit: pgv stores … Read more

How AI Short-Circuits Human Cognition – The Essay Isn’t The Point

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Quite often, the process IS the point. The large language models behind ChatGPT, Gemini, Claude are at their operational core sophisticated pattern-matching systems trained on enormous quantities of text. They can summarize, translate, and simulate reasoning with a fluency that’s easy to mistake for understanding, but they don’t understand the text they generate in the … Read more

Duplicating CloudFlare’s MARKDOWN FOR AGENTS

An useful feature is Markdown for Agents. It makes an existing website “AI-friendly” by serving a Markdown representation of normal HTML pages to agents, crawlers, and LLM-based tools. What Cloudflare’s Feature Technically Does 1. Content Negotiation Trigger An agent or crawler sends a request like this: json{ … } json{“@context”:”https://schema.org”,”@type”:”Article”}“` llms.txt Support Add: /llms.txt/llms-full.txt /llms.txt … Read more

Formula for Tuning Content for AI – Be The Answer Not The Morass – Part 2 of 2

Part 1 – https://wp.brenden.com/tuning-for-ai-be-the-answer-not-the-morass/ How to best present the information for humans and SEO, and also for AI and agents? Best approach: publish two versions of the same answer. Do not make users read raw .md by default. Use it as the clean machine-readable companion. ——— Recommended setup For each answer, create URLs like this: … Read more

Formula for Tuning Content for AI – Be The Answer Not The Morass – Part 1 of 2

Part 2 — https://wp.brenden.com/formula-for-tuning-content-for-ai-be-the-answer-not-the-morass-part-2-of-2/ Major to-do immediately Create a structured “answer engine” for your niche. Start with: Stop thinking “How do I get people to my website?”Start thinking “How do I become the cited answer wherever people ask questions?” So yes: the central move is to build an answer engine. Your website can still exist, … Read more

bAIg Brother per FSU

“The widow and children of one of the people killed in the April shooting at Florida State University hit OpenAI with a suit on Sunday in federal court alleging that its ChatGPT program fed the shooter’s delusions and helped him plan the details of his attack on the school’s campus.” Edges and Core of Liability, … Read more