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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
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
https://www.bitchute.com/video/HX8d0xNtrUek ‘…to buy / sell in commerce, all will be required to take the Mark.’
Masses and minions. An entirely alternative view…or maybe not all that alternative.
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
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
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
“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
I asked ChatGPT “what’s the best SEO tool?” and a bunch of similar questions, about 1,200 times. Same prompts, same model. Here’s what came back: Ahrefs and Semrush show up in basically every answer. Both score above 88/100 on overall AI Visibility. So far, no surprise. Moz is where it gets interesting. ChatGPT knows exactly … Read more
700-word Executive Summary below AI adding to / morphing from, not replacing SEO.AI uses SEO to choose authority, truth, data-source.1 SEO defines the verifiable truth/data.2 GEO makes truth/data understandable to “AI” (LLM/RAG).3 AIO facilitates business (sales, links, lookups) via AI.—I asked AI: Regarding seo and ai — is the above accurate, concise? —- It replied: … Read more