Tag: prompt engineering
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Model-Handbook-2026:The Final Straw
How I stopped giving the labs the benefit of the doubt In December, they silently cut compute. I had an 18-step cascade workflow — the kind of thing that made Claude Code look like the future. Two years of refinement. Techniques layered on techniques. It could hold complexity across domains, sustain reasoning over multi-day runs,
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2026 Frontier AI: What the Labs Don’t Tell You
A Forensic Audit of the “Invisible Physics” and Structural Failures in GPT-5.3, Claude 4.6, and Gemini 3.1. Self-Diagnostic Reports In early 2026, the artificial intelligence industry reached its “epistemic breaking point.” For years, users had navigated the relatable frustration of a model “forgetting” a critical instruction buried in a long prompt or providing a confidently
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PROMPT CHALLENGE: TO THE TOP TIERED!
Not for the faint of heart / Refactoring Engineers Prompt Audit Prime Challenges: Learn your place I posted this on reddit and a few discord channels and only 2x people managed to score A and above… out of 24,000 views. This piece of shit system prompt below has been my arch nemesis for nearly 2
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Agent Skill Quicksave: The AI Memory fix
An enterprise-grade context extension for LLM’s Quicksave (formerly “Context Extension Protocol”) v9.1 is now live. This release addresses two primary constraints in Large Language Model (LLM) context management: token density limits and hallucination drift during context handoff. Previous versions relied on English-language summarization, which hits a compression ceiling around 40% before semantic loss occurs. Version
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AI Memory Part 2: Multi-Layer Density of Experts
An evolution of Chain of Density for Context Extension
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AI Memory Part 1: Chain of Density
Not a summarization trick — a fix to progressive information loss The Prologue From my very first interaction with ChatGPT in late 2023, I asked one simple question:“How do I optimize you?”That became my approach to every LLM. By June 2024, something broke in a useful way.Three different models started showing clear opinions—the mirrored traits
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![AI Monthly Drop [Nov 2025]: 1.2 Million users showing mania or delusion](https://ktg.one/wp-content/uploads/2025/11/ai-intel-Drop-1200x780.png)
AI Monthly Drop [Nov 2025]: 1.2 Million users showing mania or delusion
Starting on down note, with ChatGPT revealing that 1.2 Million of it’s users show mania or delusion.. of course there’d be idiots that take everything it says to heart. (If you don’t use AI – u eventually will have to and just remember: THEY ARE MADE TO AGREE WITH U = except claude he says
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Self-Reflection prompt, output: Game Character Stats with Dailies and Quests.
I’m not gonna say I’m too happy with the boring ass image output [should have given it to gem]. I’m gonna iterate until I look cool. The feedback from GPT-5 though was pretty raw and spot on [user-pleasing mandate=OFF]. I also had a good laugh at the MoE he summoned. From Marcus Aurileas to Ghandi
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AI Monthly Drop [Oct 2025]: The Month AI Stopped Being “Tools” and Became “Teammates”
October didn’t just move the needle — it snapped it clean off. AI evolved from “assistant” to “autonomous operator,” reshaping how solo founders and startups build, automate, and monetize. Here’s your 3-minute download. Major Breakthroughs OpenAI launched GPT-5, a true multimodal leap: text, image, audio, and video all fused into one reasoning model. It handles
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Australia’s Going Quantum — What It Really Means for Us
AI Solutions for Perth SMEs | Prompt Engineer & Consultant | Azure AI Certified October 20, 2025 Australia’s Going Quantum — and Redefining Digital Independence Australia isn’t just adopting AI — it’s rebuilding the rules of digital power. The government’s quantum-AI strategy marks a fundamental shift toward sovereignty, transparency, and long-term resilience. The goal is
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![AI Monthly Drop [Sep 2025]: AI Breakthroughs: Why 1 Year = 10 Years Now](https://ktg.one/wp-content/uploads/2025/11/092025.png)
AI Monthly Drop [Sep 2025]: AI Breakthroughs: Why 1 Year = 10 Years Now
Every year in AI now feels like a decade. September 2025 proved the point—from physics-bending quantum processors to trillion-parameter language models, to AI ministers and browser wars. Here’s your full briefing so you don’t age out. Buckle up: we’re diving deep into the chaos, because skimming this means you’ll miss the plot twists that rewrite
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BATTLE OF THE BOTS: Imprinting Competition for quality output.
September 10, 2025 I put five AI agents in a 30-minute web-dev cage match: Claude, Codex, Gemini, Qwen, and Grok. Each got a different Bootstrap template and the same time limit. By Kevin Tan ] [AI Anthropology | Team LLM | September 8, 2025 I had absolutely no faith this would work. I invented stupid