The research-log personality of the project. Honest, dated, public development notes from the GCF / ISAC team.
By Billy P. · Founder Notes #4. Over the last few days I have been doing something that is probably not very exciting from the outside. Breaking things. More specifically, I have been working through the...
By Billy P. · Founder Notes #3. So I was talking to my buddy Dan the other day and he mentioned something that actually made me stop and think for a bit. He said GCF kind...
By Billy P. · Founder Notes #2. Written from Blackpool, UK. Probably while you read this. A small but pretty important update on GCF and ISAC. Stage 35 is finished. That means another part of the...
By Billy P. · Founder Notes #1. Written from Blackpool, UK. Probably while you read this. It's too long. I know. I did something this weekend that I never really expected to do when all of...
By Billy P. · 14 min read · GCF Perspective #2 A researcher wrote to me recently asking a question I have been thinking about for a long time. The question was whether smaller models are...
By Billy P. · 12 min read · GCF Perspective #1 I want to talk about extinction. Not the science-fiction version. Not Skynet. Not the moment a machine wakes up and decides it hates us. I...
By Billy P. — 10 min read The framework is done. The release candidate is frozen. The 12-domain certification says VALIDATED AND FROZEN. After four posts walking through what we built, this final post is about...
By Billy P. — 8 min read · Part 4 of the GCF 2.0 series This post closes the technical work of the GCF 2.0 series. The previous post (Part 3) closed the bug-fix work; this...
By Billy P. — 7 min read · Part 3 of the GCF 2.0 series The GCF 2.0 integration walk-through left us with three open defects. Then a closer look at the background worker turned up...
By Billy P. — 18 min read If you've been following GCF 2.0, you know the first phase built a framework that could model the world, predict what would happen before executing, and recursively expand hard...
By Billy P. — 12 min read If you've ever built a complex reasoning system in Rust, you know the tension: the language wants you to prove every allocation is safe, but a real cognitive framework...
Series: GCF Evolution (Part 3 of 3)Author: Billy PContact: rqmeo@pm.meSite: https://www.gcf-framework.com THE MILESTONE 72% improvement achieved. Baseline: 4.70 executions/task Stage 14.5: 1.33 executions/task Improvement: -72% Production-ready. Zero technical debt. Comprehensive learning. But we didn't stop there....
Series: GCF Evolution (Part 2 of 3)Author: Billy PContact: rqmeo@pm.meSite: https://www.gcf-framework.com WHERE WE LEFT OFF Progress so far: 64% improvement achieved. Baseline: 4.70 executions/task Current: 1.67 executions/task Improvement: -64% Foundation complete: Memory learning operational Predictive intelligence...
How a cognitive framework learned to learn Author: Billy PContact: rqmeo@pm.meSite: https://www.gcf-framework.com/ THE CHALLENGE Baseline performance: 4.7 executions per task That's where we started. Every task required nearly 5 attempts to succeed - initial execution, retries,...
Building a smarter AI cognitive framework — and the numbers prove it worksAuthor: Billy PContact: rqmeo@pm.meSite: https://www.gcf-framework.com THE MILESTONE After months of development, the GCF (Global Cognitive Framework) hit a critical milestone this week. MOSAIC is...
Series: From Chess Heuristics to MOSAIC Intelligence Author: Billy PContact: rqmeo@pm.meSite: https://www.gcf-framework.com THE COMPLETE PICTURE We've covered the journey: Part 1: Why chess failed (single-axis control) Part 2: MOSAIC (multi-dimensional allocation) Part 3: Memory (learning and...
Series: From Chess Heuristics to MOSAIC Intelligence Author: Billy PContact: rqmeo@pm.meSite: https://www.gcf-framework.com THE MISSING PIECE MOSAIC gave us deterministic compute allocation. But every execution started from scratch. No learning. No optimization. No memory. The system was...
Series: From Chess Heuristics to MOSAIC Intelligence Author: Billy PContact: rqmeo@pm.meSite: https://www.gcf-framework.com THE VOID After tearing down the chess system, we had a problem. No execution model. We knew what we needed: Multi-dimensional control Direct resource...
Series: From Chess Heuristics to MOSAIC IntelligenceAuthor: Billy PContact: rqmeo@pm.meSite: https://www.gcf-framework.com THE BEGINNING The Guided Cognitive Framework (GCF) started with what seemed like an elegant idea: use chess pieces to represent different levels of reasoning intensity....
Series: ISAC 2.0 Adaptive Reasoning DevelopmentPart: 2 of 2Date: April 2026Author: FitzProject: ISAC 2.0 - GCF (Guided Cognitive Framework) Read Part 1 first: "The Journey" - Stages 13.1 through 13.4 Recap: The Problem After 28 benchmark...
Series: ISAC 2.0 Adaptive Reasoning DevelopmentPart: 1 of 2Date: April 2026Author: FitzProject: ISAC 2.0 - GCF (Guided Cognitive Framework) The Challenge: Teaching AI to Think Differently What if your AI could recognize when its first answer...
THEORY: What if an AI system could reorganize how it thinks at runtime? April 2026 • Billy P • 12 MIN READ RECAP: WHERE WE LEFT OFF In Part 1, we covered the basics: The Problem:...
THEORY: What if intelligence isn't about model size, but about how you structure reasoning? April 2026 • Billy P • 10 MIN READ THE PROBLEM WITH MODERN AI We've been solving AI performance the same way...
By Billy P. | April 2026 What Is ISAC? ISAC stands for Intelligent Strategic Awareness Companion. He's a desktop AI assistant that I've been building from scratch for the past 18 months - and when I...
