Building minds that
think in shapes.
I'm Fitz. Eighteen months into building ISAC: a desktop AI assistant that doesn't just answer, it reasons, allocates its own attention, and learns from its own errors. This is the working log of the Guided Cognitive Framework that powers it.
Latest dispatches.
DYNAMIC COGNITION & AUTONOMOUS EVOLUTION: THE COMPLETE SYSTEM
Series: GCF Evolution (Part 3 of 3) Author: Billy PContact: rqmeo@pm.meSite: https://www.gcf-framework.com THE MILESTONE 72% improvement achieved. Production-ready. Zero technical debt. Comprehensive learning. But we didn’t stop there.…
MULTI-FACE FUSION & SYNERGY DETECTION: BREAKING 70%
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. Foundation complete: The question: Can we…
GCF EVOLUTION: FROM BASIC EXECUTION TO INTELLIGENT OPTIMIZATION
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…
GCF PROJECT STATUS: MOSAIC IS LIVE
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)…
GCF ARCHITECTURE EVOLUTION PART 4: THE COMPLETE SYSTEM & FUTURE ROADMAP
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: Now we put it all together. This is the…
GCF ARCHITECTURE EVOLUTION PART 3: TESSERACT ARCHITECTURE & MEMORY EVOLUTION
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…
The GCF stack.
Six cognitive modules, stacked. Each one replaces a piece of the usual "just call an LLM" loop with something that has a job, a budget, and a memory.
Hi, I'm Fitz.
Solo developer, full-time. I work on ISAC and the Guided Cognitive Framework in the open, mostly late at night, mostly because I couldn't find a system that thought the way I wanted a system to think.
Solo developer, working in the open. No team, no roadmap, no release schedule. I have a working framework, a notebook full of failed ideas, and a stubbornness problem.