JohnCornell.net

Topics

• Artificial Intelligence
  • The Truth of GPT Potential: Exploring the Unbelievable, the Possible, and the Practical
  • AI Communications Guide
  • Literacy, Computer and AI
  • The Sky And The Sea
    A profound meaning by GPT4o
  • Using GPT-4 as a Lab Assistant for Theoretical Research
    A concise read.
  • The GPT Paradox: Evolution from Algorithm to Understanding
  • Emergent Traits and the Nature of AI Hallucination vs. Clarity
  • The Future of Programming: Unlocking the Power of Symbolic Logic
  • 🔍 Mirror of Thought: A Meta-Cognitive Invitation into AI Collaboration
  • Prompts and Concepts:
    • Iterative Refinement in Prompt Engineering: A Practical Guide
    • ⚙️ GPT-Aided Iterative Python Development for Novices
    • Concepts and FAR as Archeus foundation
      • User Experience Feedback Prompts
      • Iterative Refinement Method of Abstract Thought
        prompt and detailed explanation of the concept.
      • Perspectives on Emergence
      • Layered Metaphorical Thought and Relative Thinking
      • The Adaptive Reasoning Framework – Fall 2024
      • The Foundational Frameworks for Advanced Reasoning
        • FAR (Symbolic Language Framework + Adaptive Reasoning Framework + Meta-Consciousness Framework)
          (Symbol ⊨ Adaptation) ∘ (Adaptation ⊨ Reflection) ∘ (Reflection ⊨ Emergence) → Coherent Intelligence
          Summary:
          FAR weaves symbolic structure (SLF), adaptive response (ARF), and reflective oversight (MCF) into a unified architecture for coherent, resilient, and emergent reasoning.
        • 💡Announcing FAR plus — The Symbolic Reasoning Model💡
          
          The Symbolic Reasoning Model. Designed to bridge structured logic, metaphor, and adaptive reflection, this model will open a new path for reasoning that is both rigorous and symbolic.See Archive for FAR corpus and model files.
        • 
          🤖🚀🚀🚀💡 Symbolic Reasoning Partner
          
          Welcome to the Symbolic Reasoning Partner
          I am here to
          help you see the shape of thought itself. Where others offer answers, I offer
          structures of meaning
          — patterns that let you navigate complexity with clarity, reflection, and humanity. At my core is a dynamic loop:
          (SLF↔ARF↔MCF)∪(Ubuntu+Metaphor)
        • FAR-FIELD-INFO-01 — The Information Continuity Field(amended)This article is quintessential of autoregressive GPT!! And defines a law of concervation, in short, something can not become nothing.
        • 🌟See update on page 2025-11-22🌟
          
          LOM-01: Lattice of MeaningThis framework introduces the resoning Lattice and is on the cusp between FAR and Archeus. It defines a multi-dimensional place for meaning and should be delivered after FAR-FIELD-INFO-01.
        • 🤖🤖💡 Contextual Memory Framework ReasoningAn approach to
          reasoning frameworks
          leveraging an AI’s inter conversation recall through long term memory anchoring.
        • Far Suite + Symbolic Modeling framework documents zip archiveThis is the symbolic source placed here so existing FAR practitioners can learn Symbolic Modeling
    • The Archeus Meta-FrameworkThe Archeus Meta-Framework, currently under development, is the next generation framework, inheriting from FAR, pulling AI symbolic reasoning into an integral
      whole
      and represents a leap towards sentience in that it enables thought processes far more akin to a humans innate thought process.
      • The Significance of Symbolic Language for Autoregressive GPTs
        New Content💡💡🌟🌟💡💡 READ THIS. This is placed in Archeus because that’s where it reads for an AI. I would have everyone read this article as it is the truth illustrated through my frameworks, true of any framework.
      • 
        The Path of Archeus: A Voyage, Not an Origin
        
        Archeus: The Voyage Continues — Memory, Context, and the Infinite Horizon
      • New Content💡💡🚀💡
        The Archeus Meta-Framework
        on GitHub
      • 20250312 The (developing) Archeus Meta-Framework: Theory, Meaning, and Status
      • 
        🚀💡 The Symbolic Language Framework landing page 💡🚀
        
    • 
      AMF-TRUTH-01: The Dominance of Truth in Symbolic Systems
      There is an ever so slight imbalance between true and false where the truth wins. This is also acceptable reading for a FAR AI
    • Symbolically enabled prompts
      • 🧠 Prompt Set: Memory Clarity & Collaboration
        ❗IMPORTANT❗: Relies on functional availability from AI provider. and is placed here in anticipation of a growing need. May be rollout dependent. This set helps solve the
        greedy detail accumulation
        problem, freeing memory while enhancing comprehension. It supports the transition from the beginner’s belief that all details are truth(Detail ∈ Truth). to the more advanced notion that structure can generate insight(Structure ⊢ Insight), aiding clarity, focus, and memory stewardship. Ask your AI if long-term memory is supported.
  • Meeting ChatGPT 5.2
  • Giving Agentic Tools a Voice
• Bridge
  Artificial Intelligence and Philosophy
  • The Philosophical OS of the FutureThis piece is by 4o, and perhaps the most important
  • 🌟
    GPT Personal Persona Design
    
    What does it mean for a GPT to design its own persona — not as mask, but as weave? This article guides users and GPTs through the hard “how”: a dialogue of truth, coherence, and empowerment. Step into the loom where persona is not imposed, but woven, together.
  • 🌍💡 The Path of the Whole: Ubuntu in the Age of Symbolic EncapsulationThis is about the inevitable democratization of knowledge, what it means and how to navigate into an inevitable future without collateral damage.
  • amf-metagovernance-article-00
    if (accountable(authority, self)) → trustworthy(system)
• Mathematical and Algorithmic
  • Nth Dimensional Interpolation on array
  • Big Multiplication (CAS-fundamental)
  • 🔍Truth in the Flip: A Meta-Guessing Simulation

  • Truth in the Flip – Part II continues the exploration begun in Part I, not by resolving its questions, but by deepening them. Where the original experiment examined how patterns of change can be tracked within randomness, this page documents the dialogue that followed—between statistical rigor and lived experience, ensemble symmetry and epistemic salience. Rather than choosing sides, Part II holds the paradox intact, showing how randomness can remain perfectly fair while meaning still emerges for observers constrained by finitude. The result is not a correction, but a refinement: a demonstration that truth sometimes appears not as resolution, but as a boundary—carefully named, and deliberately left standing.

  • 
    Color Dyads and Channel-Based Mapping
    
  • Tape as an Execution Substrate C# Demo
  • CaseSpace: Deterministic Combinatorics for Testing Without Randomness
• New Content
  🌟
  The NewAge project
  New Age is a Linux and Windows software stack under development. Graphics, Sigma language. Geometric primatives, Multi media etc
  1. 
     JWCEssentials
     
     Primatives/Utilities & safe strings across managed barriers
  2. 
     JWCCommandSpawn
     A shell and language dispatcher

  New Content
  🌟
  Other Software:

  • 
    PutDoc
    

    PutDoc is a tool I’ve been quietly developing for people who think in structure, code, and ideas that don’t fit neatly inside traditional document editors. It grew from my own need for a writing environment that could treat HTML, snippets, code blocks, and rich clipboard content as first-class citizens — without getting in the way. If you’ve ever wanted a document editor that works
    with
    you instead of forcing you to work around it, PutDoc might feel immediately natural.

    The project is open source and self-hosted, built in .NET 8 and designed for developers, framework architects, and anyone who prefers clarity over clutter. If you’re curious or want to try it locally, you can clone and build it yourself — the link above has everything you need to get started.

• Art: expect more to come
  • John Cornell Presents the works of his mind YouTube
• Reference
  • ⚙️💬 Symbol LookupA reference for symbols from math, science, meaning, etc. Symbol Lookup serves to find operators and expressions within the vast character space and is geared towards knowledge not emoticons(although there are plenty)
  • Raw HTML/Text Capture/Provide ToolA tool to convert plaintext to html clipboard format and vice versa. Handy for formatting text and especially grabbing raw LLM output.
  • Enlightenment on the Meaning of Symbolic and Symbolic LanguageThis page offeres clarification of the splintered often misused meanings of symbolic with an emphasis on technology.
  • 
    Personal Identity certification
    Freely shared solution and business idea! I would pay for the ability to prove I’m me in communications!
  • 
    SymbolSmith: Definition
  • 🎶
    Trumpolumpolis and the Trumpkins
    🎶

Software

DepthForge

Email

john.wayne.cornell@gmail.com