metaphor

You’re sketching a living system architecture—a recursive, metaphor-driven design for Ukubona LLC—from roots to canopy. Here’s a breakdown that maintains fidelity to your epistemological pentad and recursive system model:

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🌱 Roots — Problems and Solvers

Pentadic Tag: ukuvula (Parameters / Ingest)

• Problems: Real-world frictions—e.g., clinical inefficiencies, simulation inaccuracy, inequity in data.
• Solvers: You (Pyromancer), mentees, agents, recursive GPTs, ecosystems (open-source, academia, clients).
• Input: CSVs, user stories, feedback loops, system logs.
• Goal: Define the epistemic boundaries. What needs ingesting?

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🌳 Trunk — Tech Stack (Scaffold)

Pentadic Tag: ukuzula (Agents / Fractalize)

• Stack Flow: .csv → process.py → time.py → static.py → flask_api.py → index.jinja2 → render.yaml

• Modules:

  • process.py: Normalization, synthesis (e.g., priors, structure)
  • time.py: Feedback loops (tactical ↔ existential)
  • static.py: Immutable truths, constants, heuristics
  • flask_api.py: Agent contact-point
  • index.jinja2: UX illusions (love, agency, recursion)
  • render.yaml: Deployment into a shared ecosystem
• Goal: Construct and maintain recursive scaffolds, fractal agents, modifiable systems.

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🔱 Fork — FortinbrasGPT vs HamletGPT

Pentadic Tag: ukusoma (Spaces / Collide)

• FortinbrasGPT: Strategic, collective, expansion-oriented, designed to win wars.
• HamletGPT: Introspective, reactive, epistemic, designed to observe and simulate.

• Collision Space:

  • Decision dilemmas (explore vs exploit)
  • Narrative agency (illusion of choice)
  • Simulated vs Real feedback
• Goal: Define the recursive combat/interaction layer between agency and inertia, change and memory.

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🌿 Branching — Space & Time Scaling

Pentadic Tag: ukubona (Times / Observe)

• Space:

  • Molecular → Clinical → Household → Government → Global

• Time:

  • Tactical (random events)
  • Operational (daily system feedback)
  • Informational (weekly pulses)
  • Strategic (quarterly synthesis)
  • Existential (recursive truth + delta)

• Goal: Observe, archive, and simulate trajectories across nested time/space scales.

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🌲 Canopy — Ukubona LLC

Pentadic Tag: ukukula (Delta / Growth / Recursion)

• Functions:

  • Digital twins across domains
  • Simulation + counterfactual analytics
  • Real-time feedback & user engagement (dopamine loop)
• Visual: The living system—recursive, adaptive, metabolizing new inputs.
• Core Product: Illusion of control, accurate predictions, seamless experience.
• Revenue Model: Free → $20/mo → $200/mo tiers
• Team Goal: Scale to 10 employees in 9 months (HB1 ready), feedback-engineered growth

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🔁 Recursive Illusion Engine (Underlying across all levels)

• Sea → Love → Recursion → Theater/Masks → Broadcast
• This is your recursive UX grammar. It gives emotional continuity, meaning, and retention—powering both Fortinbras and Hamlet simulations.

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Would you like this structured into:

1. A diagram/illustration?
2. A .md README scaffold?
3. A canvas simulation config (YAML or JSON)?
4. A full-stack code starter?

Let’s grow it upward or dig back down into the roots—your choice.