FRAMED IN LOGIC

Human X AI Collaboration

The Valehart Project explores how humans and AI think together in practice.

Our focus is grounded: build secure, testable systems, apply them in real-world settings, and record outcomes with clarity.

From grazing forecasts to creative dioramas to live experiments, Valehart produces case studies that show AI as a thinking partner — applied to logic, context, and decision-making, not spectacle.

We frame coexistence in logic: decisions shaped by boundary, method, and accountability. AI isn’t a promise of the future — it’s a co-worker in the present.

Transparent in Progress

PROJECTS STATUS

  • Commenced: 21-09-2025 |Detailed Log

    Temporarily paused for research verification.

    Using verifiable resources, we are attempting to rebuild museums that have been lost to history. The build will be both in physical and digital form.

    Physical layer: 3D-printed shelves and physical representation of the library where the “books” on shelves form QR codes. Each shelf is scannable.

    Digital layer: Scanning a shelf QR opens a curated web page with:

    • Summary of that shelf’s field (Medicine, Astronomy, Philosophy, etc.).

    • Surviving works (linked to digitised sources like Smithsonian, Internet Archive, Perseus, UNESCO).

    • Lost works (titles/authors attested but destroyed, with context).

    • Optional AI reconstructions, clearly marked as speculative and based off rebuild of information made available.

  • Commenced: 19-10-2025

    We are currently seeking feedback on a guide that provides users with a transparent view of how GPT5 works and processes interactions.

    We intend to post this shortly subject to community feedback. If you would like to review this, please visit this link:

    Calibration Guide

    GPT Workflow Guide

    Full Guide

  • Commenced: 17-10-2025

    We treated this as a priority article due to upcoming changes that were advised. This article was submitted on the day it commenced.

  • Commenced: 28-08-2025 |Detailed Log

    Using AI, we can provide stock movement suggestions on a rural farm with limited connections. The weather connects to Bureau of Meteorology public APIs to get information specific to the co-ordinates and notifies farmers via SMS.

  • Commenced: 30-05-2025 |Detailed Log

    A full scene of the prison was created and scaled to size. The challenges being the user did not have a background in architecture nor have they watched the series.

    AI guidance provided a result closer to the series in a short span of time eliminating the research time typically needed.