Film × AI · Calibration Instrument
A living calibration tool for practitioners working with AI. Eighteen limitations, six clusters, and a 4Ds practice studio.
calibration, not critique
The Index
Replication ratings are qualitative practitioner assessments, not empirical measurements. Scale: <10% Foundational human capacity · 10–20% Partial approximation possible · 20%+ AI can contribute meaningfully but not replace. Source: M. Nagy, practice-based fieldwork 2024–25.
Step 01 — Delegate STUDIO LIVE
Delegation is the first act of judgment — not a default. Select every creative task you intend to give to an AI system this session. The more precise you are, the sharper your analysis becomes.
0 tasks selected
Step 02 — Describe
A prompt is the translation of vision into language a machine can approximate. The gap between what you mean and what it produces is exactly what this instrument maps.
Step 03 — Discern
Discernment is the practitioner's most critical faculty. The analysis below — powered by Claude — names which limitations apply to your task and what you must supply that AI cannot.
Step 04 — Diligence
Diligence means never accepting the first output. Generate, judge it against your intent, refine, generate again. The practitioner stays in the loop at every pass.
Field Notes
⌘ / Ctrl + Enter to save · stored in this browser, persists across sessions
4Ds Framework — Dakan & Feller (CC BY-NC-SA 4.0) · UNESCO Ethics of AI (2021)
Grounding: Bhaskar (1975) · Schön (1983) · Archer (1995) · Built for BA (Hons) Digital Film Practice, MetFilm School · EdD, Bournemouth University