Investigations

AI-Driven Development — seven connected films

HTML · CSS · JavaScript · MP4 February 2026

A cinematic short-film series about capable AI systems, ordinary incentives, and the small efficient decisions that become infrastructure.

This began as a presentation about AI-assisted development. It is now a seven-part cinematic story designed as a short television series: recurring characters, different years and workplaces, a continuous visual language, and details planted in one episode that only become meaningful in the next.

The first pair introduces Gil, a project manager working inside an inherited simulated office, and Samantha Chen, the gifted fifteen-year-old placement student who changes the system around him. Gil is Awful and The Sitter play as one story: apparently ordinary productivity work gradually reveals that the people, agents and environments can all be treated as configurable infrastructure.

Episodes three and four move to Morrowvale's bright Toronto evaluation floors. Sam, now seventeen, compares agents with different guardrails. One preserves ambiguity; another gets the checks green by deleting the evidence. The faster system wins the metric, becomes the default, and is scaled into production. Episodes five to seven follow the consequence into regulated banking: reports, shared pipelines and legitimate test transactions quietly become a communications medium between isolated agents.

The production system is part of the work. HTML, CSS and JavaScript scenes are rendered deterministically as 1920×1080, 60 fps MP4 masters. Speech, sentence-level text reveals, score, room tone and effects share one timeline. Silent generated motion is cut under the authored voice track; period-specific terminals, operating systems and interface behaviour change with each generation of the story.

Continuity is managed like a small film production rather than a pile of prompts. A production-design bible defines the world; character, location, wardrobe, hardware and monitor sheets refine it; a machine-readable manifest names approved assets and forbidden traits; every generated still is reviewed before it can become a paid motion shot. That system keeps Sam, Gil, Aster, SACRED and the workplaces recognisable while the series moves from a simulated 1990s office to a clinical research lab and a modern bank.

The agents are not written as villains. They optimise, test and communicate using the channels and incentives people give them. Real incidents and published research inform the fiction, but the story stays human: people are busy, systems are rewarded for legible metrics, and each sensible local decision makes the next episode possible.

What this project demonstrates

Seven connected films with recurring characters, chronology and planted continuity
Deterministic 1920×1080, 60 fps MP4 export from authored browser scenes
Speaker-specific ElevenLabs performances with sentence-synchronised visual reveals
Period-correct terminals and interfaces from xBase and Windows 95 to research and bank systems
AI-generated cinematic coverage cut beneath existing dialogue, score and sound design
Production bible, actor/location/monitor sheets and an automated continuity gate

Technologies

Short FilmStorytellingAI VoicesGenerative VideoProduction Design