RoboShow® · Clear-box shows anyone can adopt

Let AI write the script once. Let RI run it every time.

A RoboShow is an approved RI workflow: a show built from addressed nodes, scheduled, played and recorded at every step. Anyone can adopt one, from a solo builder to a team scaling AI. Neural models co-write the workflows, non-neural RI performers execute them, and people approve every step, so repeated work stops paying for fresh inference and every decision stays on the record.

Request a briefing See how it works

01 · The problem

AI’s energy curve is outrunning the grid.

Most AI systems send every request, even the thousandth identical one, through a neural model. That cost repeats with every run, and none of it leaves a record anyone can audit.

1%Structured reasoning can do far more with far less. In a 2026 Tufts University study, a system guided by explicit rules and planning used about 1% of the training energy and 5% of the operating energy of a conventional AI model, while succeeding 95% of the time versus 34%.Source: Duggan, Lorang, Lu & Scheutz, “The Price Is Not Right…,” arXiv:2602.19260 (2026).

31%Much of what AI recomputes, it has already answered. One study of real ChatGPT use found that about 31% of a user’s queries closely match something they had already asked.Source: Gill et al., “MeanCache: User-Centric Semantic Caching for LLM Web Services,” arXiv:2403.02694.

Bar chart: a rule-guided structured system used 1% of a conventional AI model's training energy and 5% of its operating energy on the same task.

02 · How RoboShows work

Two kinds of intelligence, cast in the roles each does best.

01 · AI WRITESCo-writer and co-producerNeural models draft the RI workflow — the script — and handle the high-touch moments that need them, confirming before they act.
02 · RI PERFORMSEvery mark, every cueNon-neural RI performers run the approved script step for step, recording each decision as they go.
03 · PEOPLE APPROVEThe human gatePeople run, test, refine and approve each workflow for production: Human Moderated Recursive Improvement.

ROBOCASTOS Routes each task to AI, RI or both, like two hemispheres of one brain working hand in hand.

03 · The difference

AI where it’s needed. RI for the rest.

	Every request through a neural model	RoboShows
Repeated tasks	Full inference on every run	An approved RI script runs again
Explainability	A black box	A clear-box record of every decision
Consistency	Can vary, or improvise	Follows the script, hits every mark
Control	Guardrails around the model	A person at every judgment and approval point

“I first worked with Damon in 2005, producing public arts festivals in New York City. Since then, my experience as a RoboCast research consultant and investor has convinced me that the Related Intelligence architecture he developed is exactly what the industry needs. By pairing AI with a partly deterministic, transparent system that runs on standard CPUs, RoboCast provides the human control needed to reduce hallucinations, improve safety, and conserve critical energy and water resources. This is a historic opportunity for RoboCast and its shareholders to help bring a truly transformative product to the world.”

Jeff GrossResearch Consultant and Investor, RoboCast

04 · Beyond energy

Designed in the mid-1990s for problems AI faces now.

The same architecture that saves repeated work also answers today’s hardest questions about control.

Transparent decision chainsInterpretability by construction, not after the fact.

Hierarchical controlExplicit boundaries that let capability scale safely.

Learning from recorded decisionsPersonalization from feedback, years before RLHF had a name.

Command and controlA conductor’s structure for powerful AI performers.

Privacy by scriptAI drafts without seeing personal data; the record can be shown and erased.

05 · Check the record

Tested in the wildSOCIAL ROBOSHOW · JULY 2017

In July 2017, a RoboCast Social RoboShow of Recode’s Twitter feed drew 80,902 views in 24 hours, while RoboShows beside it drew dozens to a few hundred. It played about 225 links automatically, at whatever pace each viewer chose.

“As someone who has spent my career in music, content creation, and technology, I view RoboCast as a workflow orchestration platform, not simply a content delivery system. What makes it unique is its ability to automate and coordinate complex creative and operational workflows without relying on AI, providing a level of transparency, control, and provenance that many emerging technologies lack.”

James SowardIndependent Music, Media & Technology Consultant and RoboCast Research Contributor

IN PRODUCTION SINCE 1998The ArchivesFour builds and their deployments, from ZDNet and Microsoft to today.Explore → FIVE PATENTSPatent Research HubThe issued claims, verbatim, with the patent’s own figures, animated.Read → OPEN TO EVERYONETraining CohortLearn to build the workflows yourself.Pre-register →

Request a RoboShows briefing.

For teams exploring a pilot, a partnership or an investment.

What a RoboShow briefing covers

Each briefing starts in a system you already use. We give sector experts keys, which unlock the patent architecture’s benefits inside an AI system they already have an account with. Once your own system understands what the architecture makes possible, we walk you through why Dirigentic Related Intelligence could be a better path forward: one built for conservation, control and collaboration, in a race to the top toward superintelligence.

Or write to alliances@robocast.com.