RESEARCH NOTES & WORKING PAPERS

The methods. The prototypes. The next questions.

Explore the methods behind our speech, vision and agentic work: completed speech studies, ongoing visual-model investigations, video prototypes and workflow designs.

The papers cover speech adaptation, speaker attribution, dialogue, video repair and agentic workflows, with ongoing NVIDIA, Google and Apple model experiments on the cloud Mac. Comparative speech findings are under review.

01 / HINDI–ENGLISH ADAPTATION STUDY
14 OCTOBER 2026

Adapting speech recognition for Hindi–English conversations.

Dataset preparation, supervised experiments and adapted-checkpoint comparisons. Comparative findings under internal review.

Read the note ↗
02 / CONVERSATION ANALYSIS
14 OCTOBER 2026

Which speaker said which words?

Anonymous speaker attribution, segmentation adaptation and separate assessment of transcription errors.

Read the note ↗
03 / INTERACTIVE SPEECH
14 OCTOBER 2026

Interruptions, corrections and spoken replies.

Moshi feasibility, controlled interactions and the requirements for further adaptation.

Read the note ↗
04 / VIDEO DEVELOPMENT
14 OCTOBER 2026

One character across a sequence.

Prototype failures, scene constraints, selective repair and proposed comparisons with regeneration.

Read the note ↗
05 / AGENTIC SYSTEMS
14 OCTOBER 2026

Designing agentic workflows.

Research automation and a proposed architecture for sources, tools, review and recovery.

Read the note ↗
06 / EVALUATION
14 OCTOBER 2026

Testing models and workflows.

Speech evaluation methods and further plans for model, workflow and video comparisons.

Read the note ↗

DISCUSS THE RESEARCH

Questions
and collaboration.

Bring a speech or vision task, a failure case or a different evaluation perspective. We welcome technical discussion and focused research collaboration.

Discuss the research ↗