Selected work

R&D / AI Systems

R&D / Active development

JARVISE

An ongoing private AI systems research project exploring local-first intelligence, voice interaction, agentic workflows and human-computer interfaces.

Overview

JARVISE is a private research environment for testing how useful AI assistance can operate across local tools, knowledge and interfaces.

Role
Research, system design, prototyping and interface exploration.
Status
R&D / Active development

Context

Why this exists.

General-purpose assistants often separate intelligence from the user's actual working environment. This project investigates a more integrated, privacy-aware model.

Objective

What the system needs to accomplish.

Explore practical local-first workflows, voice interaction and agent coordination without presenting unfinished research as a commercial product.

Architecture

Structured for change.

  • Local-first experimentation
  • Modular assistant and tool interfaces
  • Knowledge retrieval concepts
  • Voice and agent workflow prototypes

Engineering decisions

Constraints made explicit.

  • Treat privacy and local control as design constraints
  • Keep experimental modules replaceable
  • Document uncertainty rather than manufacture product claims

Interaction / Visual system

Character with a job to do.

Quiet technical interfaces designed to make system state and machine actions understandable to a human operator.

Technology

Tools by function.

PythonAI integrationsRAG conceptsAutomationInterface prototyping

Current result

Active private research. Findings and verified modules will be documented as the system develops.

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