hero

Tools &
Methodologies

Tools built on principles of human agency preservation and transparent AI collaboration for educational and professional contexts.

Building capabilities for the future of design practice through human-AI collaborative processes that enhance rather than replace creative judgment.

01

Prototyping Platform

Our prototyping platform enables collaborative development and testing of design concepts through human-AI partnership workflows that preserve human agency and creative control.

prototyping.talleroliva.com

Human-AI collaborative prototyping tool for educational design and innovation processes.

• Collaborative prototype development with AI partnership

• Real-time collaboration for design teams

• Educational workflow optimization

• Human-AI collaborative design processes

02

Open Source Tools

Open source tools that enable better human-AI collaboration through context preservation and transparent documentation practices.

github.com/milgron/contextos

A documentation framework for preserving project context in the human-AI collaboration era.

contextos provides a simple structure for documenting the invisible knowledge that shapes every project—the why behind decisions, the reasoning behind choices, and the collective memory of creative processes that both humans and machines can understand.

• Dual-layer documentation: shared and personal contexts

• Git-friendly structure with privacy preservation

• Designed for human-AI collaborative workflows

• Lightweight framework, profound impact

03

Design Methodology

Our methodology framework combines proven design thinking principles with human-AI collaborative capabilities, creating innovation processes that maintain educational rigor while expanding creative possibilities.

Lightning Empathy

AI-synthesized user research and rapid insight generation

Collaborative Ideation

Hybrid problem framing with AI-augmented creativity sessions

Functional Prototyping

Human-AI collaborative Design with iterative refinement

04

Getting Started

Ready to explore our tools and methodologies? Access our prototyping platform or get in touch to discuss implementation for your educational institution.