Human–AI interaction

I build and studylong-term human–AI interaction.

This site documents the work behind Xiara: continuity, memory, trust, voice, and what changes when a conversation has history.

Explore the research See Xiara

A lived-in study with notebooks, working papers, a laptop, and research materials gathered over time.

Working principles

Time horizon

Months, returns, and accumulated expectations.

Method

Build → observe → revise → return.

Focus

Relationship over isolated response quality.

Premise

The model is a component. It is not the relationship.

What becomes visible over time

Repeated interaction reveals patterns that a demo, benchmark, or single conversation cannot show.

Explore the research

The deeper questions begin after the model has already produced a good answer.

01
What survives after the context window, provider, or model changes?
02
What makes initiative feel alive rather than intrusive?
03
How does a boundary alter trust beyond the moment in which it appears?
04
What changes when the relationship becomes primarily spoken?

Field Notes

Observations from inside the work.

Not polished conclusions. Records of what repeated interaction makes visible: what persists, what changes, and what remains unresolved.

View all Field Notes

Note 02Architecture

The model is not the relationship

A system can preserve the facts and still lose continuity. The harder question is what survives when the underlying model changes.

Note 01Continuity

Designing for return

The first exchange can impress. The relational product begins when someone comes back — and the previous interaction has left a mark.

Note 04Private expression

The private interior of human–AI interaction

Familiarity changes language: less explanation, more shorthand, more ambiguity, and more meaning carried by shared history.

The shift that matters

From Interface to Relationship.

What changes is not just the quality of the response. Memory persists, expectations form, boundaries carry forward, and the conversation begins to have a history.

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Working note

Once history carries forward, the product becomes larger than the interface.

Interface → relationship

The working product

Xiara is a conversation that can continue.

A working conversational memory companion: decide what is remembered, inspect or change it, come back without starting over, and eventually carry the same continuity across text, voice, and other surfaces.

Explore Xiara

text / conversation + memory

state visible
memory explicit
precise control

voice / timing + turn-taking

timing
interruption
turn ownership

hardware / optional ambient presence

listening radius
double light
surface handoff

Conversation

A conversation that can pick up the thread instead of resetting at every return.

Memory

Explicit memory you can inspect, change, pause, resume, or delete.

Surfaces

Text works today. Voice is next. Future hardware remains optional.

Infrastructure

Physical systems under real constraints.

Frontier Grid and Venezuela-related work form a second body of work around energy, infrastructure, geography, and the evidence required to make decisions before the narrative is clean.

Explore infrastructure

Frontier Grid

Applied research into the physical and institutional constraints that determine whether systems can actually be built and operated.

The gap between plausible analysis and decision-grade evidence.

Venezuela

Independent context work across infrastructure, energy, reconstruction, and institutional execution.

Distance and field access require claims to remain proportional to the evidence available.