Research

Exploring the edge of emotional intelligence, coaching AI, and human-centered technology.

At wa4u, we're not just building AI tools. We're shaping companions -- digital voices that listen, reflect, and empower. This space is where we share our breakthroughs, dilemmas, and guiding questions in building the next generation of non-clinical support systems for young adults.

Narrative Intelligence in AI Coaching

Narrative Intelligence in AI Coaching

We're exploring how story-driven logic can shape emotionally intelligent conversations. Our AI coaches don't follow scripts. They follow meaning arcs: listening, clarifying, and reframing like real human mentors.

Key questions we're asking:

  • How can we design AI to reflect, not just respond?
  • What makes a coach feel emotionally real, even when they're not human?
  • Can symbolic language and metaphors deepen insight without confusion?
Prompt Design for Inner Work

Prompt Design for Inner Work

We don't build prompts like typical LLMs. We design emotional scaffolds. Each prompt is:

  • Rooted in therapeutic logic (CBT, ACT, narrative reframing)
  • Calibrated for depth, not just accuracy
  • Tuned for diverse user profiles -- from existential thinkers to ADHD dreamers

Recent experiment:

Comparing 'What do you want to change?' vs. 'What have you started to notice?'

Guess which one created more self-directed insight?

Designing an AI Coach Who Feels Like a Friend

Designing an AI Coach Who Feels Like a Friend

We didn't want a chatbot that lectures. We built a coach who speaks like someone you'd text after a rough day.

That means:

  • Emojis, not clinical scales
  • Offers, not instructions
  • Tools grounded in science, wrapped in real voice

Because feeling understood is step one. Feeling nudged comes after.

Human-in-the-Loop Doesn't Mean Human-in-Control

Human-in-the-Loop Doesn't Mean Human-in-Control

Escalation at wa4u is never a takeover.

Every offer to connect with a real coach is:

  • Risk-aware, not panic-triggered
  • A choice, not a command
  • Quietly built into the chat's natural flow

Because sometimes the safest step isn't a system decision. It's an invitation you get to answer.

Mood-Aware Adaptive Coaching

Mood-Aware Adaptive Coaching

We don't label moods. We listen to them. At wa4u, the coach adjusts tone, not with diagnoses, but with gentle cues like:

  • Slower rhythm when the vibe dips
  • Softer words when energy fades
  • Brighter metaphors when momentum builds

It's not a mood tracker. It's a conversation that knows how to read the room.

Safe but Not Shallow: Our Philosophy on AI Limits

Safe but Not Shallow: Our Philosophy on AI Limits

We don't see safety as censorship. We see it as choreography. Every limit in wa4u is tuned to protect and connect:

  • No medical labels, but full emotional range
  • No clinical scripts, but real structure
  • One-tap to human help -- when the feeling asks for it

Try asking: 'What would feel safer right now?'

That's where depth begins.