Technology That Serves People First
Building AI that amplifies human wisdom rather than replacing it. From community platforms to personal AI coaches. Technology grounded in human values.
“AI should not replace human decision-making, but provide the soil for it to flourish.”
- The Root Keeper, EGI Framework
Kapwa Philosophy
Kapwa is the Filipino concept of shared identity: the recognition that we are all interconnected. It's the philosophical foundation that informs all human-centered work.
This isn't just technology for people. It's technology rooted in human values. The goal isn't extraction but amplification: helping individuals and communities make better decisions together.
Shifting the Paradigm
Traditional AI
- ×Extracts value from user data
- ×Centralizes intelligence in models
- ×Optimizes for engagement metrics
- ×Replaces human judgment
Human-Centered AI
- Returns value to people
- Distributes intelligence to individuals
- Optimizes for human flourishing
- Amplifies human wisdom
Two Dimensions of Human-Centered AI
Building AI that serves both communities and individuals
Collective Wisdom
Platforms that help communities think together, synthesizing ideas, finding consensus, and making collective decisions.
- IdeaJar - Community idea synthesis
- KapwaNet - Mutual aid networks
Personal Empowerment
AI coaches and tools that help individuals make better decisions in their personal and financial lives.
- AI Life Coach - Financial planning
- Wisdom Weaver - Personal AI conversations
Featured Projects
View AllIdeaJar
Implementation of the EGI Framework for collaborative ideation and knowledge synthesis at scale. Live platform enabling communities to think together.
Wisdom Weaver
Multi-user collaborative conversations with AI assistance. Real-time collaboration on complex topics where AI amplifies rather than replaces human wisdom.
KapwaNet
Peer-to-peer support network for community resilience. Named for "Kapwa" - the Filipino concept of shared identity and interconnectedness.
Ziggy
Real-time isometric visualization dashboard for Claude Code agent teams. Renders file writes, tests, and agent actions as a growing ziggurat pyramid in the browser. Pure Python server with zero dependencies.
Avatars
Local, privacy-first emotion-aware chatbot with synchronized 3D avatar. Detects emotions from voice (Whisper) and facial expressions (MediaPipe), adapts LLM responses, avatar lip-syncs TTS output. Four distinct AI personas.
Second Brain
AI-powered personal knowledge management. Captures thoughts via text and voice, stores with semantic embeddings (pgvector), RAG for search and connection discovery.
LifeThread
Voice-first memoir app. Users speak, Deepgram transcribes, Claude polishes narrative while preserving truth and cultural authenticity. Dual output: original language plus English family edition.
EGI Whitepaper
Research paper on Emergent Generative Inquiry -- participatory methodology combining AI pattern recognition with community validation. Underpins the IdeaJar platform. Pilot deployments in youth mental health, climate justice, and organizational culture.
Building Human-Centered AI?
I'm always interested in collaborating on projects that put people first. Let's build something meaningful together.
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