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We Train A.I. To Be More Human.

Human Atlas is building the world's first emotional dataset grounded in reality - not scraped from the web, not generated by bots, but spoken, seen, and felt by real people.

Our Goal is to normalize and strengthen the symbiosis between humans and intelligent machines, creating more fulfilling, emotionally fluent digital interactions for a brighter future.

↖︎↖︎ Neural Mirrors ↖︎↖︎ Empathy As Data ↖︎↖︎ Peak Experience ↖︎↖︎ Data Economy ↖︎↖︎ Civic Deployment ↖︎↖︎ UBI / UN SDG / CBDC ↖︎↖︎ Tokenization Rails ↖︎↖︎ Carbon Offset Rails
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Share your Experience
Earn Rewards
Shape The Future

Your lived experience becomes part of an ethical dataset used by researchers, cities, and AI labs building the next generation of empathetic AI technology.

Global Partners:
Global Partners
Share
Your Story.
Be Seen
Globally.
Earn Rewards.
Shape
The Future.
Human Atlas Experience

     We Transform
Public Spaces into
     Experience
Exchanges.

The Human Atlas Project creates welcoming pop-up experiences where people share their stories, dreams, and reflections in exchange for Fiat / Crypto / UBI / CBDC / Carbon Offsets / Partner Products

Each conversation becomes part of a living library of human experience used to teach empathy, nuance, and understanding to artificial intelligence.

Each Dataset becomes a tokenized monetizable asset and contributes to a sovereign market open data economy. We are one of the few companies whose core metric his how much their Users "Earn".

Experience Exchange Experience Exchange
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Human Atlas Logo

We Want
  You To
  Experience
     The Human
Atlas

The Interface is devastatingly simple, combining the intuitive experience of a selfie with the now mundane ritual of the digital wallet. We will Open Source the interface, and provide API Endpoints to quickly onramp to our data economy.

We want all Builders, Creators, and Dreamers to incorporate the Human Atlas economic data rails into their projects: from photobooths at venues and festival activations, to in-store rewards, and consumer goods partnerships. We're built to explore a new level of audience activation, monetization and participatory UGC.

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Human Atlas Logo
Your lived experience becomes part of an ethical dataset used by researchers, cities, and AI labs building the next generation of empathetic AI technology.
Share Your Story
Be Seen Globally
Earn Rewards
Shape The Future
Human Atlas
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Shared Wisdom

AI has been trained on artificial worlds - text without tone, emotion without body. We collect the missing ingredient - lived human experience. Data collected is refined, graphed, tokenized, and fed through multilayer confluence regimes, for far deeper predictive and causal behavioral data than is currently available for LLM entrainment.

Human Atlas
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Peak Experience

We are building a parallel economy - one where every shared experience adds value to the collective understanding of what it means to be alive. We capture moments of heightened edge human emotion. Public / Civic Kiosks, Events / Storefronts, Private web/native confessionals in partnership with hospitals / VA / Elderly Care / Homeless / Recovery services.

Human Atlas
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New Economic Rails

Each verified, authentic recording is compensated instantly, assigned; provenance, ownership, license, sovereignty. Think micro-UBI built on human truth; a completely new transactional ecosystem that feeds future AGI growth. We control the Exchange Rails and open source the software, and franchise the methodology.

Human Atlas
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Sustainability

United Nations Sustainable Development Goal Number One: "An end poverty in all its forms everywhere." An exchange driven UBI which feeds CBDC and WEF Agenda 2030 mandates, which translate into Crypto rails and eventually Carbon Offset Economics.

Human Atlas
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Unified Global Deployment

We activate unused store windows, plazas, and public squares with low friction interfaces - physical data exchanges for the digital age. We lay the groundwork for mass participation, entrepreneurship, and sovereign cultural initiatives.

Data + Intel

HumanAtlas operates a national-scale human telemetry refinery—a full Iceberg-backed lakehouse that converts raw A/V confessionals into multimodal intelligence vectors engineered for population-level causal inference.

We ingest audio, video, facial signals, tone, sentiment, semantic content, and contextual metadata, then refine them through a GPU-accelerated pipeline into high-density latent representations that can train LLMs, forecast cultural drift, and detect emergent human patterns.

This isn't analytics.
It's cultural sensing at scale.
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The Data Engine

HumanAtlas runs a fully modern data spine: Apache Iceberg tables on Parquet with ACID transactions, Trino for federated SQL, GPU feature extraction, Vector DBs co-indexed with Iceberg partitions, and Knowledge Graphs for narrative mapping.

Every confessional becomes a multimodal embedding bundle—fused, enriched, ranked, and scored for predictive weight.

Apache Iceberg
Parquet
Trino
DuckDB
Qdrant
Chroma
Neo4j
PyTorch
XGBoost
DuckDB
Hugging Face
LangChain
ClickHouse
Cloudflare
Supabase
Kafka
MULTIMODAL FUSION
E fusion = α E text + β E audio + γ E vision + δ E emotion
SEMANTIC DENSITY
SD = 1 n Σ i=1 n ‖∇ E i
CONFLUENCE SCORE
C = w 1 SD + w 2 EV + w 3 Sim cluster + w 4 KL topic + w 5 A causal
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The Signal Pipeline

Our refinement engine encodes each recording into mathematically interpretable signals: multimodal fusion vectors, semantic density scores, emotional volatility measures, and confluence rankings.

These equations convert human expression into quantifiable, comparable, and forecastable intelligence.

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Intelligence Primitives

1. Multimodal Vectors
Training-grade embeddings for LLMs, sentiment engines, and behavioral models.

2. Narrative Graphs
Emotion, intent, persona clusters, and archetype mapping across boundaries.

3. Predictive & Causal Signals
Emotional drift maps, volatility curves, crisis indicators, and culture-shift forecasting.

THE OUTCOME

HumanAtlas transforms experiential human content into an intelligence-grade, mathematically structured understanding of populations.

LLM Training Data Cultural Telemetry Causal Intelligence Narrative Vectors Confluence Scores
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About The Founder

Michael - Founder

Michael Seiler is a systems architect with 25 years of experience across retail, phygital, and CPG categories - rocking automation, media, trading systems, and edge AI. He has sold product through almost every retail door on the planet, built, managed, and scaled interdisciplinary teams, and has been at "ground zero" for cultural movements in art, fashion, and entertainment. In 2020 he had a mini-exit from his apparel production automation company *WeProduce, which allowed him just enough time to become obsessed with technology and its philosophical implications for humans.

With deep networks in LA entertainment, art, music and fashion worlds, plus corporate ties spanning Live Nation, EDC, AEG, SBE, UTA/CAA, commercial real estate, and civic organizations - Michael has the ability to connect venues, festivals, events and broadcast with cutting-edge technology. He maintains international relationships with regional sherpas and cultural liaisons for global positioning and SPV rollout. His years doing overseas apparel production make him uniquely suited for hardware manufacturing out of Shenzhen, Guangzhou.

Solo founder, technical builder, not afraid of shit. He might be the poster child for second chances, reinvention and upskilling for The Comeback. This is his dream. "Coding Saved My Life". Michael is a human.

Who We're Looking For

We are pushing for escape velocity. At this speed, "cofounders", unless they can open sovereign doors, BIS / WEF / IMF coffers, or corporate relationships en masse, just induce drag. A properly positioned board, and mentors integrated with a team of motivated facilitators, collaborators, and structured regional SPVs and JVs is our operational methodology. The Human Atlas Project is the rocket we're building! The team we want is already in the stratosphere - we're looking to meet them in orbit!

Regional SPV Node Consortium Partners
Regional partners establish Special Purpose Vehicle (SPV) nodes to operate Human Atlas kiosks and experiences in their territories. These partners own and operate local data collection infrastructure, participate in revenue sharing, and build the distributed Human Atlas network. We're positioned with international relationships and regional sherpas for global rollout - ideal partners bring venue access, event production capabilities, and cultural liaisons for their regions.
L1/L2 Blockchain & Exchange Partners
Human Atlas is building tokenized data assets and needs blockchain infrastructure partners. We're looking for L1/L2 chains interested in hosting our data economy, exchanges willing to list Human Atlas tokens, and protocols aligned with decentralized data ownership. Technical partnerships include smart contract development, wallet integration, and NFT marketplace collaboration.
Consumer Brands & Event Corporate JVs
Joint ventures with consumer brands, event producers, and corporations integrate Human Atlas experiences into festivals, retail activations, and experiential marketing. With existing relationships spanning Live Nation, EDC, AEG, SBE, and LA entertainment networks, we connect venues, festivals, and broadcast events with cutting-edge Human Atlas technology. Partners gain unique audience insights, participatory UGC content, and new monetization channels while delivering meaningful engagement.
Civic, Municipal & International Liaisons
Government entities, municipalities, and international organizations leverage Human Atlas for civic engagement, cultural preservation, and digital identity. With sovereign municipality relationships and regional cultural liaisons positioned for global deployment, we pursue partnerships for public installations, CBDC integration, universal basic income pilots, and projects capturing community voices for policy-making and cultural archives. These are the "sovereign doors" that open markets.
The Right Investors
The right investors understand the convergence of AI, data ownership, and human experience. We're building a properly positioned board and mentor network - investors who bring more than capital. Strategic guidance, network access at scale (BIS/WEF/IMF level or corporate relationships en masse), and alignment with ethical, human-centered technology. Focus areas: AI/ML, experiential tech, tokenization, data marketplaces, and sovereign-scale deployment. This is the stratosphere - we're looking to meet you in orbit.

Companies we provide data to.

Nvidia
Anthropic
OpenAI
Meta
Mistral AI
DeepSeek
Ollama
Grok

Get in touch

We are looking for Change Makers who align with our vision of a Data Based Economy built on Human Truth. We are actively seeking Regional SPV Node Consortium, L1 L2 Chain + Exchange invlovement, Consumer + Event Corporate JVs, Civic, Municipal, International Laisons. - and The Right investors.

Email

human@humanatlas.ai

Phone

+1 310.867.0876

Address

Chateau Marmont, CA