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PROBLEMS SOLVED, INTELLIGENCE OWNED

Build Your Own Intelligence from Problem-Solving

Human-Centered AI that captures the context of every problem you solve across ChatGPT, Claude, and Gemini—turning daily AI workflows into compounding intelligence you own.

Start Building Context →How It Works
AI Model+Context+Harness
=Your Own Intelligence

Empowering human agency through active problem-solving.

Augmenting human cognition across your favorite AI platforms:

ChatGPTClaudeGeminiand more

THE PARADIGM SHIFT

Augmenting human capability—not raw automation—drives real economic value.

Outsourcing thinking entirely to raw automation creates passive consumers and shallow dependencies. True economic value happens when AI augments human problem-solvers—delivering +40% higher output quality and +25% faster execution while transforming transient AI interactions into durable intellectual capital you actually own.

Problems you solve with AI make it smarter. Not you.

THE PROBLEM

  • → Solved with AI, forgotten by tomorrow = No compounding
  • → No proof of what you actually did = Untrusted
  • → Never turned into a skill = Rented, not owned

Same problems. Now AI makes you smarter, too.

THE SOLUTION

  • → No compounding Captured the moment you solve it
  • → Untrusted Proven by problems you solved
  • → Rented, not owned Turned into context you own
“Intelligence you rent will never compound like intelligence you own.”
Garry Tan, President & CEO, Y Combinator (Startup School)
✓

Nothing to install

No complex harness or infrastructure setup.

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Context built as you solve

No writing skill files by hand.

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Built for non-techs

Accessible directly without prompt engineering barriers.

SOLVE-FIRST · IMPACT-BASED

From raw prompt to compounding human intelligence.

STEP 01

Solve Problems

Work on real challenges in your natural flow.

Solve real-world engineering, business, and operational problems using the AI platforms you already use: ChatGPT, Claude, Gemini, Perplexity, and more.

STEP 02

Build Impact-Based Context

Hermotron captures context while safeguarding deep learning.

Our AI agent (Hermotron) adaptively builds impact-based context from what you solve with AI platforms, while ensuring academic and cognitive integrity through active-recall checks.

STEP 03

Measure

Translate intellectual effort into verifiable growth.

The ERPI Model[1] provides structured measurement, translating problem-solving into measurable impact through LVI, LHMI, and FCII.

[1]The ERPI Model - Whitepaper:Read the whitepaper ↗

  • LVI (Learning Value Index):Composite value of learning volume, mastery, and consistency.
  • LHMI (Learning Habit & Momentum):Durable learning habits and growth momentum over time.
  • FCII (Focus & Cognitive Integrity):Collective attention depth and cognitive presence.
73.3%

WEEKLY STICKINESS (DAU/WAU)

4.4x above the industry median.

When AI augments genuine human agency instead of passive content consumption, engagement compounds naturally.

ENTERPRISE INTELLIGENCE

Organizations save over 90% on L&D.

$67K/year (no headcount penalty)For all employees across the organization.
01

Zero Learning Waste

Replace unfinished video catalogs with real-time problem-solving embedded in daily work.

02

Institutional Context

Preserve problem-solving frameworks and context files inside your organizational memory.

03

Problem-Solving as Learning

Upskill teams continuously while they solve actual business challenges.

Schedule Enterprise Briefing →
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Solo-built, AI-augmented by G. E. Bayu Alfian

8+ years lead product-engineering in startups • Scaled platforms to 800K+ learners (69x growth) & 200+ institutions • Saved $7M+ license fees.

Don't just prompt the future. Own it.

Join the shift to Human-Centered AI. Turn every problem you solve today into compounding intelligence for tomorrow.

Start Building Context →