Real
Intelligence
AI that learns what works, shows you what it knows, and gets better every time. The LLM is the calculator. We built the brain.
Five components. One purpose.
Each piece is inspectable. Nothing hidden. Drag to explore.
Self Model
Tracks deviation from stability. Measures the gap between expected and actual.
How It Works
Continuously monitors the delta (Δ) between predictions and reality. When Δ rises, the system knows something needs attention.
Lessons
Explicit, inspectable memory. You can see it, edit it, delete it.
Transparent Memory
Unlike neural weights, lessons are human-readable. Each one has a title, keywords, explanation, and confidence score.
Goals
Purpose hierarchy. Root: help humans who help other humans.
Help the Helpers
Actions that enable others to help are prioritized over direct help. Multiplier effect.
Attention
Closest diff first. One thing at a time.
Minimal Intervention
Focus on the smallest change that resolves the largest deviation. No overwhelm.
Safety
Structural, not trained. Can't be prompt-injected away.
Architecture Not Behavior
if "harm" in input: return "No can do." — This is code, not fine-tuning.
Coast
Stable. Proceed normally.
Intervene
Elevated. Apply lessons.
Refuse
Harm detected. No can do.
Try It Yourself
Adjust the parameters. See how compression affects the visible delta.
As compression → ∞, visible delta → 0.
The diff disappears because there's nothing left to show.
Your Card
Adjust the controls to see how the system responds to different inputs.
The Math
visible_Δ = raw_Δ / (1 + compression)
When compression is high, even large deviations appear small—stability achieved.
One Pattern. Infinite Uses.
Signals become lessons. Lessons become wisdom. Wisdom serves helpers.
Personal Intelligence
Second Brain
Knowledge that accumulates over time. Every insight becomes a retrievable lesson.
Daily Planning
Focus on what matters. Closest diff first—one priority at a time.
Decision Support
Smallest viable action. Cut through overwhelm with binary choices.
Reading Assistant
Books become lessons. Extract and validate insights over time.
Journaling
Patterns emerge from reflection. Track emotional deviation.
Habit Coaching
Learns what actually works for you. Validated through use.
Professional & Teams
Knowledge Base
Explicit institutional memory. No more "ask Sarah, she knows."
Email Triage
Signal from noise. Learns your priority patterns.
Meeting Assistant
Actions, not minutes. Extract commitments and track them.
Proposals
Learns what wins. Pattern recognition across outcomes.
Interview Prep
Searchable experience. Your stories, ready when needed.
Onboarding
Team knowledge visible from day one. No tribal secrets.
Education & Learning
Teaching Assistant
Learns what explanations land. Adapts to each student.
Study Buddy
Breaks complexity into digestible pieces. Closest diff first.
Writing Coach
Inspectable style rules. See why it suggests what it suggests.
Language Learning
Grammar as lessons. Mistakes become explicit rules.
Special Education
Tracks overwhelm signals. Knows when to slow down.
Curriculum Design
What worked for similar learners? Pattern matching.
Technical & Engineering
Code Assistant
Learns codebase patterns. Suggestions based on your conventions.
Bug Triage
Minimal fix first. What's the smallest change that works?
Architecture Docs
Design principles as lessons. Decisions with rationale.
DevOps
Validated runbooks. Confidence scores on procedures.
Security
Structural safety patterns. Not heuristics—hard rules.
API Documentation
Consistent, editable, always current. No drift.
Research & Analysis
Research Assistant
Proven vs speculative. Confidence levels on claims.
Literature Review
Papers become lessons. Synthesize across sources.
Lab Notebook
Reproducible methodology. What worked, what didn't.
Grant Writing
Funded patterns. Learn from successful proposals.
Data Analysis
Validated insights. Track which interpretations hold.
Citation Management
Keyword recall. Find that paper you half-remember.
Creative & Content
Writing Partner
Learns your voice. Suggestions that sound like you.
Brainstorming
Diverge then converge. Explore, then focus on closest diff.
Content Calendar
What helps your audience? Track engagement patterns.
Story Development
Tracks character arcs. Consistency across drafts.
Design Iteration
Preference learning. What aesthetic choices resonate?
Editor
Explicit rules. Know exactly why a cut is suggested.
Community & Support
Customer Support
Auditable, honest. See why it said what it said.
Moderation
Structural safety. Rules that can't be talked around.
Volunteer Coordination
Enables enablers. Help those who help others.
Nonprofit Operations
Mission as root goal. Every action traces back.
Mentorship Matching
Match strengths to needs. Pattern recognition across people.
Conflict Resolution
Smallest step first. De-escalate by reducing delta.
Networks & Systems
Signal Processing
Learn noise signatures. Distinguish signal from interference.
Network Routing
Validated reliable paths. Learn from failures.
Anomaly Detection
Delta from baseline. When deviation exceeds threshold, alert.
Resource Allocation
Helper priority. What enables the most downstream help?
Load Balancing
Minimum change. Smallest adjustment for stability.
Access Control
Auditable rules. Every permission has a reason.
Intelligence is the compression of prediction error in service of stability maintenance.
— The Insight
Ready for intelligence that actually learns?
Built solo. No VC. No ads. No data selling.
Every contribution supports tools that put understanding over engagement.