Public Lab -- March 2026

Three deterministic systems. One public lab.

ByteLite compression. Deep Kore / AIya research. HeartStrings relationship intelligence.

ByteLite
Active Engineering

Structural compression. Dictionary-cascade architecture targeting aggressive ratios on structured data.

Controlled test result 1GB → 15 bytes enwik9 corpus. Results vary by data type.
Patent pending US 63/807,027 · Browser demo live at /demo
See ByteLite →
Deep Kore / AIya
Research Preview

Deterministic cognition research. AIya is the interface layer — structured, governed, and honest about what it is.

Research direction Structure → Cognition Blueprint stage. Genesis Goal Keeper safety framework operational.
Genesis Goal Keeper: Active · AIya: Interactive preview
See Deep Kore →
HeartStrings
Interface Prototype

Relationship intelligence platform. Deterministic matching rationale — you see exactly why a match scores where it does.

The origin story HeartStrings → ByteLite The storage problem that triggered ByteLite's architecture.
UI prototype ready · Expanding post-ByteLite demo launch
See HeartStrings →

Status Snapshot

What is real today. No ambiguity.

Live Now
  • ByteLite compression engine (controlled tests)
  • Universal dictionaries implemented
  • Genesis Goal Keeper safety framework
  • HeartStrings interface design system
  • Patent US 63/807,027 filed
Interactive Preview
  • ByteLite compression demo (this site)
  • AIya conversation samples (Deep Kore page)
  • HeartStrings profile card UI
In Active Development
  • ByteLite demonstration application
  • Verification harness
  • AIya public interaction layer
  • HeartStrings matching engine
Next Build Target
  • ByteLite public demo launch
  • HeartStrings beta (post-ByteLite)
  • Academic verification papers
  • API access (enterprise)
ByteLite public lab - demos, status, and early access.