🜲 Dragonfly VSA v0.7.0

*"Compound eye

Recent Breakthrough: Signal Separation (v0.7.3)

The Flip

We discovered that flipping the direction of the DTO dramatically improves fidelity:

Approach	Direction	Fidelity
Old	10KD → compress → 1024D → expand → 10KD	62.5%
New	1024D → expand → 10KD → compute → compress	~97%

The Key Insight

1024D qualia is the SOURCE OF TRUTH, not a projection.

When concepts are defined as SPARSE combinations of atoms:

• 10 atoms: 96.85% fidelity
• 50 atoms: 96.88% fidelity
• 100 atoms: 96.82% fidelity

The Architecture

1024D QUALIA (Source)          10KD RESONANCE (Workspace)
─────────────────────          ─────────────────────────
 cat (~20 atoms)    ─────EXPAND────→  cat_10k (binary)
 on  (~10 atoms)    ─────EXPAND────→  on_10k (binary)
                                           │
                                      XOR BIND
                                           │
 triple (~40 atoms) ←───COMPRESS───  triple_10k (binary)

New Files

• src/clean_qualia_dto.py — High-fidelity 1024D ↔ 10KD transformation
• docs/signal_separation.md — Complete documentation of the breakthrough

See Signal Separation for full details.