Maya-Morphe P5: Dhyana · Field-Guided Pathfinding

Dhyana · ध्यान · 禅定 — The Seventh Limb ध्यान — सातवां अंग · निरंतर, अटूट ध्यान Dhyana · 禅定 — 第七支

P4 (Dharana) characterised EFC as a universal U-shape — exploratory deepening, then collapse to 0.000 at T=0.1. P5 (Dhyana) fixes the training dynamics: wound-aware field diversity loss, FRR loss freeze, and per-epoch scalar SlowFieldEMA. Result: EFC positive in 96 of 250 epochs. Peak +0.1565 at epoch 36. 70 consecutive positive epochs. The EdgeFormationModule forms edges toward the wound field — field-guided axonal pathfinding. Dhyana: effortless, sustained field alignment. The seventh limb. After concentrated attention comes unbroken meditation. P4 ने EFC को U-shape के रूप में characterise किया। P5 training dynamics को fix करता है: wound-aware field diversity loss, FRR freeze, SlowFieldEMA। परिणाम: 250 में से 96 epochs में EFC positive। Peak +0.1565। EdgeFormationModule wound field की ओर edges बनाता है — क्षेत्र-निर्देशित अक्षीय पथ-प्रदर्शन। P4将EFC表征为U形轨迹。 P5修复训练动力学：伤口感知场多样性损失、FRR冻结、每轮标量SlowFieldEMA。结果：250轮中96轮EFC为正。峰值+0.1565。70个连续正轮。 EdgeFormationModule向伤口场方向形成边——场引导轴突寻路。

EFC Peak · Dhyana EFC Peak · ध्यान EFC峰值 · Dhyana

+0.1565

Epoch 36 · 70 consec. positive · 96/250 total

Functional Recovery Rate

100%

VOLTAGE_DRIVEN · All 250 epochs

Fixed-Topology Baseline

No field — no repair — P1 through P5

EFC at Current Epoch

+0.1565

Epoch 36 · Peak · GUIDED

EFC TRAJECTORY — 250 EPOCHS — POSITIVE PHASE HIGHLIGHTED (EPOCHS 25–94)

■ EFC > 0 (field-guided)
■ EFC < 0 (exploratory)
--- EFC = 0 boundary
| FRR freeze (E5)
| Boost warmup end (E20)
| T annealing (E188)
▶ Current epoch: 36 | EFC: +0.1565

FRR — P1 through P5 — VOLTAGE_DRIVEN

P4 → P5: What Changed

Three training-dynamic fixes. Architecture unchanged.

EFC POSITIVE EPOCHS: P4 vs P5

5 / 250

96 / 250

Fix 1 — Wound-aware diversity loss: -|dead_field - alive_field|
Fix 2 — FRR loss freeze: 0.60 → 0.05 once FRR ≥ 99%
Fix 3 — SlowFieldEMA: scalar EFC EMA alpha=0.9, boost warmup 20 epochs
Fix 4 — Temperature floor T=0.300 (P4 collapsed at T=0.100)

Live Cellular Visualizer — Field-Guided Repair (P5 Dynamics)

Recovering cells (growing, purple) form edges toward the bioelectric wound field. Edges formed toward high-field nodes = EFC positive. Watch the field gradient guide pathfinding. पुनर्जीवित कोशिकाएं (growing, बैंगनी) bioelectric wound field की ओर edges बनाती हैं। 恢复细胞(growing，紫色)向生物电伤口场方向形成边。高场节点的边=EFC正值。

Alive: 0

Dead: 0

Growing: 0

Edges: 0

EFC: —

FRR: —

Bhaya: —

t = 0.0s

P5 Results — Dhyana — 50k Scale (144,726 Cells) — 250 Epochs — RTX PRO 6000 48GB

Metric	P4 (Dharana)	P5 (Dhyana)	Change
EFC positive epochs	5 / 250	96 / 250	+91 epochs
Peak EFC	−0.1294 (trough)	+0.1565 (peak)	+0.2859
Consecutive positive	~5 epochs	70 epochs (E25–E94)	+65 epochs
Final temperature	T=0.100 (collapsed)	T=0.300 (floor held)	Floor active
FRR (all 250 epochs)	100%	100%	Unchanged
Bhaya mean (per epoch)	~15% (approx)	15.46% (time-series)	First time-resolved
FRR freeze trigger	N/A	Epoch 5	New mechanism
Compute	~15 min (A100)	61.3 min (RTX PRO 6000)	Different GPU

EFC Trajectory — Key Epoch Snapshots (50k, 144,726 Cells)

Epoch	EFC	fstd	Boost	T	Bhaya	FRR	Phase
1	−0.0000	0.0156	0.000 [warm]	0.500	0.1546	1.000	Warmup
5	—	—	—	0.500	—	1.000	FRR FROZEN
25	+0.0864	0.3881	0.0422	0.500	0.1545	1.000	GUIDED
36	+0.1565 ★	0.388	0.079	0.500	0.1546	1.000	PEAK
50	+0.0650	0.3854	0.1161	0.500	0.1547	1.000	GUIDED
75	+0.0058	0.3853	0.0231	0.500	0.1546	1.000	GUIDED
94	~0.000	0.3853	—	0.500	—	1.000	Phase end
100	−0.0013	0.3853	0.003	0.500	0.1545	1.000	Settled
200	−0.0044	0.3852	0.000	0.480	0.1547	1.000	Annealing
250	−0.0124	0.3853	0.000	0.300	0.1547	1.000	Floor held ✓

Maya Research Series Timeline माया अनुसंधान श्रृंखला समयरेखा Maya研究系列时间线

Maya-Prana

Maya-Smriti

Maya-Chitta

Maya-Manas

Maya-Viveka

Maya-Shunyata

Maya-mPCI

Maya-LLM

MayaOS

Morphe P1

Morphe P2

Morphe P3: Axon

Morphe P4: Dharana

Morphe P5: Dhyana ←