CUTS+ CAUSAL
INITIALISING ENGINE…
CUTS+ CAUSAL
MATRIX
NETWORK
HHKD
SECTOR
SINGLE TICKER
LIVE
--:--:--
NIFTY50 · EPOCH 30/30
REST API
GRADIO CLIENT
PIPELINE
INFERENCE
TICKERS — φ RANK
36
ALL
UPSTREAM
SINK
CAUSAL PROBABILITY MATRIX
G·σ(G_T) · GUMBEL-SOFTMAX · HOVER → DETAILS · CLICK → PIN
Strong cause >0.7
Moderate 0.4–0.7
Weak <0.4
Inference ripples across this map in real-time
CAUSAL NETWORK GRAPH
THRESHOLDED DAG · θ=0.5 · DRAG TO EXPLORE · NODE SIZE ∝ OUT-DEGREE
High φ (upstream)
Mid φ
Low φ (sink)
Strong edge
HELMHOLTZ-HODGE-KODAIRA DECOMPOSITION
J_b → J_grad + J_res · ‖RESIDUAL‖ < 10⁻⁶
Scalar Potential φ — Upstream Ranking
Decomposition Diagnostics
GRADIENT vs CYCLIC SPLIT
GRADIENT 93.8%
6.2%
Gradient Flow J_grad — Sector Heatmap
SECTOR MACRO GRAPH — REASON TRIPLET ⟨G, A, E⟩
BIDIRECTIONAL MESSAGE PASSING · CrossLevelMPNN
Macro Sector Adjacency
SINGLE TICKER — FUNDAMENTAL CAUSAL
RELIANCE
DuPont PRIOR · 23 NODES · SCM RIDGE · CAMEF GPT4MTS
DuPont Prior Adjacency (23×23)
Discovered Causal Edges
CAMEF Stress Forecast
FCM Lag-Graph G₁–G₄
CAUSAL INFERENCE ENGINE
ASSERT
INTERVENE
COUNTER·F
RESULTS & RIPPLE TRACE
Run an inference query to see results and ripple effects across all views.
LLM DENOISED NEWS
TICKERS
36
EDGES
127
DENSITY
5.2%
λ_s
0.10
λ_d
1.00
LOSS
0.0412
PRIOR CONFORM
91.3%
‖J_res‖
3.2e-7
EPOCH
30/30 ✓
RELIANCE
Energy
φ Potential
+2.41
Rank
#1 Upstream
Out-degree
8
In-degree
2
Strongest cause
ONGC 0.847
News score
0.87