chronos_x_boot.sh
_
SYSTEM ARCHITECTURE

The Chronos-X Engine

A microservices architecture orchestrating Amazon Chronos T5, Polars, and Next.js 16.

Data Ingestion

Raw UIDAI logs are processed via ChronosDataEngine.

  • Parquet Compression (Snappy)
  • Zero-Copy Arrow Memory
  • Polars Lazy Execution

Hybrid Predictor

Ensemble model combining AI forecasting & spatial search.

def predict(pin):
  ai = chronos_t5.forecast(pin)
  spatial = knn_search(pin)
  return weighted_avg(ai, spatial)

Context Delivery

Real-time insights served via WebSocket & D3.js.

  • ContextEngine Injection
  • LocationResolver (Fuzzy)
  • React Server Components

The Pulse Vector

We don't just count transactions. We measure the heartbeat of every district.

Growth Signal (G)
High Velocity

Tracks new family settlements via 0-5 age enrolments.

Flow Signal (F)
Stable

Monitors urbanization drifts via address updates.

Labor Signal (L)
Seasonal Spike

Detects workforce shifts using biometric authentications.

Vp,t = [ Gnorm, Fnorm, Lnorm ]
* Z-Score Normalized for cross-regional comparability
ALGORITHMIC INNOVATION

Spatial Parallel Search

Traditional models fail on sparse data. We invented Behavioral Cloning for demographics.

core/spatial_engine.py
def find_parallels(target_pin):
  # 1. Vectorize Target Behavior
  vec_t = encode(target_pin.history)
  
  # 2. Search Universal Database (19k+ PINs)
  matches = kNN(vec_t, k=3, metric='cosine')
  
  # 3. Clone Future Trajectories
  return [m.future for m in matches]
Execution Time: 42msThreads: 8

The "Time Machine" Logic

Pattern Matching

Scans 19,000+ PIN codes instantly to find regions with identical growth patterns to your target.

Parallel Universes

Finds a suburb in Bangalore that behaves exactly like your target in Pune did 6 months ago.

Trajectory Cloning

Projections are not just mathematical guesses. They are cloned from the actual futures of parallel regions.

The Engine Room

Built on a modern, high-performance stack.

Next.js 16

Server Components & App Router

FastAPI

Async Python Backend

Polars

Rust-based DataFrame Engine

Amazon Chronos

Foundation Forecasting Model

D3.js

60fps Vector Visualization

TypeScript

Strict Type Safety