JK
JustKalm
World-Class Engineering

System Architecture

Built to standards from Google, Netflix, Amazon, Meta, Microsoft, OpenAI, and Anthropic. Production-grade infrastructure trusted for enterprise workloads.

99.99% Uptime SLA
<50ms P95 Latency
SOC2 Ready

Core Principles

Defense in Depth

Multiple security layers ensuring no single point of failure

Graceful Degradation

Core functionality maintained even during partial outages

Observable by Default

Every component instrumented with metrics, logs, and traces

Shift Left Security

Security integrated into development, not bolted on

API-First Design

All capabilities exposed through well-documented APIs

Zero Trust Architecture

Every request verified, never trusted by default

Architecture Layers

Resilience Engineering

Production reliability patterns ensuring 99.99% uptime with graceful degradation

4 capabilities

ML Intelligence Engine

Enterprise ML platform with uncertainty quantification and explainability

5 capabilities

Real-Time Streaming

Event-driven architecture with SSE, WebSocket, and stream processing

4 capabilities

Enterprise Security

SOC2/HIPAA-ready security infrastructure with defense in depth

5 capabilitiesBeta

SRE & Observability

Google SRE-inspired monitoring, SLOs, and capacity planning

4 capabilities

LLM Orchestration

Advanced reasoning with chain-of-thought, tree-of-thoughts, and multi-agent debate

5 capabilities

Edge AI & Mobile

On-device inference with quantization, offline-first, and privacy-preserving

5 capabilitiesBeta

Experimentation Platform

Feature flags, A/B testing, and progressive rollouts at scale

4 capabilities

Data Fabric

Enterprise data management with data mesh, lineage, and quality gates

4 capabilities

Quantum-Inspired

Quantum algorithms for optimization and portfolio construction

3 capabilitiesBeta

Resilience Engineering

Production reliability patterns ensuring 99.99% uptime with graceful degradation

Capabilities

Circuit Breaker with Half-Open Recoveryproduction

Netflix Hystrix-inspired cascade failure prevention with automatic recovery probes

Used at:NetflixAmazon
Bulkhead Isolationproduction

Resource isolation preventing single service failures from affecting entire system

Used at:NetflixMicrosoft
Chaos Engineering Frameworkproduction

Simian Army-style fault injection for resilience validation

Used at:NetflixAmazon
Graceful Degradationproduction

Feature-level degradation maintaining core functionality during outages

Used at:GoogleMeta

Research Foundation

  • Rosenthal et al. (2020) - Chaos Engineering
  • Nygard (2018) - Release It! 2nd Edition
  • Netflix Engineering Blog

Technology Stack

backend

Python 3.12+Core runtime
FastAPIHigh-performance API
Pydantic v2Data validation
SQLModelORM
RedisCaching & pub/sub
PostgreSQLPrimary database

Machine Learning

PyTorchDeep learning
scikit-learnClassical ML
ONNX RuntimeOptimized inference
SHAPExplainability
NumPy/PandasData processing

frontend

Next.js 16React framework
React 19UI library
TypeScriptType safety
Tailwind CSS 4Styling
ZodSchema validation

infrastructure

OpenTelemetryObservability
PrometheusMetrics
AlgorandBlockchain verification
AWS/GCPCloud providers

Production Metrics

99.99%
Uptime SLA
<50ms
P95 Latency
100+
Core Modules
98.6%
Accuracy (Validated)

Built for Enterprise Scale

Deploy with confidence using infrastructure proven at the world's largest tech companies.