Quantsilica AI DataXpress SI Sandbox ResumeFlow AI

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SI SANDBOX

BROWSER-BASED WORKFLOW IDE

Where builders think at machine speed.

SI Sandbox is the experimental core of the Shakalya ecosystem. A browser-native IDE with AI-assisted workflow automation, multi-language code execution, experiment tracking, and direct pipeline integration.

SI SANDBOX · WORKFLOW IDE

EXPLORER
📁 src/
📄 exp_12.py
📄 model.py
📁 config/

import torch
from quantsilica import ReasoningModel

# Initialize sandbox pipeline
model = ReasoningModel(layers=12)
dataset = load_stream("dataxpress_live")
output = model.evaluate(dataset)

VARIABLES
model: Model(12L)
dataset: 42,811 rows
accuracy: 0.974

[SYSTEM] SI Sandbox Kernel v3.4 initialized.
[INFO] Environment: Python 3.11 + PyTorch 2.2 Ready.
[READY] Click "Run" to execute model experiment.

Supported Languages

20+

Starter Templates

< 200ms

Code Execution Start

∞

Experiment Runs

→THE PROBLEM←

"Research environments that can't ship. Production environments that can't experiment. Sandbox ends this split."

Engineers waste days configuring local setups, managing environment drifts, and translating research scripts into production services. SI Sandbox provides a unified, zero-config environment.

→CORE CAPABILITIES←

Built for technical pioneers.

Multi-Language Compiler

Write and execute in Python, JS, TS, Go, Rust, C++, Java, PHP, and more inside the browser. Powered by server-side execution.

12 LANGUAGES

AI Code Assistant

SI Sandbox built-in AI understands your experiment context. Suggests completions, detects bugs, and refactors modules on command.

AI-ASSISTED

Visual Workflow Builder

Drag-and-drop automation nodes: data loaders, model trainers, evaluators. Build ML pipelines visually and execute in background.

NO-CODE

Experiment Tracking

Every run is automatically logged — hyperparameters, metrics, outputs, and code state. Compare experiments side-by-side.

MLOPS

Live Web Studio

Build and preview HTML/CSS/JS directly inside Sandbox. Hot-reload web preview lets you ship frontends as fast as you think.

FULL-STACK

Collaborative Sessions

Invite teammates to your Sandbox session. Real-time cursor sharing, live code editing, and shared terminal output.

COLLABORATION

LIVE IDE DEMO

Code. Test. Deploy. In one window.

Instant multi-language runtime

Context-aware AI pair programmer

Automated metric & parameter logging

PythonJSTSGoRustC++JavaPHP

EXPERIMENT DASHBOARD

RUNEPOCHSACCURACYLOSS
run_01100.9120.142
run_02200.9450.108
run_03300.9740.098

→HOW IT WORKS←

Four steps to rapid execution.

Create a Project

Start from blank or select starter templates for ML, web apps, and data pipelines.

Write & Execute

Code in your language of choice. AI assistant suggests and refactors instantly.

Experiment & Track

Each run logs metrics automatically. Compare parameters side-by-side.

Ship from Sandbox

Deploy experiments directly as API endpoints or DataXpress pipelines.

→TECHNICAL ARCHITECTURE←

Isolated serverless execution engine.

Execution Engine: Containerized Piston execution sandboxes

Collaboration: CRDT real-time operational transformation engine

Security: Zero socket leak, strict memory limits per container

Cold Start: Warm worker pool provides execution in < 200ms

sandbox_config.toml

0Supported Languages

0Starter Templates

0Code Execution Start

0Experiment Runs

→USE CASES←

Tailored for modern engineering workflows.

AI RESEARCH

ML Model Prototyping

Rapid model prototyping with integrated hyperparameter logging and side-by-side experiment tracking.

DEVELOPMENT

Full-Stack Web Studio

Frontend and backend development unified in a single browser tab with instant hot-reload previews.

DATA SCIENCE

End-to-End Pipelines

Build and verify complete pipelines from raw data loading to model deployment without leaving the browser.

→ECOSYSTEM SYNERGY←

Integrated deeply into the Shakalya ecosystem.

Quantsilica AI

Plug Quantsilica AI reasoning directly into Sandbox script execution pipelines.

DataXpress

Connect directly to DataXpress vector stores for real-time dataset exploration.

ResumeFlow AI

Run automated resume extraction scripts directly inside Sandbox custom workflows.

BUILDER ENVIRONMENT