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Tech Stack

Architecture Principles

1

Proven Technologies

We use a mature stack with a strong ecosystem and long-term support. The priorities are reliability, predictability, security, and ease of maintenance.

2

Data Control

Data remains under the customer's control: storage, access, transfer routes, and data lifecycle policies are configured through governance policies.

Data Layer

PostgreSQL

PostgreSQL

A relational database for transactional workloads, analytical queries, and complex SQL.

TimescaleDB

TimescaleDB

A PostgreSQL extension for time-series data: hypertables, continuous aggregates, and compression for high-volume metrics.

Supabase

Supabase

Managed PostgreSQL platform with auth, storage, and realtime services for rapid backend delivery.

SQLite

SQLite

An embedded file-based SQL database for local storage, edge use cases, and service-side utilities.

Qdrant

Qdrant

A vector database for embedding search and retrieval-augmented generation at scale.

Upstash

Upstash

Serverless Redis for caching, rate limiting, queues, and event-driven workloads without persistent connections.

Models

BGE Embedder

BGE Embedder

A multilingual, multi-granularity embedding model for dense, sparse, and multi-vector retrieval.

Claude

Claude

Anthropic's LLM family used for agent reasoning, tool use, and long-context workflows.

Grok

Grok

xAI's LLM family used for agent reasoning and real-time data workflows.

Jina Reranker

Jina Reranker

A cross-encoder reranking model that reorders retrieved documents by relevance before they reach the LLM.

OpenAI

OpenAI

GPT model family used for LLM inference, embeddings, and agent tool use.

Qwen

Qwen

An open-weight LLM family used for local inference, embeddings, and agent reasoning tasks.

Engine

Python

Python

A general-purpose language for backend services, automation, data processing, and ML workloads.

Golang

Golang

A compiled language for high-performance APIs, services, and CLI tooling with efficient concurrency.

FastAPI

FastAPI

A high-performance asynchronous API framework for Python with strong typing and schema generation.

LiteLLM

LiteLLM

An LLM gateway for model routing, fallback, and provider abstraction in agent workflows.

Ollama

Ollama

A local runtime for serving open-weight LLMs, used for on-premise inference and offline development.

Resend

Resend

An email API for transactional and product communications with deliverability control and template workflows.

GitHub

GitHub

A source control and collaboration platform with CI/CD pipelines powered by GitHub Actions.

QAcsy

QAcsy

A quality and compliance automation platform with checks and guardrails for AI-assisted workflows.

Playwright

Playwright

A framework for end-to-end and component testing across Chromium, Firefox, and WebKit.

User Interface

HTML5

HTML5

Semantic markup, media features, and Web platform APIs for accessible and standards-based interfaces.

JavaScript

JavaScript

The core language of the web for client and server logic, integrations, and ecosystem tooling.

TypeScript

TypeScript

A typed superset of JavaScript for reliable development, scalable codebases, and safe refactoring.

Svelte

Svelte

Compiler-driven UI framework for lightweight, high-performance web interfaces with minimal runtime overhead.

React

React

A component-based library for building interactive user interfaces.

Next.js

Next.js

A React framework with server rendering, file-based routing, and integrated runtime capabilities.

Tauri

Tauri

A Rust-based framework for building lightweight, secure desktop apps from a web frontend.

Tailwind CSS

Tailwind CSS

A utility-first CSS framework for rapid, consistent, and responsive interface development.

Recharts

Recharts

A React data visualization library for line, bar, pie, and composed charts.

i18n

i18n

Internationalization support for multilingual interfaces, content, and regional configurations.

Inkscape

Inkscape

An open-source vector graphics editor for preparing SVG assets and interface graphics.

Infrastructure

Docker

Docker

Docker containers are the default deployment format. The same runtime approach is used across local development, staging, and production. Both self-hosted and managed setups are supported with predictable scaling.

Cloudflare

Cloudflare

An edge platform for serverless functions, CDN, routing, and traffic protection, as well as hosting MCP servers and MCP endpoints.

Vercel

Vercel

Edge hosting and continuous deployment platform: preview deployments on every branch, serverless API routes and cron, and global CDN.

Render

Render

Cloud platform for deploying web services, background workers, cron jobs, and databases with managed infrastructure.

MCP and Integrations

Integration Layer

The MCP layer connects external systems and services to agent workflows: analytics, CRM, communications, payments, and operational tooling. Both a ready-to-use integration catalog and custom connectors are supported.

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