Tech Stack
Architecture Principles
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.
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
A relational database for transactional workloads, analytical queries, and complex SQL.
TimescaleDB
A PostgreSQL extension for time-series data: hypertables, continuous aggregates, and compression for high-volume metrics.
Supabase
Managed PostgreSQL platform with auth, storage, and realtime services for rapid backend delivery.
SQLite
An embedded file-based SQL database for local storage, edge use cases, and service-side utilities.
Qdrant
A vector database for embedding search and retrieval-augmented generation at scale.
Upstash
Serverless Redis for caching, rate limiting, queues, and event-driven workloads without persistent connections.
Models
BGE Embedder
A multilingual, multi-granularity embedding model for dense, sparse, and multi-vector retrieval.
Claude
Anthropic's LLM family used for agent reasoning, tool use, and long-context workflows.
Grok
xAI's LLM family used for agent reasoning and real-time data workflows.
Jina Reranker
A cross-encoder reranking model that reorders retrieved documents by relevance before they reach the LLM.
OpenAI
GPT model family used for LLM inference, embeddings, and agent tool use.
Qwen
An open-weight LLM family used for local inference, embeddings, and agent reasoning tasks.
Engine
Python
A general-purpose language for backend services, automation, data processing, and ML workloads.
Golang
A compiled language for high-performance APIs, services, and CLI tooling with efficient concurrency.
FastAPI
A high-performance asynchronous API framework for Python with strong typing and schema generation.
LiteLLM
An LLM gateway for model routing, fallback, and provider abstraction in agent workflows.
Ollama
A local runtime for serving open-weight LLMs, used for on-premise inference and offline development.
Resend
An email API for transactional and product communications with deliverability control and template workflows.
GitHub
A source control and collaboration platform with CI/CD pipelines powered by GitHub Actions.
QAcsy
A quality and compliance automation platform with checks and guardrails for AI-assisted workflows.
Playwright
A framework for end-to-end and component testing across Chromium, Firefox, and WebKit.
User Interface
HTML5
Semantic markup, media features, and Web platform APIs for accessible and standards-based interfaces.
JavaScript
The core language of the web for client and server logic, integrations, and ecosystem tooling.
TypeScript
A typed superset of JavaScript for reliable development, scalable codebases, and safe refactoring.
Svelte
Compiler-driven UI framework for lightweight, high-performance web interfaces with minimal runtime overhead.
React
A component-based library for building interactive user interfaces.
Next.js
A React framework with server rendering, file-based routing, and integrated runtime capabilities.
Tauri
A Rust-based framework for building lightweight, secure desktop apps from a web frontend.
Tailwind CSS
A utility-first CSS framework for rapid, consistent, and responsive interface development.
Recharts
A React data visualization library for line, bar, pie, and composed charts.
i18n
Internationalization support for multilingual interfaces, content, and regional configurations.
Inkscape
An open-source vector graphics editor for preparing SVG assets and interface graphics.
Infrastructure
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
An edge platform for serverless functions, CDN, routing, and traffic protection, as well as hosting MCP servers and MCP endpoints.
Vercel
Edge hosting and continuous deployment platform: preview deployments on every branch, serverless API routes and cron, and global CDN.
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.