The AR Labs Research Lab
Where we experiment, break things, and discover what's next. The Lab is where ideas become architectures before they become products.
What We're Exploring
Six active research tracks driving the next generation of AI products.
Agentic Systems
Multi-agent pipelines and autonomous AI workflows with full observability.
MCP Integrations
Building and publishing Model Context Protocol servers and clients.
RAG Architectures
Hybrid retrieval pipelines — BM25, dense vectors, and reranking — for production.
Automation Workflows
Intelligent event-driven automation connecting AI decisions to real-world APIs.
AI Experiments
Novel applications of language and vision models tested in controlled sprints.
Developer Research
DX improvements, open-source tooling, and benchmarks shared with the community.
Current Experiments
Projects actively being researched, prototyped, and validated.
Agent Mesh
A multi-agent orchestration framework where specialised AI agents collaborate, delegate sub-tasks, and execute long-horizon pipelines with full observability and retry logic.
MCP Forge
A toolkit for building, testing, and publishing Model Context Protocol servers. Includes a type-safe SDK, hot-reload dev server, and a hosted registry for sharing MCP tools.
RAG Core
A modular, production-grade RAG pipeline with hybrid BM25 + vector search, cross-encoder reranking, and support for multi-modal document ingestion (PDF, DOCX, images).
AutoChain
Event-driven automation engine that bridges AI model decisions with real-world API calls, webhooks, and database writes — with full audit trails and rollback support.
Neural Vision
Computer vision experiments covering real-time object detection, document OCR, receipt parsing, and visual Q&A — packaged as lightweight inference APIs.
LM Bench
An open benchmarking suite that evaluates LLM providers on latency, cost-per-token, instruction-following, and reasoning across hundreds of standardised prompts.
Open Source Contributions
We open-source selected lab experiments, CLI tools, and SDKs. Follow our GitHub for the latest releases.
Ready to Build?
Whether you have a product idea, need an AI system built, or want to explore what's possible — we respond to every message personally.