1. Tool-Calling & API Integration
We equip agents with secure function-calling capabilities to query REST endpoints, invoke webhooks, trigger database transactions, and interface with third-party software.
2. Contextual Memory & State Management
Our architectures use session memory and vector embeddings to maintain state across long-running interactions and multi-step organizational workflows.
3. Guardrails & Human-in-the-Loop
High-stakes decisions (e.g., payments or customer refunds) feature configurable approval gates where agents prepare the action but await human manager sign-off.
4. Verified Technology Stack
We develop using verified production-ready frameworks: OpenAI APIs (GPT-4o), Anthropic Claude, Google Gemini, LangChain, Node.js, Python, PostgreSQL, and vector stores.