Building Enterprise Agents

A Practical Playbook for Design, Rollout, and Metrics TL;DR — Start with a small set of high-value workflows. Use serverless primitives to control cost, MCP connectors for system access, and a Human-in-the-Loop (HITL) gate for risky actions. Ship via IaC + CI/CD. Prove safety and UX in a pilot/UAT, then scale. Instrument everything: errors → Jira, approvals/rejections → […]

Deep Dive: Human‑in‑the‑Loop Orchestration with Step Functions, Lambda & MCP

Building a Secure, Scalable AI Workflow as an AWS Marketplace Offering TL;DR Human‑in‑the‑Loop (HITL) integration adds a critical safety net for AI-driven processes by routing uncertain or high-stakes decisions to human experts. In this blog, we demonstrate our turnkey AWS Marketplace solution that leverages Step Functions to orchestrate the workflow, Lambda functions to execute discrete tasks, and MCP […]

Hybrid Intelligence: Marrying Deterministic Code with LLMs for Robust Software Development

Balancing Rule-Driven Precision with Generative Flexibility   Executive Summary Traditional software, built solely on deterministic, rule-based logic, guarantees reliability and predictability but often struggles to adapt. Large language models (LLMs), by contrast, offer flexibility and cognitive capabilities but can be unpredictable. A hybrid approach — combining deterministic code with LLM-driven reasoning — yields systems that […]