Human-in-the-loop AI agents scale when oversight is matched to the risk of each action, approvals are cheap and unambiguous, and you measure whether reviewers are still reviewing.
Human in the Loop AI Agents: Approval Patterns That Scale
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AI Agents
LangGraph vs CrewAI vs Custom: Choosing an Agent Framework
Choose LangGraph for explicit state and control, CrewAI for fast role-based prototypes, and custom code when your agent is one model calling a few tools, but draw the workflow before you pick any of them.
How Much Does It Cost to Build an AI Agent in 2026?
A practical breakdown of what a custom AI agent costs to build and run in 2026, tier by tier, with the cost drivers that actually move the number.
AI Automation Challenges to Plan For Before You Build
The model is rarely what breaks an AI automation project; messy inputs, silent failures, missing evaluation, unplanned exceptions and unclear ownership are.
What We Do
Product
Consumer and enterprise software, built with taste and shipped fast.
Infrastructure
AI agents, automation, and orchestration - production systems, not demos.
Advisory
Hands-on engineering and strategy for teams shipping AI into production.