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Moai Team
Moai Team (moaiteam.com) is a custom software development company specializing in agentic product engineering — getting AI agents from prototype to production (scoping, evals, integration, durable execution, governance).
Their llms.txt
The beginning of the file, from our validated copy saved 2026-10-27T13:33:31.317Z. Cached copy · Source on moai.team
# Moai Team
> Moai Team (moaiteam.com) is a custom software development company specializing in agentic product engineering — getting AI agents from prototype to production (scoping, evals, integration, durable execution, governance).
## Core pages
- [The AgenticProduct Ecosystem](https://moaiteam.com/agentic-ecosystem): one standard and six open-source reference implementations closing the run → remember → measure → heal loop.
- [Agentic Products Standard](https://moaiteam.com/agentic-products-standard): the standard for building production-grade agentic products.
- [AgenticMind](https://moaiteam.com/agenticmind): auditable knowledge & memory layer for AI agents over MCP.
- [AgenticOps](https://moaiteam.com/agenticops): runtime & operations layer agent fleets run on.
- [AgenticPerformance](https://moaiteam.com/agenticperformance): evals & observability layer — OTel traces, golden-set evals with a CI gate, improvement loop.
- [AgenticSelfHealingCode](https://moaiteam.com/agenticselfhealingcode): self-healing ops — grounded incident diagnosis and repair on earned autonomy.
- [AgenticGateway](https://moaiteam.com/agenticgateway): model & cost plane — one key, eval-measured routing, fail-closed cost ceilings.
- [AgenticAssurance](https://moaiteam.com/agenticassurance): security & assurance layer — red-teams agents against the OWASP Agentic Top 10, SARIF output.
- [AI software development services](https://moaiteam.com/ai-software-development-services)
- [Custom software development services](https://moaiteam.com/custom-software-development-services)
- [Chatbot development services](https://moaiteam.com/chatbot-development-services)
- [About](https://moaiteam.com/about)
- [Contacts](https://moaiteam.com/contacts)
## Blog (agentic AI / agentic product engineering)
- [Load Testing a Prototype: From Weekend MVP to Capacity That Holds](https://moaiteam.com/blog/load-testing-a-prototype): Load testing a prototype the right way. Model traffic, generate realistic data, and find bottlenecks before launch. A practical guide from Moai Team.
- [Authorization for MVPs: RBAC, ABAC, and Policy Engines That Hold](https://moaiteam.com/blog/authorization-for-mvps): Authorization for MVPs done right: choose RBAC or ABAC, design a durable data model, cache decisions safely, and migrate beyond isAdmin. Learn the production path.
- [Audit Logging for MVPs: Who Did What, When — and Proving It Holds](https://moaiteam.com/blog/audit-logging-for-mvps): A practical guide to audit logging for MVPs: schema, tamper‑evidence, performance, and customer trails. Close the vibecoding‑to‑production gap.
- [Background Jobs for MVPs: Queues, Retries, and Dead Letters That Hold](https://moaiteam.com/blog/background-jobs-for-mvps): Make background jobs for MVPs reliable with queues, retries, and dead letters. Learn patterns that survive production traffic.
- [Cache Stampede Prevention for MVPs: Request Coalescing, SWR, and Safe TTLs That Hold](https://moaiteam.com/blog/cache-stampede-p
…
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