Resources

Field notes on isolated, single-tenant AI

Short essays from the OmniLab AI team on the operational realities of deploying AI in production — without leaking your data to shared SaaS.

ArchitectureSecurity

When AI agents go rogue: a cautionary tale, and how we keep yours safe

An AI agent with one overly broad key issued 40 refunds and posted to social media. Here's the real story — and the four guards that keep your agents from ever going rogue.

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IntegrationMCP

MCP is the missing layer for ops automation

Model Context Protocol isn't just a buzzword — it's the cleanest way we've seen to wire LLMs into WhatsApp, Plane, and Odoo without brittle scrapers.

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LessonsOperations

AI gives you negative ROI & disastrous outcome – if not used right

AI isn't magic — bolted onto a broken process it manufactures disasters. What one team's failed rollout teaches about real ROI.

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More from OmniLab AI

Single-tenant VPS architecture

How we provision, encrypt, and rotate a dedicated server for every client.

MCP bindings in production

How secure, verified bindings keep your data inside your VPS.

Cost predictability

Why flat-tier pricing beats per-token surprises for ops teams.

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