4 min read
Your Error Page Is a Prompt
We gave an agent crew the power to take a production service offline, then went looking for what could turn that power against us. The hole was not in the model. It was in the telemetry.
Posts tagged with #mcp
7 min read
HyperCV is now Next Role — and it's no longer just a CV tool
Same product, sharper name, much bigger surface. Next Role is the headless engine behind 'find me my next role' — a Pro API and MCP integration that any agent can call in one line.
6 min read
MCP Usage Pattern: Exposing a Vertical SaaS Agent Service Over MCP
A worked example: how the multi-tenancy patterns survive the move from an in-product chat surface to an MCP surface — without changing anything in the agent service itself. Same tools, same authz, same audit. New transport.
13 min read
Multi-Tenant Agent Architecture: A Reference Specification
Agent frameworks matured fast in 2025. Almost none of them were designed for multi-tenancy — the shape of every production B2B SaaS. A reference architecture and small vocabulary for agents that live inside real products.
10 min read
Compounding Agent Swarms: Multi-Agent Architectures That Scale Without Breaking the Bank
68% of new DeFi protocols in Q1 2026 include at least one autonomous AI agent. The protocol stack (MCP + A2A) is standardized. Multi-agent systems cost 4.8x more than single agents. Here is how to build a compounding swarm that gets smarter over time — and how OpenRouter + LangGraph model routing prevents that cost multiplier from bankrupting you.