Insights / Topic
production-ai
8 articles about production-ai - lessons from building and scaling real software.
ArticleRead more11 min readWebMCP: Make Your Site Agent-Ready Without a Separate MCP Server
WebMCP lets your web app register typed tools for browser agents with document.modelContext.registerTool. No separate MCP server. Here's how it works, and when you still need one.
webmcpmcpai-agents
ArticleRead more11 min readScheduling Mastra Agents: A Weekly Report That Delivers Itself to Slack
Schedule a Mastra agent with a scheduled workflow: declarative cron, date ranges in code, an evidence check, and a Slack post the model can't trigger.
ai-agentsagent-architecturemastra
ArticleRead more11 min readAgent Loops vs. Workflows: The Boundary That Makes AI Reliable
Most AI demos hand one agent the whole job. When the output touches reputation, money, or outbound email, use a workflow instead of an agent loop. Here's where the boundary goes, built with Mastra.
ai-agentsagent-architecturemastra
ArticleRead more10 min readHarness Engineering: The 4 Levers Behind Almost Every Agent Failure
When an agent fails, harness engineering gives you four levers (Context, Tools, Loop, Governance) to find which one broke in under a minute.
ai-agentsagent-architectureharness-engineering
ArticleRead more10 min readHuman-in-the-Loop Agent Approvals: A Mastra Pattern
Prompt-based approval gates fail because the model decides whether to ask. Mastra's requireApproval primitive removes that decision entirely. Here's how to implement it.
ai-agentsagent-architecturemastra
ArticleRead more10 min readYour AI Team Doesn't Need More People — It Needs Agents
What 'supported by a fleet of agents' means in practice: which tasks automate, which don't, and where the ROI breaks down. Evidence from Stripe, Coinbase, Ramp, and Shopify.
production-aiai-engineeringteam-structure
ArticleRead more12 min readGoverning AI Agents Without Killing Them: What Actually Works in Production
Most AI agent governance advice targets boards, not builders. Three failure patterns, real TypeScript examples, and what a CTO should do Monday morning.
ai-agentsagent-architectureproduction-ai- ArticleRead more10 min read
Shrinking a Production Prompt by 28% With Autonomous Optimization
How I used autoresearch to run 65 autonomous prompt optimization iterations on a production LLM agent, cutting it 28% while retaining 98% output quality.
ai-agentsproduction-aievaluation
Nothing matches those filters.