iiinova — where your digital self keeps evolving

one more thing some people think this is how you keep score (?) it's not why we're building this, but definitely a morale boost and a reminder for all of us that great things take time

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ofc folks also found the parts that didn't work quite right unclear docs, meh apis, weird ui artifacts our linear project is full of papercuts so this sprint we're sanding all the rough edges

the first thing we saw was lots of excited devs people loved mastra's agent playground, the workflow api, the dev environment

Sam Bhagwat @calcsam.bsky.social · 14/02/2025

still catching our breath from last week here's what we learned when our typescript agent builder went viral

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As an example, our workflow graph API has three main methods, .step() for branching, .then() for chaining, and .after() for merging. Every time we show it to someone building with AI, they immediately nod along. The control flow is apparent and intuitive.

Sam Bhagwat @calcsam.bsky.social · 31/01/2025

huge step forward today for @mastra_ai with a new storage layer you can persist agent messages. conversation history. tool calls. when you suspend a workflow, it persists that state too all using libsql so no local docker setup

It passes the data into another agent that validates it and formats it for the user, again using a Zod schema:

In order to get the agent to perform well, we needed to write rather exhaustive instructions:

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Tools take in defined input schemas using Zod and can call external APIs while maintaining strict typing.

The first agent has detailed instructions and access to a set of tools. It generates a set of possibilities using tools provided and ranks them according to the user's preferences. It can call the tools in whatever order it needs.

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so everyone wants to plan their next trip with an (AI) agent now with @mastra_ai you can we just built a Travel AI that does everything a good travel agent should. input: budget and preferences. output: flights, accommodations, itinerary options how we did it: