Remy Traphagan

If you use AI dev tools daily, you ve probably felt this:

You start a new session and immediately have to re-explain:

• what the project is

• what you already tried

• why certain decisions exist

• what not to repeat

Not because the AI is bad.
Because the workflow forgets.

We're looking for early users willing to test Polyvia and
give feedback. Ideal if you're:
- Building AI agents or multimodal workflows
- Working with documents heavy on charts, diagrams,
infographics
- Frustrated with RAG missing visual data What you get: Early access to Polyvia API + MCP Server Direct line to the founders for support Input on what we build next Interested? Sign up here: https://polyvia.ai/#access Or drop a comment happy to answer any questions first!

Hi community!

At Jots we believe that reflection should be a core engineering skill, especially in this age of AI.

So we built a Reflection Skills MCP and made it open-source.
It is a protocol server that exposes: