3 posts tagged with "open-source"

I have a complicated relationship with project management tools. I need them — no team ships anything of size without one — but most of them have a way of quietly becoming the work instead of tracking it. You start with a simple board and six months later you're maintaining custom fields, automation rules, and three kinds of "status" that nobody fully understands. So when I came across Kaneo, an open-source project management tool whose entire pitch is "all you need, nothing you don't," it earned a closer look.

Here's my honest take on what Kaneo is, what it does well, and where it falls short.

Most of the "agentic AI" I've shipped so far has one uncomfortable dependency baked in: a network call to somebody else's cloud. Every tool call, every reasoning step, every retry — all of it round-trips to an API. So when Meta dropped Muse Glimmer this week, a 30-billion-parameter agentic model that runs locally on a single GPU under an Apache 2.0 license, it caught my attention for reasons that have nothing to do with benchmark charts.

Let me walk through what it is, how they pulled it off, and where I think it actually fits.

Every dApp I've ever worked on eventually hits the same wall: reading data back out of the blockchain. Writing to a contract is the easy, glamorous part. Then someone asks for a page that shows "all the user's past transactions, sorted by date, with token metadata," and you remember that the chain is a terrible database. You can't just SELECT * FROM transfers. You have to index — replay events, shape them into tables, and keep them in sync as new blocks arrive. For years the default answer to that was a subgraph on The Graph. Ponder is a bet that there's a much nicer way to do it, and after spending time with it, I think the bet mostly pays off.