We are excited to announce we are partnering deeply with Muse to enable agentic checkout with Shop Pay on all Shopify stores, offering people an easy and delightful way to shop and check out with Muse.
MCP vs CLI for LLMs is the wrong discussion. People are debating at the wrong layer.
Both work incredibly well as long as they are run through a repl like environment that can persist state. The funny thing about CLI is that CLI tools are usually accessed through BASH which happens to be a repl with persistent state (the file system), therefore cli works much better than mcp. But this isn't even close to being an intrinsic property of MCP. Just means that we need better harnesses.
Right now the best repl for this are:
- bash + fs
- jupyter kernels
- codemode type repls, usually quickjs
LLMs understand the concept of forward evolving a system to solve a need very well. This comes from the agentic RL. They understand how to change the state of a codebase or acquire data from databases and then operate on it similarly to humans. But without an execution environment, they actually cannot do this properly.
My bet? Sometime soon someone will (or has already?) create a embeddable, sqlite style mini execution environment that parses bash, typescript, or tool calls into a common IL execution plan that's easy to security check before executing. And design this specifically for durable execution environments. Then we will just connect cli, mcp, webmcp, whatever to that and it accepts any of the input modalities as they can all be represented as each other.
Our house in Toronto had this fancy glassed wine cellar, but we are not big wine drinkers.
Anyways, it had good climate control so here is my rack cellar.
By far the best strategy for Canada is, and has always been to win by helping America win.
The best way is to be strong, sovereign, hard-working and deeply competent. Ideally with an uncanny ability to start ambitious infrastructure projects and finish them on budget and on time. Shout-out to our nuclear energy sector for nailing that.
Do that and every other problem melts away. Europe, and everyone else, will be happy trading partners.
You should play another game of neohack at
Plus, after you inevitably die horribly, you now get an AI short story of your adventure and a replay to revisit for prosperity!
i'm putting final touches on a new @senpi_ai Signals skill:
spots market divergence by smart money before the price moves
live example right now on $SOL on Hyperliquid 🌁