diff --git a/README.md b/README.md index 8e1ff2c..fac0c28 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,8 @@ **A self-optimizing agentic runtime for small language models** +> ren minimizes LLM calls by learning from its own successful executions, converting repeated tasks into deterministic, zero-inference scripts. So the small model is only invoked for genuinely novel work. + ## 1. Vision @@ -11,10 +13,6 @@ Every existing agentic coding tool — Claude Code, Hermes, Cursor, etc. — is The core insight: **most of the cost in agentic systems isn't the task, it's re-deciding how to do the task every single time.** A model doesn't need to reason from scratch about "how do I check if a URL is reachable" every time a user asks — it needs to reason about it *once*, then remember. -### The one-sentence pitch - -> ren minimizes LLM calls by learning from its own successful executions, converting repeated tasks into deterministic, zero-inference scripts — so the small model is only invoked for genuinely novel work. - ## 2. The Problem