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shellm — framework — Clarity Today

framework

shellm

Headlong component that asks a language model to produce reasoning, Bash commands or both, executes the commands and continues until the model sets a FINAL environment variable; design draws on recursive language model work.

Current clusters

build1 distinct publisher

Laude and MIT put persistent agency in 9,900 lines of Bash, and the bill arrives with it

Headlong is Apache-2.0, so a team can read the loop before running it. What nobody can read is a benchmark, and the shared thought stream is also the privacy problem.

Publishers:runtimewire.com

Reality

Evidence34
Adoption16
Hype gap+22
Incentives66

Confidence42