
Decoding the new AI lingo: Loops, harnesses, squads, hill climbing… oh my!
The article provides a guide to emerging AI vocabulary in software development, explaining terms related to agent workflows and model types.
Why it matters
Understanding these terms helps developers navigate new AI-driven workflows and choose the right model accessibility for their needs.
The details
Squads are role-specific agent groups, while fleets refer to agents working in parallel. Hill climbing is the process of using evaluations and feedback to refine agents. Forward deployed engineers are customer-facing roles that help integrate AI tools into existing systems. Ralph loops use plan-act-check cycles until a task is finished, though they can be compute-intensive.
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Key connections
Cassidy Williams is related to GitHub Podcast
talked through some of the AI terms
Marlene Mhangami is related to GitHub Podcast
talked through some of the AI terms
loop engineering is related to Observability
A well-designed loop adds primitives like skills, observability
Ralph loops is related to loop engineering
A Ralph loop is one implementation of this “loop” concept
harness engineering is related to AI
designing and improving that system that surrounds the models
hill climbing is related to harness engineering
process of improving agents and harnesses over time
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