Heavybit Skill
AI Product Operations
The emerging operational discipline for AI in production. Covers the guardrails, metrics, and team structures that differ from classic software: reasoning systems, evaluation frameworks, prompt engineering workflows, and scaling AI products reliably. Drawn from practitioners at Smol AI, Humanloop, Remyx AI, and others.
Built from what these operators shared
AI Product Operations
Built from twelve library resources
What a skill is
A skill is a set of working instructions your agent loads when you need it, built from the strategies operators shared in the Heavybit Library. It guides the work and you still do it. Heavybit reads and approves every skill before it ships, and keeps updating skills as new content enters the Library. Skills are plain text, so you or your agent can read any skill in full before acting on it. Your agent decides how to apply a skill, so check its work; if a skill gets something wrong, ask your agent to report it or email platform@heavybit.com.
Connect your agent
- Add the endpoint below to your harness: Claude Code, Codex, Claude, Cursor, ChatGPT, or another that supports MCP.
- Sign in to your Heavybit account with Google or GitHub when your agent asks. It's free, and your first sign-in creates the account.
- Tell your agent what you're working on. It finds the right skill, or you can ask for one by name.
MCP endpointhttps://crucible.heavybit.com/mcp
Built from the Heavybit Library
The operators behind this skill shared what they know in these talks, podcasts, and articles. Every one is free in the Heavybit Library.
- Podcast
Intelligence on Tap with Shawn "swyx" Wang
AUG 22, 2024With Shawn (Swyx) Wang
In episode 18 of Generationship, Rachel Chalmers sits down with Shawn "swyx" Wang to delve into AI Engineering. Shawn shares his journey from popularizing the term "AI Engineer" to navigating the rapid advancements in AI technology. Together, they explore the…
Generationship · Ep. 18
Intelligence on Tap with Shawn "swyx" Wang
Listen36 MIN
- Podcast
ExperimentOps with Salma Mayorquin of Remyx AI
JUL 24, 2025With Salma Mayorquin
In episode 40 of Generationship, Salma Mayorquin of Remyx AI unpacks the shift from traditional MLOps to ExperimentOps—a framework for scaling insight in modern AI development. With stories from Netflix, Yelp, and Stripe, she explains how teams are bringing…
Generationship · Ep. 40
ExperimentOps with Salma Mayorquin of Remyx AI
Listen25 MIN
- Podcast
Continuous AI with Chad Metcalf of Continue
SEP 10, 2025With Chad Metcalf
In episode 21 of Open Source Ready, Brian and John sit down with Chad Metcalf, CEO of Continue, to explore the rise of continuous AI. Chad shares his journey from early embedded systems and platform engineering to leading an open-source-focused company…
Open Source Ready · Ep. 21
Continuous AI with Chad Metcalf of Continue
Listen56 MIN