EL-008Agentic Marketing Systems · Part 3 of 5Working draft
Eval gates: shipping agent output without babysitting it
Most teams review every agent output by hand, which caps throughput at human speed.
- Paper
- EL-008
- Version
- v0.4
- Status
- Draft
- Published
- Sep 30, 2026
- Updated
- Oct 9, 2026
- Reading
- 1 min
This paper is a working draft. Sections may change, and feedback goes straight into the next version.
Abstract
Most teams review every agent output by hand, which caps throughput at human speed. This paper proposes eval gates: rubric-scored checkpoints that decide whether an artifact advances, revises, or escalates — and shows how to calibrate them against human judgement.
EvalsAgents
Cite this paper
@misc{lovett2026008,
title = {Eval gates: shipping agent output without babysitting it},
author = {Edwin Lovett},
year = {2026},
note = {EL-008, v0.4},
howpublished = {\url{https://edwinlovett.com/writing/el-008/}}
}Spotted a gap, or disagree? Open a discussion or send a pull request.
content/papers/el-008-eval-gates.md
---
id: EL-008
title: "Eval gates: shipping agent output without babysitting it"
status: draft
version: v0.4
series: ams
part: 3
tags: [Evals, Agents]
published: 2026-09-30
updated: 2026-10-09
concepts: [eval-gate, agent-loop, brand-voice-eval, escalation-path]
abstract: >-
Most teams review every agent output by hand, which caps throughput at human speed. This paper proposes eval gates: rubric-scored checkpoints that decide whether an artifact advances, revises, or escalates — and shows how to calibrate them against human judgement.
---