---
schema_version: "newruntime-agent-readable-v0.1"
type: "raw_signal"
id: "tg-2628"
slug: "continuous-evals-for-multi-agent-systems"
title: "Multi-agent systems need continuous eval pipelines"
description: "A Google workflow evaluates not only the final answer but also routing, delegation, tool calls, and the trajectory between agents."
observed_at: "2026-07-07"
why_it_matters: "A system can produce an acceptable answer through a brittle or unsafe path, so production evaluation has to inspect intermediate coordination behavior."
novelty: "notable"
verification_level: "source-linked"
signal_type: "field-report"
evidence_kind: "mixed"
status: "published"
telegram_message_id: 2628
telegram_url: "https://t.me/qwgai/2628"
topics: ["multi-agent","evals","observability"]
entities: ["Google","Gemini"]
related_patterns: []
source_urls: ["https://youtube.com/watch?v=WRU7-4bpZkg"]
import_batch: "telegram-2026-07-17-v1"
routes: {"html":"https://newruntime.com/signals/continuous-evals-for-multi-agent-systems/","markdown":"https://newruntime.com/signals/continuous-evals-for-multi-agent-systems.md","json":"https://newruntime.com/signals/continuous-evals-for-multi-agent-systems.json"}
source_format: "telegram-export-normalized-json"
---

# Multi-agent systems need continuous eval pipelines

## Observation

A Google workflow evaluates not only the final answer but also routing, delegation, tool calls, and the trajectory between agents.

## Why it matters

A system can produce an acceptable answer through a brittle or unsafe path, so production evaluation has to inspect intermediate coordination behavior.

## Provenance

Normalized from QWG AI Telegram message 2628. The original Russian-language record remains available at https://t.me/qwgai/2628.