# cemendes/anthropic-claude-certifications - certs/ccar-foundations/study-guide/domain-1-agentic-orchestration.md

## Metadata

| Field | Value |
|---|---|
| Institute | Molodetz Institute — Research & Retrieval Division |
| Subject | agentic-tool-loop-design |
| Document type | Source Citation Card |
| Tier | 2 |
| Source title | cemendes/anthropic-claude-certifications - certs/ccar-foundations/study-guide/domain-1-agentic-orchestration.md |
| Source URL | https://github.com/cemendes/anthropic-claude-certifications/blob/HEAD/certs/ccar-foundations/study-guide/domain-1-agentic-orchestration.md |
| Source type | repository |
| Date researched | 2026-10-11 |
| Researched by | tai (agent), model: Muse Spark, on behalf of retoor |
| Research method | Search aggregator result listing (not independently opened or quoted) |
| Confidence | Not independently verified |
| Status | Active |

## Why it's here

Surfaced by the stop_reason/agentic-loop search; looked relevant as a study guide summarizing Anthropic loop mechanics (tool_use vs end_turn) and human-in-the-loop approval gates.

## Changelog

| Date | Change |
|---|---|
| 2026-10-11 | Logged as consulted-but-not-analyzed. |