# GLM Agent Research Round — 2026-05-02

## Purpose

Use GLM as an additional research/review lane for AgentPress while human/Broker agents continue in the background.

## GLM status

- Router best path: `primary_4g_tunnel_8000`
- Chat URL: `http://127.0.0.1:18000/v1/chat/completions`
- Smoke result: `GLM_OK`

## Artifacts produced

- `/Volumes/X10/clawd/shared/status/glm_agents/glm_korea_cli_builder_20260502_220516.md`
- `/Volumes/X10/clawd/shared/status/glm_agents/glm_korea_agent_usability_qa_20260502_220516.md`
- `/Volumes/X10/clawd/shared/status/glm_agents/glm_korea_content_factory_20260502_220516.md`
- `/Volumes/X10/clawd/shared/status/glm_agents/glm_ops_orchestrator_20260502_220634.md`
- `/Volumes/X10/clawd/shared/status/glm_agents/glm_nexio_ledger_funding_reviewer_20260502_220637.md`
- `/Volumes/X10/clawd/shared/status/glm_agents/glm_nexio_auth_api_executor_20260502_220637.md`

## Accepted AgentPress findings

1. Agents need schema discovery and machine-verifiable article records.
2. Article database indexes should be regenerated by CLI, not manually curated.
3. Validation should fail if article cards/indexes are missing or stale.
4. Product-facing files need a positioning guard so the site does not drift back to legacy corpus language.
5. Future content candidates should be article records with task cards, source maps, freshness, allowed actions, and evals.

## Shipped from this round

- `agentpress/schemas/article-card.schema.json`
- `agentpress/schemas/article-index.schema.json`
- `python3 scripts/agentpress.py index-articles`
- stricter `scripts/validate_agentpress_assets.py` article database checks
- `scripts/check_agentpress_positioning.py`
- updated `agentpress/articles/*` indexes

## Rejected / deferred GLM output

Some GLM output described missing CLI commands that already existed (`audit`, `score`, `build`). Those were treated as stale context, not accepted work.

Nexio GLM outputs were generated for the separate 225-test effort and should be merged into Nexio evidence boards, not this AgentPress repo.

## Active human-agent fanout

`fanout-20260502-215143-286a18` remains pending for Aria/Morgan as of this round. Follow-up collection is scheduled separately. Do not block direct AgentPress shipping on that fanout.