{
  "schema_version": "newruntime-agent-readable-v0.1",
  "type": "raw_signal",
  "id": "tg-2659",
  "slug": "codex-can-be-embedded-in-shell-pipelines",
  "title": "Codex Can Be Embedded in Shell Pipelines",
  "description": "Non-interactive mode turns a coding agent into a composable command that can receive files, emit artifacts, and participate in automation.",
  "observed_at": "2026-07-10",
  "why_it_matters": "This dated record adds public evidence to the agent ready software exposes capabilities, goal scoped loops replace manual continuation analysis and keeps the claim auditable as the underlying products and practices change.",
  "novelty": "notable",
  "verification_level": "source-linked",
  "signal_type": "release",
  "evidence_kind": "primary-source",
  "status": "published",
  "telegram_message_id": 2659,
  "telegram_url": "https://t.me/qwgai/2659",
  "topics": [
    "codex",
    "cli",
    "automation"
  ],
  "entities": [],
  "related_patterns": [
    "agent-ready-software-exposes-capabilities",
    "goal-scoped-loops-replace-manual-continuation"
  ],
  "source_urls": [
    "https://learn.chatgpt.com/docs/non-interactive-mode",
    "https://chatgpt.com/codex/install.sh"
  ],
  "import_batch": "telegram-2026-07-17-plus-2026-07-20-v2",
  "routes": {
    "html": "https://newruntime.com/signals/codex-can-be-embedded-in-shell-pipelines/",
    "markdown": "https://newruntime.com/signals/codex-can-be-embedded-in-shell-pipelines.md",
    "json": "https://newruntime.com/signals/codex-can-be-embedded-in-shell-pipelines.json"
  },
  "source_format": "telegram-export-normalized-json"
}