{
  "schema_version": "newruntime-agent-readable-v0.1",
  "type": "raw_signal",
  "id": "tg-2509",
  "slug": "domain-expertise-becomes-an-interface-to-coding-agents",
  "title": "Domain Expertise Becomes an Interface to Coding Agents",
  "description": "Anthropic's field evidence suggests experienced engineers gain leverage by directing and checking agents rather than typing every implementation step.",
  "observed_at": "2026-06-23",
  "why_it_matters": "This dated record adds public evidence to the ai native orgs move to review and orchestration, verification bandwidth is the scarce resource analysis and keeps the claim auditable as the underlying products and practices change.",
  "novelty": "notable",
  "verification_level": "source-linked",
  "signal_type": "research",
  "evidence_kind": "primary-source",
  "status": "published",
  "telegram_message_id": 2509,
  "telegram_url": "https://t.me/qwgai/2509",
  "topics": [
    "expertise",
    "coding-agents",
    "engineering-work"
  ],
  "entities": [],
  "related_patterns": [
    "ai-native-orgs-move-to-review-and-orchestration",
    "verification-bandwidth-is-the-scarce-resource"
  ],
  "source_urls": [
    "https://anthropic.com/research/claude-code-expertise"
  ],
  "import_batch": "telegram-2026-07-17-plus-2026-07-20-v2",
  "routes": {
    "html": "https://newruntime.com/signals/domain-expertise-becomes-an-interface-to-coding-agents/",
    "markdown": "https://newruntime.com/signals/domain-expertise-becomes-an-interface-to-coding-agents.md",
    "json": "https://newruntime.com/signals/domain-expertise-becomes-an-interface-to-coding-agents.json"
  },
  "source_format": "telegram-export-normalized-json"
}