{
  "schema_version": "newruntime-agent-readable-v0.1",
  "type": "trend_pattern",
  "slug": "verification-bandwidth-is-the-scarce-resource",
  "title": "Verification bandwidth is the scarce engineering resource",
  "description": "As coding agents accelerate implementation, specifications, review judgment, evaluation coverage, and release accountability become the binding constraints.",
  "thesis": "The primary bottleneck in agentic software delivery is moving from code production to the human and machine capacity required to verify it.",
  "status": "published",
  "confidence": "high",
  "first_seen": "2026-06-23",
  "last_verified": "2026-07-16",
  "supporting_signals": [
    "tg-2709",
    "tg-2672",
    "tg-2668",
    "tg-2588",
    "tg-2503"
  ],
  "related_posts": [
    "ai-coding-workflow-verifiable-work",
    "senior-engineers-read-large-codebases"
  ],
  "counter_evidence": [
    "For small, low-risk, well-tested changes, generation and automated checks can still remove most of the human review burden.",
    "Better models may reduce defect rates enough that review effort falls even while generated code volume grows."
  ],
  "revision_trigger": "Revise the thesis if organizations sustain higher agent-generated change volume without increasing review queues, rollback rates, escaped defects, or evaluation investment.",
  "topics": [
    "coding-agents",
    "evals",
    "engineering-management"
  ],
  "source_urls": [
    "https://addyo.substack.com/p/own-the-outer-loop",
    "https://databricks.com/blog/benchmarking-coding-agents-databricks-multi-million-line-codebase",
    "https://hamel.dev/blog/posts/eval-smell",
    "https://addyosmani.com/blog/new-sdlc-vibe-coding",
    "https://anthropic.com/research/AI-assistance-coding-skills"
  ],
  "routes": {
    "html": "https://newruntime.com/patterns/verification-bandwidth-is-the-scarce-resource/",
    "markdown": "https://newruntime.com/patterns/verification-bandwidth-is-the-scarce-resource.md",
    "json": "https://newruntime.com/patterns/verification-bandwidth-is-the-scarce-resource.json"
  },
  "source_format": "markdown"
}