{
  "schema_version": "newruntime-agent-readable-v0.1",
  "type": "raw_signal",
  "id": "tg-2476",
  "slug": "fapo-optimizes-the-whole-llm-pipeline-not-only-the-prompt",
  "title": "FAPO Optimizes the Whole LLM Pipeline, Not Only the Prompt",
  "description": "Cisco's optimizer searches over components and control flow, treating the application graph as the unit of improvement.",
  "observed_at": "2026-06-22",
  "why_it_matters": "This dated record adds public evidence to the skills become portable capability layer, 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": 2476,
  "telegram_url": "https://t.me/qwgai/2476",
  "topics": [
    "pipeline-optimization",
    "agent-evals",
    "prompts"
  ],
  "entities": [],
  "related_patterns": [
    "skills-become-portable-capability-layer",
    "verification-bandwidth-is-the-scarce-resource"
  ],
  "source_urls": [
    "https://github.com/cisco-foundation-ai/fully-automated-prompt-optimization"
  ],
  "import_batch": "telegram-2026-07-17-plus-2026-07-20-v2",
  "routes": {
    "html": "https://newruntime.com/signals/fapo-optimizes-the-whole-llm-pipeline-not-only-the-prompt/",
    "markdown": "https://newruntime.com/signals/fapo-optimizes-the-whole-llm-pipeline-not-only-the-prompt.md",
    "json": "https://newruntime.com/signals/fapo-optimizes-the-whole-llm-pipeline-not-only-the-prompt.json"
  },
  "source_format": "telegram-export-normalized-json"
}