---
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"
---

# FAPO Optimizes the Whole LLM Pipeline, Not Only the Prompt

## Observation

Cisco's optimizer searches over components and control flow, treating the application graph as the unit of improvement.

## 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.

## Provenance

Normalized from QWG AI Telegram message 2476. The original Russian-language record remains available at https://t.me/qwgai/2476.