Stop Feeding Documents to AI: Move to AI-Optimized Knowledge Assets - RipPDF
- Route: `/blog/stop-feeding-documents-to-ai-move-to-knowledge-assets`
- URL: https://rippdf.com/blog/stop-feeding-documents-to-ai-move-to-knowledge-assets
- Source file: `src/pages/blog/StopFeedingDocumentsToAI.jsx`
Page Summary
Replace raw document retrieval with Knowledge Asset Management to improve citation trust, update speed, and per-answer run cost.
Key Headings
- H1: Stop Feeding Documents to AI
- H2: Executive takeaway
- H2: By the numbers: why this matters now
- H2: The four failure modes that break document-heavy AI
- H3: 1) Wrong document retrieved
- H3: 2) Right document, wrong chunk
- H3: 3) Missing applicability context in answer path
- H3: 4) Long-context instability
- H2: The KAM operating shift: context engineering starts before prompts
- H2: Three complementary asset flavors
- H3: PDF + Sidecar
- H3: Markdown files
- H3: Markdown Data Packs
- H2: Five required capabilities to make KAM work
- H2: What good looks like: measure trust and efficiency together
- H2: Start this with a 30-day pilot, not a platform rewrite
- H3: Day 1 to 3: pick one high-risk corpus
- H3: Week 1: define the minimum context contract
Canonical References
- https://rippdf.com/ai/blog.md