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Engineers: 5 Audit Ready Controls for Compliance Friendly Scraping
Developer runbook for compliance friendly scraping. Produce audit ready records, typed failures, PII controls, monitoring, and workspace spending caps.
Decouple Fetching and Failures: LlamaIndex Web Scraping for Developers
Developer playbook to integrate LlamaIndex web scraping. Decouple fetch, index, and query pipelines, surface typed failures, and control scraping costs.
Save 5–8× Tokens: Engineers' Rules for HTML, Markdown, and SOM (LLMs)
Engineers: choose HTML, Markdown, or SOM for LLMs. Learn when Markdown saves 5–8× tokens, when HTML aids review, and when SOM is required.
Fix 10–15 Links First: Typed Link Graph Mapping for Devs
Engineer reproducible site audits with link graph mapping. Learn metrics, visualization, and how typed APIs plus explicit failure modes enable...
Developers: Ethical Web Scraping With Rate Limits, Schema, and PII Controls
Developer playbook for ethical web scraping. Use API first checks, enforce rate limits and schema validation, detect PII, and consider managed web data...
Stop Representation Pollution: Structure Aware LangChain Web Scraping
RAG first LangChain web scraping that avoids representation pollution, uses 500–900 token structure aware chunks, and applies tiered extraction with cost...
Engineers: Deploy 512 Token RAG Chunking in a Two Week Pilot
Engineer-ready defaults for chunking pages in RAG: start with 512 token chunks and 10–20% overlap, validate with a 30–100 query eval set, and fix parsing...
28,120× Speed Gap: Regex vs LLM and a Routing First Playbook for Developers
Playbook for developers: when to run regex, when to call an LLM, and how routing first pipelines cut latency, maintenance, and costs.
Ship Verifiable Source Citations for AI: 4 Stages for Developers
Developer-first guide to emit verifiable, machine-readable AI citations. Maps MCP, PROV-AGENT, and ProvenanceGuard into a 4-stage checklist and manifest...