docs: rebuild KB in OKF v0.1 with live-verified facts

Copy of the legacy ~/.pi/agent/docs tree rebuilt as the command-center
knowledge base: concept files promoted to path identity, index listings
stripped of frontmatter, all wikilinks/relative links resolved, every
checkable claim verified against the live fleet (Dankserver = Ryzen 7
7700X + RTX 3090; Strix Halo is Dankclaw), unverifiable claims tagged.
kb-lint exits 0.

omp-docs/agentic-web-research/index.md

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+# Agentic Web Research
+
+Agentic web research means that an AI drives the search loop. The agent formulates queries, reads results, decides what to read next, and writes a synthesis. It works best when search, extraction, and reasoning each run in the right place.
+
+> **Your setup:** Pi Web Access calls SearXNG at `192.168.0.143:8081` (dankclaw) and serves models through llama.cpp at `192.168.0.235:7770`, `192.168.0.143:7770`, and `localhost:8080`. The pages below assume that topology.
+
+This section connects four decisions:
+
+1. **Search backend** — make a self-hosted [SearXNG](searxng-tuning.md) instance fast and private.
+2. **Network path** — send only SearXNG traffic through a [VPN](vpn-routing.md) and leave the rest alone.
+3. **Agent loop** — apply [agentic search best practices](agentic-search-best-practices.md) and [research effectiveness](research-effectiveness.md) so the loop ends, not spins.
+4. **Model choice** — pick a self-hostable [open model](open-models.md) strong enough for tool use and [web agents](self-hosted-web-agents.md).
+
+## Quick Map
+
+```mermaid
+graph LR
+    A[User Question] --> B[Agent + Open Model]
+    B --> C[SearXNG Search]
+    C -->|VPN only here| D[Upstream Engines]
+    B --> E[Extraction: Crawl4AI / fetch]
+    B --> F[Synthesis + Citations]
+    E --> F
+```
+
+## Pages
+
+- [Self-Hosted Web Agents](self-hosted-web-agents.md) — Tools and architectures for an agent that drives a browser.
+- [SearXNG Tuning](searxng-tuning.md) — Configuration for speed, privacy, and useful results.
+- [VPN Routing for SearXNG](vpn-routing.md) — Route only the SearXNG outbound path through a VPN.
+- [Agentic Search Best Practices](agentic-search-best-practices.md) — Query, extract, validate, and retry well.
+- [Open Models for Web Use](open-models.md) — Self-hostable models strong at tool and API calling.
+- [Research Effectiveness](research-effectiveness.md) — Multi-step, credibility-scored research loops.
+- [Model Context Protocol](mcp.md) — The standard that connects the agent to tools.
+
+## Sources
+
+Authoritative references are cited per page under `# Citations`.
+