Update Benchmark tab with live 'Run Benchmark Now' that calls API and populates real data"

Wire UniversalLLM into layers __init__ + add benchmark API endpoint for live runs

Add benchmark API route for live benchmark runs from dashboard

Add comprehensive unit tests for core functions

Add Dockerfile for one-command deployment

Add provider selector to LiveCompare + fix UI to support all 12 providers

Massive README update with 12 LLM providers, OpenClaw integration, Ollama support, full architecture docs

Update .env.example with all 12 LLM providers + Ollama + TigerGraph

Add Python universal LLM layer with LiteLLM supporting 12 providers + Ollama

Add multi-provider compare API route + providers listing endpoint

Add providers listing API endpoint

Add graph_query skill script

Add cost_estimate and explore_graph skill scripts

Add compare_pipelines skill script

Add compare_pipelines skill

Add cost_estimate and benchmark OpenClaw skills

Add OpenClaw Skills: graph_query, compare_pipelines, extract_entities, benchmark, cost_estimate, explore_graph"

Add OpenClaw MEMORY.md

Add OpenClaw IDENTITY.md

Add OpenClaw SOUL.md agent identity"

Add universal LLM provider layer supporting 12 providers including Ollama

Update README with Next.js web app, Claude integration, and fused design system docs

Add web .env.example and web README

Add Claude-powered compare API route with dual-pipeline orchestration

Add Footer component with TigerGraph\u00d7Claude branding

Add Tab 4: Graph Explorer with interactive SVG knowledge graph visualization

Add Tab 3: Cost Analysis with cumulative cost chart and projections

Add Tab 2: Benchmark with radar chart and data table

Add Tab 1: Live Query Comparison with side-by-side pipeline display

Add DashboardTabs controller + 4 tab panels

Add Hero section with editorial serif display and architecture diagram

Add Navbar component with TigerGraph\u00d7Claude branding

Add main page with hero, navbar, and tab controller

Add root layout with font loading and metadata

Add global CSS with TigerGraph\u00d7Claude fused design system

Add fused TigerGraph\u00d7Claude design tokens

Add postcss config

Add next.config.ts

Add Next.js + TypeScript + Tailwind config files

Add Next.js project scaffold with TigerGraph×Claude design system

Add comprehensive README with architecture, novelties, benchmarks, and setup guide

Add 4-tab Gradio Dashboard (Live Comparison, Batch Benchmark, Cost Analysis, Graph Explorer)

Add main entry point (CLI: dashboard, benchmark, ingest, demo)

Add TigerGraph setup script

Add requirements.txt

Add .env.example

Add ingestion pipeline

Add benchmark runner

Add Layer 2: Inference Orchestration (dual pipeline, adaptive routing, comparison)

Add Layer 4: Evaluation Layer (RAGAS + custom F1/EM metrics + benchmarking)