Ask the site
Use plain language. Examples: “How do I assess mining carbon?”, “What do I have on Guyana investment?”, or “Help me prepare for a government meeting.”
Intent: waiting for your query
Semantic mode loads a small embedding model only when you select it.
Source-bounded local answer
This mode uses WebGPU and WebLLM to run a small language model inside your browser. The first run downloads model files. The answer is grounded only in site sources selected by the Smart Guide.
Nothing downloads until you select the button.
How the smart layer works
The worker maps your query and current page to themes such as mining, energy, water, government, ESG, community, executive leadership and research.
MiniSearch ranks the public index locally. A Web Worker keeps heavier processing off the page thread.
IndexedDB stores a short history on this device so the site can recommend a more relevant next resource. No page history is sent to the server by this feature.
Recent local learning
Loading local history…
Open-source components reviewed
The smart layer uses locally vendored, audited browser libraries from GitHub: MiniSearch for full-text retrieval, Comlink for Web Worker communication, and idb-keyval for local IndexedDB memory. Optional AI modes load Hugging Face Transformers.js or MLC WebLLM only after a user selects them.