Personal lexicon · research preview

Impersonation

A lightweight copy of how you see language: map life-category word associations, train a private model, expand it across the English dictionary, then chat with an assistant that replies using only your personal lexicon.

Request a test passkey
Personal lexicon concept: word associations forming a neural network, dictionary vectors, and temperature-zero RAG chat
Your anchors → trained model → full dictionary → lexicon-only replies

How Impersonation works

Train on your associations only. Expand to the rest of the dictionary in the background. Chat with strict retrieval — no free-form guessing.

Three-step flow: train personal associations, expand dictionary, chat from your lexicon only

1 · Association wizard

Ten life-category anchors (home, work, love, time…). You add the words that feel connected to you — that graph trains the model.

2 · Model + dictionary expansion

When quality thresholds are met, a background job maps the full English dictionary to your personal word network.

3 · Lexicon-only chat

Questions retrieve words from your profile only. Replies compose from that vocabulary — a lightweight copy of how you see language.

Request access to test Impersonation

Impersonation is available by invitation while we refine the research preview. Email us and we will send you a passkey to enter the workspace.

  • Personal lexicon profiles tagged with your name
  • Train, validate, and run dictionary inference
  • Chat with your own temperature-zero RAG knowledge base

Email Insight IT Solutions

info@insightits.com

Include your name and organization. We reply with a passkey and quick-start steps.