← Back to portfolioHalimaBot · Intent-based conversational support

Node.js · Express · MySQL · Intent NLP

Structured conversational support without unpredictable inference costs.

HalimaBot routes user messages through an extensible intent corpus for journaling, affirmations, dream reflection, and goal-setting while preserving conversation history in MySQL.

LLM spend$0

ResponsesDeterministic

StorageMySQL

Conversation system

Intent Router

Pattern matching directs messages to focused response families with predictable behavior.

Growth Workflows

Goal prompts and reflection paths help users turn broad thoughts into small next actions.

Persistent Context

Conversation records support longitudinal journaling and returning-user experiences.

Why this architecture

Predictable responses for sensitive support contexts.
No token costs or model availability dependency.
Auditable intent and response configuration.
Simple Express API integration across clients.