CASE STUDY

JASPER FINANCE

Redefining financial research with autonomous AI agents and deterministic validation workflows.

PROJECT OVERVIEW

Jasper is an intelligent CLI tool that revolutionizes software development planning. It analyzes your entire codebase, understands project architecture, and generates detailed implementation plans using advanced AI models via OpenRouter.

Features include automatic framework detection, security audits (OWASP Top 10), real-time web search integration with Exa AI, and Model Context Protocol (MCP) for accessing up-to-date library documentation.

Jasper Detail

TECHNICAL CHALLENGES

01

PLANNING ENGINE

Building an intelligent todo management system that ensures all analysis tasks complete before providing responses.

02

CONTEXT WINDOW

Implementing dynamic context window optimization for different AI models ranging from 100K to 2M+ tokens.

03

TOOL INTEGRATION

Integrating multiple AI tool calling systems with real-time feedback and state management.

04

TERMINAL UI

Creating a professional terminal UI with live progress updates using the Rich library for interactive research.