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chays.ai
AI / Machine Learningactive

chays.ai

AI-powered CTO automation platform with persistent memory agents that learn and adapt across projects. Intelligent assistants for code review, architecture decisions, technical strategy, and engineering workflows.

Tech Stack

Python
TypeScript
OpenAI API
Letta
PostgreSQL
MCP

The Challenge

As a fractional CTO working across multiple companies simultaneously, maintaining consistent context, decision patterns, and quality standards across projects is a significant challenge. Traditional project management and documentation tools don't learn from past architectural decisions, can't adapt to project-specific coding patterns, and require manual effort to keep synchronized. Every new engagement starts from zero — losing the compounding value of cross-project experience.

The Approach

Built chays.ai as a suite of specialized AI agents with persistent memory that learn and evolve across every project engagement. Using a tiered memory architecture — core memory for essential context, archival memory for long-term patterns, and recall memory for recent interactions — each agent retains technical context, coding standards, architecture decisions, and project history. Specialized agents handle different CTO functions: code review with project-aware standards, architecture guidance informed by past decisions, automated documentation that understands codebase evolution, and strategic technical advisory that draws on cross-project pattern recognition.

The Results

The platform's memory agents maintain context across thousands of interactions and continuously improve their recommendations based on accumulated project experience. chays.ai accelerates technical decision-making across multiple concurrent CTO engagements, ensures consistent engineering standards, and captures institutional knowledge that would otherwise be lost between sessions. The agents effectively compound the value of every project — each new engagement benefits from patterns learned across all previous work.

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