Inspiration
What it does
How we built it
Challenges we ran into
Accomplishments that we're proud of
What we learned
What's next for Hercules AI
💡 Inspiration
Modern tech infrastructure can experience unexpected errors, server downtimes, and complex software incidents at any time. Traditional monitoring tools alert the team, but standard chat-only AI tools just give generic advice. We wanted to build something faster, smarter, and action-oriented—an AI agent that doesn't just talk about the problem, but accurately diagnoses the root cause and provides direct, step-by-step technical execution to resolve system failures instantly. This inspired us to build Hercules AI - The Incident Resolver.
⚙️ What it does
Hercules AI is an advanced, production-ready AI incident management agent. It links directly to system logs, parses errors in real-time, and isolates the core bugs using high-level reasoning. Moving away from standard text bots, it visualizes system architecture health, prioritizes high-criticality alerts, and formulates precise infrastructure scripts and code fixes to lower system downtime. It provides a complete, end-to-end dashboard for tech teams to monitor, audit, and resolve production bugs flawlessly.
🛠️ How we built it
The core logic and multi-step reasoning capabilities are powered by the Gemini 1.5 API via Google Cloud Agent Builder. The user interface is built as a responsive and clean dashboard using modern web standards integrated with Hercules App Builder. The underlying infrastructure simulation handles live incoming logs, analyzes metrics, and maintains a clean history of resolution rates and system states.
🚀 Challenges we faced
One of the major challenges was tuning the AI agent to give deep, actionable code-level instructions rather than generic conversational text. We overcame this by refining our system instructions and utilizing Gemini's advanced contextual window to parse long server logs without losing track of dependencies. Another crunch was handling the strict hackathon timeline and refining our visual interface to look sharp, clear, and highly corporate-ready before the final demo.
🎉 Accomplishments that we're proud of
- Successfully deployed a fully functional live version of the agent at
https://aiincidentresolver.onhercules.app. - Architected a beautiful, working dashboard with live tracking graphs and clear visual alerts.
- Built a concrete demo showcasing real-time log ingestion, failure detection, and an 80% automated resolution rate simulator.
🧠 What we learned
We deeply explored the power of Gemini 1.5 and Google Cloud's AI ecosystem for building practical developer tools. We learned how to properly configure agent behaviors, parse raw terminal logs dynamically, and package complex AI logic into a fast, user-friendly dev-ops dashboard.
🔮 What's next for Hercules AI - The Incident Resolver
The next immediate step is expanding the agent's integration network—connecting it directly with production tools like MongoDB, GitLab, and Jira to automate actual git-commits and ticket updates the second an incident occurs. We also plan to train custom sub-agents dedicated solely to specific cloud infrastructure providers.
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