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ALETHEA

AI-powered log intelligence, PR risk analysis, incident memory, and conversational debugging for engineering teams.


🔷 Overview

Alethea is an AI-driven engineering intelligence platform that sits alongside your development workflow and continuously learns from:

  • System logs
  • Past incidents
  • Pull requests
  • Conversations and queries
  • User-submitted troubleshooting history
  • Caching for fast and quick retrieval of data

It turns chaotic operational data into clarity, explanations, and warnings before failures happen.

Alethea serves as your team’s central knowledge layer, helping engineers debug faster, review safer, and ship with confidence.

All installation instructions and setup steps are available in installation.md in the docs folder.


🌐 Live Website

Alethea is live and accessible here: https://alethea-dev.vercel.app
Backend Server is hosted at Google CLoud Run using dockerhub image


🚀 Key Features

1. AI Log Intelligence

  • Convert raw logs into readable explanations.
  • Automatically detect:
    • Error bursts / spikes
    • Retry loops
    • Timeouts
    • Hidden anomalies and unusual sequences
  • Provides summaries, root-cause hints, and recommended fixes.

2. PR Risk Analyzer

Alethea reads every pull request and analyzes it for:

  • Potential breaking changes
  • Risky patterns
  • Security-sensitive code
  • Logic-level regressions
  • Inconsistent error handling
  • Anti-patterns in refactors

Then the analysis is automatically commented on your PR for accessibility.


3. Memory-Backed Chat Assistant

Talk to Alethea like a teammate.

It can answer questions about:

  • Previous incidents
  • Past logs
  • PR history
  • Trends across time
  • Rare errors that have happened previously

Alethea uses embedding-based long-term memory to recall past events and provide deeper insights.


4. Incident Insights & Correlation

Alethea automatically tracks patterns like:

  • “This timeout resembles the one from Sept 14.”
  • “This PR introduces a pattern similar to the PR that broke auth last month.”
  • “Errors started after the recent deployment to API v2.”

It connects logs → PRs → incidents into a readable timeline.


5. Global Intelligence Engine

Alethea's architecture allows it to:

  • Build long-term memory

  • Improve anomaly detection over time

  • Become more intelligent while isolating user data securely

  • NOTE: Currently this is disabled and a direct workaround is implemented to prevent AI model costs in beta phase.


6. Clean Modern UI (Next.js + Tailwind)

Alethea includes:

  • Dashboard
  • Logs analysis view
  • PR analyzer
  • Chatbot
  • OAuth login (Google / GitHub)
  • Authentication-aware layout

All pages are responsive and optimized.


Architecture and Repository Structure

Access it from architecture.md in the docs folder.


❤️ Note from the Developer

Alethea is still under active development, so please ignore any small bugs or rough edges you may encounter.
It is built with a lot of effort, passion, and love.

Your feedback is always appreciated and actively encouraged.

If you'd like to share suggestions, report issues, or contribute:

Thank you for supporting Alethea’s journey 🫶

About

AI-powered engineering tool that analyzes logs, explains incidents, detects anomalies, reviews PRs, and lets you chat with your entire system’s memory. Built for safer, faster engineering workflows.

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