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PlatformGen - Autonomous Dependency Manager

PlatformGen demo

PlatformGen demo

Motivation

  • Regular upgrades of infrastructure services are essential to mitigate vulnerabilities and enhance performance.
  • Focus on building sustainable, long-term solutions rather than short-term patches.
  • Efficient updates prevent system failures and ensure smooth operations.

Problems

  • Managing dependencies is hard as your codebase grows .
  • Time-consuming for teams.
  • Higher costs & increased risk of system failures.
  • Difficult to scale as services grow.
  • Slower development cycles.

How big is the problem...

  • For Fortune 1,000 companies, downtime could cost as much as $1 mln per hour (IDC survey).
  • While the typical mid-sized company spends $1 mln per year on incidents, large enterprises can spend up to $60 mln or more (IHS Research Report).

Architecture

GitHub

  • Utilized for fetching repository data, accessing files, and creating commits and pull requests.
  • Managed authentication using personal access tokens.

OpenAI

  • Used gpt-3.5-turbo model to generate a summary of differences between software package requirements.
  • Helps in comparing original and updated requirements.txt files.

Premai

  • Integrated to provide additional summaries using gpt-4-turbo.
  • Supports multiple steps in generating a structured summary of requirement changes.

SambaNova

  • Connects via API to use the Meta-Llama-3.2-3B-Instruct model for creating another version of the summary.
  • Provides a diverse set of summarization capabilities.

Groq

  • Engages with the llama-3.2-3b-preview model.
  • Complements the summarization task with custom parameters like temperature and tokens.

EXA AI

  • Provides neural search and content generation for dependencies on the web, X.
  • Enhances the summarization process by fetching context from external sources.

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