Autonomous HR Chatbot▌

about

This is a prototype enterprise application - an autonomous agent that is able to answer HR queries using the tools it has on hand. It was made using LangChain's agents and tools modules, using Pinecone as vector database and powered by ChatGPT or gpt-3.5-turbo. The front-end is Streamlit using the streamlit_chat component. Tools: - Timekeeping Policies - A ChatGPT generated sample HR policy document. Embeddings were created for this doc using OpenAI’s text-embedding-ada-002 model and stored in a Pinecone index. - Employee Data - A csv file containing dummy employee data (e.g. name, supervisor, # of leaves etc). It's loaded as a pandas dataframe and manipulated by the LLM using LangChain's PythonAstREPLTool - Calculator - this is LangChain's calculator chain module, LLMMathChain

features & capabilities

• /GitHub Copilot: AI-powered code completion and suggestion tool integrated into various code editors.
• /GitHub Codespaces: Cloud-based development environments providing instant access to pre-configured development setups.
• /GitHub Actions: Automation platform for software workflows, enabling tasks such as building, testing, and deployment.
• /GitHub Issues: Issue tracking system for managing bugs, enhancements, and other requests.
• /GitHub Pull Requests: Facilitates code review and collaboration on code changes before merging into the main branch.
• /GitHub Discussions: Platform for community collaboration and open-ended conversations outside of code.
• /GitHub Code Search: Powerful code search functionality for efficient code discovery and navigation.
• /GitHub Projects: Project management tools for organizing and tracking work using boards, tables, and task lists.
• /GitHub Packages: Package hosting service for software packages, supporting both private and public hosting.
• /GitHub Advanced Security: Suite of security features for detecting and addressing vulnerabilities and secrets in code.
• /GitHub CLI: Command-line interface for managing GitHub repositories and workflows.
• /GitHub Desktop: Desktop application for simplifying Git workflows, providing a visual interface for managing code changes.
• /GitHub Mobile: Mobile applications for managing GitHub projects and workflows on mobile devices.
• /GitHub Sponsors: Platform for financially supporting open-source projects and developers.
• /GitHub Skills: Learning platform with interactive tasks and projects to enhance developer skills.
• /Dependabot: Automated dependency update tool for identifying and addressing vulnerabilities in project dependencies.
• /Protected branches: Enforce branch merge restrictions by requiring reviews or limiting access to specific contributors.
• /Webhooks: Enables integration with external services by triggering events and actions based on repository activities.
• /GitHub-hosted runners: Cloud-based environments for running GitHub Actions workflows.
• /Self-hosted runners: Allows running GitHub Actions workflows on users' own machines.
• /Workflow visualization: Tool for visualizing and tracking the progress of GitHub Actions workflows.
• /Workflow templates: Pre-configured workflow templates for standardizing and scaling best practices.
• /Security campaigns: Tools to address security debt by targeting and autofixing vulnerabilities.
• /Secret scanning: Detects hard-coded secrets in repositories and revokes them to enhance security.
• /GitHub Copilot secret scanning: AI-powered secret scanning for detecting elusive secrets.
• /Dependency graph: Visualizes project dependencies and their vulnerabilities.
• /Dependency review: Allows assessment of the security impact of new dependencies before merging.
• /GitHub security advisories: Platform for reporting, discussing, fixing, and publishing security vulnerabilities.
• /Private vulnerability reporting: Enables private reporting of vulnerabilities in open-source repositories.
• /GitHub Advisory Database: Database of known vulnerabilities, including CVEs and security advisories.
• /Organizations: Enables the creation of groups of user accounts to manage repositories and access permissions.
• /Teams: Allows organizing members into groups to mirror company structure and manage access.
• /Team sync: Synchronizes teams between identity providers and GitHub.
• /Custom roles: Allows defining user access levels based on roles.
• /Custom repository roles: Enables creating custom roles with fine-grained permission settings.
• /Domain verification: Verifies organization identity on GitHub.
• /Compliance reports: Provides access to compliance reports such as SOC reports and CSA CAIQ.
• /Audit log: Tracks actions performed by organization members.
• /Repository rules: Enhances organization security with source code protections and rule insights.
• /Enterprise accounts: Enables collaboration between organizations and GitHub environments.
• /GitHub Connect: Shares features and workflows between GitHub Enterprise Server and GitHub Enterprise Cloud.
• /SAML: Enables secure access control using SAML for authentication.
• /Enterprise Managed Users: Manages user lifecycle and authentication from an identity provider.
• /Bring your own identity provider for Enterprise Managed Users: Allows using custom SSO and SCIM providers for user management.
• /Wikis: Enables hosting project documentation within repositories.

industry focus