diff --git a/agents/stepanogil__autonomous-hr-chatbot/README.md b/agents/stepanogil__autonomous-hr-chatbot/README.md new file mode 100644 index 0000000..3d0fddb --- /dev/null +++ b/agents/stepanogil__autonomous-hr-chatbot/README.md @@ -0,0 +1,54 @@ +# Autonomous HR Chatbot + +An autonomous HR assistant agent that answers employee queries using a suite of +specialized tools — all powered by OpenAI's language models. + +## What it does + +Employees can ask natural-language questions about HR policies and their personal +records, and the agent autonomously selects the right tool to answer: + +| Query type | Tool used | +|---|---| +| "What's the policy on unused vacation leave?" | **Timekeeping Policies** — semantic search over the official HR policy document (Pinecone / OpenAI file-search vector store) | +| "How many sick days do I have left?" | **Employee Data** — Python/pandas REPL querying a structured employee dataset | +| "If I work 3 extra hours each day for 2 weeks, how many overtime hours is that?" | **Calculator** — LangChain LLMMathChain / arithmetic | + +## Key capabilities + +- **Policy retrieval** via RAG: embeddings generated with `text-embedding-ada-002` and stored in Pinecone; v2 uses OpenAI's built-in `file_search` tool. +- **Employee data analysis** via a Python AST REPL with access to a pandas dataframe of employee records. +- **Arithmetic** via LangChain's LLMMathChain (v1) or model reasoning (v2). +- **Streaming front-end** built with Streamlit, including live reasoning-summary display in v2. +- Two implementations included: `v1` (LangChain + Pinecone, 2023) and `v2` (OpenAI Responses API + GPT-5, 2026). + +## Tech stack + +- **LLM**: GPT-3.5-turbo (v1) / GPT-5 with reasoning summaries (v2) +- **Orchestration**: LangChain agents (v1) / OpenAI Responses API agent loop (v2) +- **Vector store**: Pinecone (v1) / OpenAI file-search vector store (v2) +- **Front-end**: Streamlit +- **Data**: pandas CSV employee dataset + plain-text HR policy document + +## Example usage + +``` +User: What is the policy on unused vacation leave? +Agent: [searches Timekeeping Policies] According to the policy, unused vacation + leave of up to 10 days may be carried over to the following year... + +User: How many sick leaves do I have left? +Agent: [queries Employee Data] You have 7 sick leave days remaining. +``` + +## Getting started + +See the [README](https://github.com/stepanogil/autonomous-hr-chatbot#how-to-use-this-repo) +for setup instructions. You will need OpenAI and Pinecone API keys (v1) or just +an OpenAI key with a vector store set up (v2). + +## Links + +- **Repo**: https://github.com/stepanogil/autonomous-hr-chatbot +- **Blog post**: https://medium.com/@stephen.bonifacio/creating-a-mostly-autonomous-hr-assistant-with-chatgpt-and-langchains-agents-and-tools-1cdda0aa70ef +- **Video demo**: https://www.youtube.com/watch?v=id7XRcEIBvg diff --git a/agents/stepanogil__autonomous-hr-chatbot/metadata.json b/agents/stepanogil__autonomous-hr-chatbot/metadata.json new file mode 100644 index 0000000..414a880 --- /dev/null +++ b/agents/stepanogil__autonomous-hr-chatbot/metadata.json @@ -0,0 +1,15 @@ +{ + "name": "autonomous-hr-chatbot", + "author": "stepanogil", + "description": "Autonomous HR assistant answering employee queries on leave balances, policies, and org data using RAG, pandas, and a calculator — built with LangChain and OpenAI.", + "repository": "https://github.com/stepanogil/autonomous-hr-chatbot", + "path": "", + "version": "1.0.0", + "category": "customer-support", + "tags": ["hr", "chatbot", "langchain", "openai", "rag", "pinecone", "streamlit", "autonomous-agent", "employee-tools", "policy-retrieval"], + "license": "MIT", + "model": "openai:gpt-4o", + "adapters": ["openai", "system-prompt"], + "icon": false, + "banner": false +}