Enterprise HR · RAG Project profile
Ask People Team
Anaconda / Agent.Press
An internal HR knowledge assistant for Anaconda employees, answered inside Slack from the company’s own People Team documents.
- Role
- AI Systems & Platform Engineering
- Delivery
- Agent.Press engagement
- Disclosure
- Named with approval · Internal HR content, prompts and workspace details omitted
What I owned
The responsibility behind the product name.
Worked across the assistant’s retrieval and evaluation surface: the Slack workflow and its routing, the document ingestion pipeline, hybrid vector search, the evaluation service and dashboard, and the tracing and deployment tooling around them.
Engineering scope
What I worked on.
- Slack assistant with intent routing per question type
- Document ingestion, chunking and embedding pipeline
- Hybrid dense and sparse retrieval over a vector store
- Human review before an answer reaches an employee
- Evaluation service, dashboard and retrieval-quality tracking
- Tracing, session logging and containerised deployment
Technology
The technical surface.
- Python
- FastAPI
- OpenAI
- Milvus
- PostgreSQL
- Phoenix
- Docker
- Kubernetes
The work is described through verified responsibilities and engineering scope. Private commercial metrics and unsupported outcome claims are intentionally omitted.