←

Back to projects

System for Sterling Angels

πŸ”’ Under NDA

Pipeline Integrity & Admin

Real-time agentic pipeline for summarizing financial documentation. 90% manual work reduction.

Python

DeepSeek

OpenAI Agents SDK

FastAPI

Firestore

The problem it solves

An investment analyst spends 9 out of 10 hours reading and summarizing financial documents instead of finding the next deal. Sterling Angels processes documents in minutes instead of days β€” turning analysts from readers into decision-makers.

Architecture

β†’

Webhook ingestion β†’ chunking β†’ vector embedding

β†’

Directed graph of specialized sub-agents

β†’

Classifier β†’ Extractor β†’ Summarizer β†’ Reviewer

β†’

DeepSeek structured output parsing per agent

β†’

90% manual work reduction achieved

Links

β†’

HuggingFace Space

β†’

GitHub

β†’

View on GitHub β†’

Run this agent for YOUR brand

Let's build something similar for your business. AMBICA will audit your brand's AI surface. Free.

Start Free Audit β†’

GitHubLinkedIn1ndradev4@proton.me

INDRADEV_ β€” Agentic Systems

Β© 2026 indradev_ β€” AI Systems Architect, KrakΓ³w, EU

Built with Reflex