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Case Study | Intelligence

Sentinel

Unified intelligence collector hub for PIN

active2026

The collection layer of PIN - 17 specialized collectors spanning maritime tracking (AIS), aircraft monitoring (SkyWatch/FlightAware), cyber threat feeds (CVE), prediction markets, Google Trends, social intelligence, and conflict monitoring.

Problem

PIN required broad signal coverage, but each data source had different access patterns, noise profiles, and update rhythms. A single collector design would not hold up.

My Role

Owned product scope for the intelligence collection layer and designed the collector model, prioritization logic, and integration path into the wider Parallax platform.

System Constraints

Collectors with very different latency, structure, and reliability

Cost pressure on third-party tooling and scraping infrastructure

Need for consistent downstream schemas despite messy source data

Scheduling and health monitoring across a growing collector fleet

What I Built

A 17-collector intelligence hub spanning maritime, aviation, cyber, prediction-market, and social signals.

Normalization flows that fed Stargate and PIN without forcing each downstream interface to understand source-specific quirks.

A more selective operating model for high-value feeds that cut unnecessary processing and third-party spend.

Outcome / Takeaway

Outcomes

Expanded signal coverage without turning the system into an unmaintainable scraper farm.

Reduced projected platform spend by roughly 60% through collector rationalization and smarter infrastructure choices.

Gave the rest of the product stack a reusable intelligence layer instead of one-off ingest jobs.

Takeaway

Collection quality is a product problem as much as an engineering problem. The value comes from deciding which signals deserve to exist and how much they should cost to keep alive.

Selected Capabilities

17 specialized collectors
Maritime tracking (AIS)
Aircraft monitoring (SkyWatch/FlightAware)
Cyber threat feeds (CVE)
Prediction markets
Autonomous scheduler mode
Stargate integration

Tech Stack

PythonFirecrawlGemini APIWebSocketOpenSky API
Python

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