Systems and products I've built — across intelligence, evidence & automation.
Each started as a problem someone else had written off as too messy, too noisy, or too fragile to scale.
Anatomy of an intelligence system.
The same pipeline shape sits under most of my work. Tap a stage to see what breaks there — and what I build so it holds.
Resilient ingest from messy, often hostile public sources — with retries, idempotency, and recovery, so collection keeps working under drift instead of only in the demo.
Raw signal is parsed, de-duplicated, and enriched into structured records an operator can actually act on — not a pile of unlabeled scrapes.
Identity is scored, not asserted. Records link probabilistically with explicit confidence, so false positives don't quietly drive decisions.
Noise becomes leads. Relevance and confidence models surface what matters and push the rest down, so attention goes to the right signals.
Outputs arrive with a defensible chain of custody — captured, hashed, timestamped — and delivered into the surfaces operators already work in.
A narrative intelligence platform for tracking coordinated messaging, propagation paths, and sentiment drift across the open web.
Misinformation and coordinated narratives spread faster than traditional monitoring systems can inspect or explain them.
Built narrative clustering and node-link analysis around coordinated signal bursts.
A modular intelligence core for ingest, enrichment, entity resolution, ranking, and delivery.
Most OSINT stacks break when scale, auditability, and operator usability all matter at once.
Built orchestration flows from collection through reporting.
An automation and intelligence system for high-scale behavior orchestration, capture, and feedback loops inside fast-moving platform environments.
Manual interaction does not scale and introduces noise, inconsistency, and weak operational feedback in behavior-heavy workflows.
Built orchestration logic that mimicked human interaction patterns at runtime.
The wider portfolio.
Viralink
A propagation and reach analytics engine for measuring how information spreads, accelerates, and compounds across platforms.
TapT
A lightweight intelligence access layer that exposes high-value outputs through fast, low-friction interfaces.
WebForensicsLab
A digital trace and evidence platform focused on preserving ephemeral web state with defensible provenance.
Add a homepage, dashboard, or key screen for Oopsbusted.
public/project-screenshots/oopsbusted.png
Drop a homepage, dashboard, or product screenshot at this path and it will appear automatically.
Oopsbusted
A fast-response evidence product for capturing public traces, exposure incidents, and shareable proof before context disappears.
Add a homepage, dashboard, or key screen for Stibits.
public/project-screenshots/stibits.png
Drop a homepage, dashboard, or product screenshot at this path and it will appear automatically.
Stibits
Blockchain-heavy platform engineering across transaction flows, wallet infrastructure, and product architecture.
The Neural Post
An intelligence-to-narrative engine that turns structured signal into readable briefings, reports, and public-facing summaries.
Add a homepage, dashboard, or key screen for Armada.
public/project-screenshots/armada.png
Drop a homepage, dashboard, or product screenshot at this path and it will appear automatically.
Armada
A fleet orchestration and operations control plane for long-running workers, services, and recovery-heavy automation.