Projects

Product systems, automation platforms, and technical delivery work.

This archive is meant to be readable by both technical and non-technical visitors. The goal is to show the problem, the shape of the system, and what changed because the work was done.

How To Browse

Start with outcomes

Use the summaries if you want the clearest explanation of what the work changed.

Inspect the stack and constraints

Each project includes the technical surface, problem framing, and delivery focus.

Open the related writing

Many project pages point to essays that unpack the architecture and tradeoffs in more detail.

Live website

Strategic platform 2024 - present

SOVRINT

A narrative intelligence platform for tracking coordinated messaging, propagation paths, and sentiment drift across the open web.

Problem

Misinformation and coordinated narratives spread faster than traditional monitoring systems can inspect or explain them.

Highlights

Built narrative clustering and node-link analysis around coordinated signal bursts.
Tracked propagation paths from seed communities to bridge actors and broader mainstream pickup.
Modeled velocity, sentiment drift, and amplification patterns as system-level signals instead of isolated posts.

Stack

OpenSearchAnalytics servicesGraph workflowsPythonTypeScript

Narratives propagate like systems, not stories. A strategic deep dive into signal clustering, sentiment drift, and the velocity of coordinated information operations.

Probabilistic Entity Resolution: Correlating Signals in the Noise

Identity in the digital wild is never certain—it is a score. A technical deep dive into probabilistic linkage, signal stacking, and confidence models for intelligence systems.

From Analyst-Heavy to System-Heavy: Scaling Without Burning Humans

Analysts should supervise systems, not compensate for them. How to build sustainable feedback loops between engineering and analysis.

Related articles in archive: 3

Visit website Open project page

Live website

Active platform 2024 - present

TraxinteL

A modular intelligence core for ingest, enrichment, entity resolution, ranking, and delivery.

Problem

Most OSINT stacks break when scale, auditability, and operator usability all matter at once.

Highlights

Built orchestration flows from collection through reporting.
Designed worker fleets with retries, idempotency, and evidence preservation.
Created ranking and scoring layers to turn noisy signals into usable leads.

Stack

AWSStep FunctionsECSOpenSearchPythonTypeScript

Intelligence is not a feature—it is a pipeline with failure modes. A deep dive into the canonical architecture of high-scale intelligence systems.

Scaling the Ingest: Architectural Lessons from TraxinteL

Ingestion is a state machine, not a scraper. Lessons learned from building high-scale distributed collection pipelines.

Worker Fleets in Practice: Retries, Idempotency, and Failure Taxonomies

Failures are classes, not surprises. Designing resilient worker fleets for complex, non-deterministic environments.

Related articles in archive: 3

Visit website Open project page

Live website

Founder-built system 2022 - 2024

WingAgent

An automation and intelligence system for high-scale behavior orchestration, capture, and feedback loops inside fast-moving platform environments.

Problem

Manual interaction does not scale and introduces noise, inconsistency, and weak operational feedback in behavior-heavy workflows.

Highlights

Built orchestration logic that mimicked human interaction patterns at runtime.
Captured structured behavioral data for downstream enrichment and scoring.
Added anti-detection timing, recovery behavior, and operator controls around unstable flows.

Stack

Browser automationNode.jsAutomation runtimesBackend orchestration

Human-grade mobile automation is possible without invasive hooks. A technical breakdown of the TaskEngine runtime, Accessibility Services, and UI drift management.

Automation That Survives Reality

Automation must expect and embrace entropy. A philosophical and technical deep dive into building resilient systems that handle drift, decay, and adversarial environments.

Browser Telemetry Evasion: The Silent Arms Race

Detection happens at layers most engineers ignore. A technical deep dive into TLS fingerprinting, Canvas poisoning, and managing behavioral jitter in high-scale automation.

Related articles in archive: 3

Visit website Open project page

Live website

Analytics engine 2024

Viralink

A propagation and reach analytics engine for measuring how information spreads, accelerates, and compounds across platforms.

Problem

Most analytics stop at impressions, missing the second- and third-order spread that actually shapes narrative impact.

Highlights

Modeled propagation graphs instead of treating posts as isolated records.
Measured velocity, amplification, and bridge-account effects across source surfaces.
Connected correlation logic to ranking so analysts could move from spread to significance.

Stack

Graph analysis pipelinesAnalytics servicesOpenSearchTypeScript

Narratives propagate like systems, not stories. A strategic deep dive into signal clustering, sentiment drift, and the velocity of coordinated information operations.

Probabilistic Entity Resolution: Correlating Signals in the Noise

Identity in the digital wild is never certain—it is a score. A technical deep dive into probabilistic linkage, signal stacking, and confidence models for intelligence systems.

The Hybrid Search Engine: Combining Lexical and Semantic Ranks

OSINT relevance is multi-modal. A technical exploration of why keywords fail and how to fuse BM25 with Vector Embeddings for operator-grade retrieval.

Related articles in archive: 3

Visit website Open project page

Product screenshot

Access layer 2024

TapT

A lightweight intelligence access layer that exposes high-value outputs through fast, low-friction interfaces.

Problem

Full dashboards are not always the right surface. Some workflows need fast delivery without forcing operators through a heavyweight product shell.

Highlights

Designed lightweight retrieval and summary views for quick consumption.
Built access-controlled delivery paths for shareable intelligence outputs.
Focused the interface on speed, clarity, and low cognitive overhead.

Stack

Node.jsAPI gatewaysLightweight frontendsCaching

Shipping systems means shipping behavior under load, over time. A philosophical anchor for the operator-grade engineer.

The Intelligence Core: Designing Systems That Turn Noise Into Signal

Intelligence is not a feature—it is a pipeline with failure modes. A deep dive into the canonical architecture of high-scale intelligence systems.

Monitoring Is Not Alerting

Alerting is an interruption budget, not a metric. Designing high-signal, low-fatigue observability systems.

Related articles in archive: 3

Open project page

Live website

Internal lab 2024 - present

WebForensicsLab

A digital trace and evidence platform focused on preserving ephemeral web state with defensible provenance.

Problem

Screenshots alone are not enough when the web changes faster than investigators can react.

Highlights

Captured screenshots, metadata, and supporting artifacts as one chain of custody.
Focused on artifact integrity, reproducibility, and operator trust.
Connected capture systems to downstream reporting and review workflows.

Stack

Browser instrumentationStorage systemsHashingEvidence pipelines

Evidence must survive scrutiny, not just exist. A deep dive into Evidence Engineering, immutability, and the chain of custody for digital artifacts.

Web Forensics: Reconstructing Digital Traces After the Fact

The web leaves scars if you know where to look. A technical deep dive into session reconstruction, browser artifacts, and digital evidence decay.

Browser Telemetry Evasion: The Silent Arms Race

Detection happens at layers most engineers ignore. A technical deep dive into TLS fingerprinting, Canvas poisoning, and managing behavioral jitter in high-scale automation.

Related articles in archive: 3

Visit website Open project page

Live website

Add a homepage, dashboard, or key screen for Oopsbusted.

public/project-screenshots/oopsbusted.png

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Response product 2024 - present

Oopsbusted

A fast-response evidence product for capturing public traces, exposure incidents, and shareable proof before context disappears.

Problem

By the time teams notice a public exposure or impersonation event, the evidence is often already changing, incomplete, or hard to package for review.

Highlights

Built rapid capture flows for live pages, screenshots, and supporting context.
Packaged evidence into cleaner review-ready bundles instead of isolated artifacts.
Focused the workflow on fast triage, escalation, and defensible handoff.

Stack

Capture pipelinesStorage systemsNotification servicesReview UI

Evidence must survive scrutiny, not just exist. A deep dive into Evidence Engineering, immutability, and the chain of custody for digital artifacts.

Web Forensics: Reconstructing Digital Traces After the Fact

The web leaves scars if you know where to look. A technical deep dive into session reconstruction, browser artifacts, and digital evidence decay.

What I Mean When I Say “Shipping Systems”

Shipping systems means shipping behavior under load, over time. A philosophical anchor for the operator-grade engineer.

Related articles in archive: 3

Visit website Open project page

Live website

Add a homepage, dashboard, or key screen for Stibits.

public/project-screenshots/stibits.png

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Platform engineering 2020 - 2022

Stibits

Blockchain-heavy platform engineering across transaction flows, wallet infrastructure, and product architecture.

Problem

Blockchain products become fragile when smart contracts, wallet flows, and application logic are treated like separate systems instead of one operating surface.

Highlights

Worked on smart contract and wallet-linked transaction workflows.
Shaped platform architecture and integrations around high-friction payment paths.
Improved reliability across user-facing product flows and backend infrastructure.

Stack

BlockchainSmart contractsWallet infrastructureFullstack systems

Billing is a distributed systems problem in disguise. Integrating real-time usage tracking with high-stakes intelligence signals.

What I Mean When I Say “Shipping Systems”

Shipping systems means shipping behavior under load, over time. A philosophical anchor for the operator-grade engineer.

Designing for Disruption: Fault-Tolerance in Worker Fleets

Systems must degrade gracefully, not heroically. How to survive proxy pool collapses and API disruptions.

Related articles in archive: 3

Visit website Open project page

Live website

Narrative engine 2024

The Neural Post

An intelligence-to-narrative engine that turns structured signal into readable briefings, reports, and public-facing summaries.

Problem

Raw intelligence is hard to act on without narrative structure, framing, and output formats that humans can absorb quickly.

Highlights

Built narrative generation flows on top of structured intelligence outputs.
Added contextual summarization and abstraction layers for briefings and reports.
Bridged analytical detail with human-readable delivery formats.

Stack

NLP pipelinesTransformation layersBackend servicesContent workflows

Narratives propagate like systems, not stories. A strategic deep dive into signal clustering, sentiment drift, and the velocity of coordinated information operations.

What I Mean When I Say “Shipping Systems”

Shipping systems means shipping behavior under load, over time. A philosophical anchor for the operator-grade engineer.

Probabilistic Entity Resolution: Correlating Signals in the Noise

Identity in the digital wild is never certain—it is a score. A technical deep dive into probabilistic linkage, signal stacking, and confidence models for intelligence systems.

Related articles in archive: 3

Visit website Open project page

Screenshot needed

Add a homepage, dashboard, or key screen for Armada.

public/project-screenshots/armada.png

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Ops control plane 2023 - present

Armada

A fleet orchestration and operations control plane for long-running workers, services, and recovery-heavy automation.

Problem

Distributed worker systems become opaque fast unless health, degradation, escalation, and recovery are designed as one control surface.

Highlights

Centralized health, alerting, and response loops around distributed worker fleets.
Built operator-facing controls for retries, degradation paths, and incident handling.
Focused the system on trust under load instead of vanity metrics.

Stack

PrometheusGrafanaQueueingOrchestration services

Failures are classes, not surprises. Designing resilient worker fleets for complex, non-deterministic environments.

Monitoring Is Not Alerting

Alerting is an interruption budget, not a metric. Designing high-signal, low-fatigue observability systems.

Designing for Disruption: Fault-Tolerance in Worker Fleets

Systems must degrade gracefully, not heroically. How to survive proxy pool collapses and API disruptions.

Related articles in archive: 3

Open project page

Capabilities

Browse the archive by the kind of technical problem you need to solve.

Capability

Collection and orchestration

Browser automation, distributed workers, scheduling, and fleet-level recovery for public-data systems that need to keep working under drift.

browser automationworker orchestrationscraping infrastructuredistributed systems

Capability

Correlation and scoring

Entity resolution, de-duplication, ranking, and confidence models for turning noisy signals into usable intelligence.

entity resolutionranking systemssearch qualityconfidence scoring

Capability

Evidence and forensics

Capture pipelines, artifact integrity, provenance, and review-ready delivery for teams that need defensible outputs.

evidence capturedigital forensicschain of custodyartifact integrity

Capability

Monitoring and operations

Observability, alert routing, SLAs, and operator-grade feedback loops for systems that cannot fail silently.

observabilityalert routingservice reliabilityoperator workflows

Writing And Project Context

If you prefer narrative and architecture notes, start with the writing archive.

Browse writing