Paul Woll

Founder & Principal AI Solutions Architect at Triuna Labs

Founder of Triuna Labs. Thirty-plus years designing and shipping software across consulting, enterprise platforms, SaaS, and applied AI. I turn ambiguous workflows into working products, connect research to operational systems, and make the evidence behind important decisions inspectable.

This page is itself a work sample: a self-contained, dependency-free interactive document. Toggle Deep-dive view to expand every deliverable. Filter the project cards by company or topic, then search the capability evidence for implementation detail.

Signature Deliverables

current Triuna Labs work first · filter the full project collection

I work directly from architecture and research through implementation. The first eight cards show current Triuna Labs products and published work, with public source links where available; earlier cards show selected enterprise, SaaS, and consulting projects.

Company
Topic

Triuna Labs · current

JobFitIQ

Triuna LabsLive conceptAI workflow

An interactive candidate evidence brief that connects experience to a role with inspectable proof and Markdown export.

I built the site and résumé experience around requirement-to-evidence links, a quick view for readers, and deeper detail on demand. The product is in development; the linked résumé and demo are public examples.
Explore JobFitIQ ↗
Triuna Labs · current

Fold Article Studio

Triuna LabsPublic productPublishing

A browser-based workspace that turns a Markdown draft into a coordinated LinkedIn article, share post, snippets, images, and PDF carousel.

Fold keeps the publishing assets together while leaving editorial control and the final LinkedIn handoff with the writer. Projects can stay in the browser and be exported.
Open Fold ↗
Triuna Labs · current

TourToOffer

Triuna LabsPublic pilotProperty storytelling

Turns existing property photos into an explorable tour and branded page, with photo motion, highlights, and selected AI fly-through concepts.

The public pilot shows fictional-property demos and an early-access list. Scene planning and gallery highlights can be explored today; connected generation and exports remain in development.
Explore TourToOffer ↗
Triuna Labs · current

DailyGauntlet

Triuna LabsLive productGames

Eleven daily games with a shared board for everyone, leaderboards, and free play without an account.

I built and launched the product as a daily-use web experience with repeatable game content and shared competition.
Play DailyGauntlet ↗
Triuna Labs · current

Open agent skills

Triuna LabsPublishedAgent workflows

Portable workflows for release confidence, CSV quality analysis, and routing work between active agent sessions.

The skills make inputs, evidence, limits, and reviewable output explicit so people can inspect a result before acting on it.
Browse the skills ↗ View public source ↗
Triuna Labs · current

PromptCharter

Triuna LabsSoft launchBuilt on LPC

A browser-based tool that turns an initial request into a portable work contract, using the Living Prompt Contract (LPC) framework.

PromptCharter helps capture accepted requirements, decisions, findings, and corrections so AI-assisted work can continue across sessions. The public prototype runs locally in the browser.
Explore PromptCharter ↗
Triuna Labs · current

ChessJammer

Triuna LabsPublic productInteractive music

A chessboard-driven music experience where moves and positions shape the instruments, arrangement, and tempo in real time.

Players and listeners can explore orchestral, soundtrack, and techno modes. The board's changing state drives the score, and the interface shows how the game affects the music.
Play ChessJammer ↗
Triuna Labs · current

Published research

Triuna LabsPublic repoReproducible work

Research on AI infrastructure and project-state prompt caching, with code and data published alongside measured claims.

The public repository includes a laptop-reproducible data-movement benchmark for AI-native storage and a prompt-caching experiment with its sample inputs and measurement tool.
Inspect the research and code ↗
Thomson Reuters / Pondera

Case Tracker 2.0

Thomson Reuters / PonderaProduction SaaS · Platform

≤19 .NET 8 microservices, row-level security, Kafka, Redis (95%+ hits). ~11 months, largely solo.

Multitenant case-management platform: a CaseAPI gateway proxies CaseManagement, Configuration, User, Tenant & FileManagement services across PostgreSQL + SQL Server; event messaging over Kafka (assetid.tenantid.objecttype.action); Redis schema caching; NIST/HIPAA-aligned throughout.
Thomson Reuters / Pondera

Document Intelligence & NER — Multi-Engine POC

Thomson Reuters / PonderaResearch POC · NLP

An extensive research/POC that compares 9 engines across 3 tiers — rules, in-browser ML (Transformers.js), and local backends — for NER, classification, summarization & PII detection on real government solicitations. A capability spike, not a production system.

Built to explore the trade-offs: the user picks the engine per document — a regex/gazetteer rules parser and a Presidio-style PII recognizer; in-browser ML via Transformers.js (BERT-NER, a DistilBART summarizer, and a zero-shot NLI classifier — DeBERTa); and local backends — IBM Docling (Python) with a server-side Python BERT-NER FastAPI service, LlamaSharp (.NET LLM), and Ollama / NuExtract for schema-driven structured extraction. Classification method is decoupled from the engine via a pluggable ML / LLM / rules chooser, with model warm-up, browser cache-status, and an /api/tags-driven Ollama model selector. Every run emits an OpenTelemetry span tree (exportable as OTLP/JSON) feeding a model-comparison dashboard — each result honestly labeled real vs rules-fallback. Prototyped and evaluated on real Oklahoma Health Care Authority Medicaid-eligibility RFIs/RFPs.
Regex / Rules Presidio-style PII BERT-NER DistilBART Zero-Shot DeBERTa Transformers.js IBM Docling · Py LlamaSharp Ollama · NuExtract
Thomson Reuters / Pondera

NL → Document Automation

Thomson Reuters / PonderaUAT + POC · Documents

Scriban → DOCX document automation deployed to UAT; I prototyped a local LLM (Claude) layer that generates the templates & parses natural-language intent — a POC designed for later integration.

The deployed path renders data to DOCX in Python (python-docx) via Scriban templates, scoped to the user's security context. As a proof of concept for later integration, a local LLM (Claude) generates the Scriban templates themselves and parses natural-language intent into a multi-service data fetch — deterministic + conversational generation, with prompt-injection defense and deliberate token-cost control.
Thomson Reuters / Pondera

Zero-Trust Rendering Sandbox

Thomson Reuters / PonderaDeployed · Security

Isolated "detonation" sandbox — a hardened, stdlib-only Python service wrapping ImageMagick/poppler/LibreOffice; the only component allowed to parse untrusted uploads.

A stdlib-only Python HTTP service (no Flask/FastAPI — deliberate attack-surface minimization) that shells out to ImageMagick / poppler / headless LibreOffice as the sole parser of untrusted uploads, rasterizing images/PDF/Office to inert PNGs. Hardened to NIST/HIPAA posture: non-root, read-only FS, all Linux caps dropped, no network egress, resource/PID caps, no shell. Idempotent, replay-safe Kafka pipeline with per-tenant Row-Level Security.
Thomson Reuters / Pondera

SaffronBlazor & RulesEvaluator

Thomson Reuters / PonderaReusable · Libraries

Saffron design system as a Blazor library + a multi-tenant YAML/JSON rules & policy engine (NuGet).

SaffronBlazor.Components — production UI (data tables, steppers, searchable combo-boxes, form controls, file upload) with a live samples app and tests. Fapg.RulesEvaluator — compiled + cached JSONPath-style rule evaluation, thread-safe multi-tenant isolation, workflow orchestration for ABAC/policy. Both published as NuGet for any TR .NET team.
Thomson Reuters / Pondera

Network Analyzer, Solr.NET Search & IDRA

Thomson Reuters / PonderaProduction SaaS · Analytics

Rewrote the Network Analyzer onto SQL Server Graph (replacing Neo4j), rebuilt search on Solr.NET/Lucene, and designed the IDRA identity-analytics dashboards.

In the FDAAS 4.0 rewrite I replaced Neo4j with SQL Server Graph (SQL Graph) for the Network Analyzer — markedly more performant and pulling data through stored procedures instead of graph data embedded in JSON, which sharply reduced PII exposure and compliance risk. I rebuilt search on Solr.NET, fully leveraging the Lucene query syntax and stack for advanced, relevance-ranked search, and designed the IDRA identity-analytics dashboards for ID Analytics — plus complex, drill-down UI/UX across multiple program verticals.
Thomson Reuters / Pondera

SecureGraph — Graph-Viz SDK

Thomson Reuters / PonderaSDK · Visualization

Framework-agnostic TypeScript/PixiJS (WebGL) graph-visualization SDK — an in-house KeyLines replacement — with React & Blazor reference apps and a sample JWT/RBAC-secured .NET State API.

A framework-agnostic TypeScript/PixiJS WebGL library rendering 10,000+ node network graphs (organic/radial/hierarchical layouts, PNG/SVG/PDF export, timeline, state serialization), built to replace the commercial KeyLines library. Shipped with parallel React (Vite) and Blazor/.NET reference integrations so either stack can consume it, plus a sample ASP.NET Core State API demonstrating JWT auth, role-based access control, field-level PII encryption, RBAC masking & audit logging — a reusable secure wrapper for any SDK consumer.
Thomson Reuters / Pondera

Self-service Reporting Engine

Thomson Reuters / PonderaResearch · Reporting

Pluggable, engine-routed analytics with dynamic chart recommendation — benchmarked pg_search (BM25) relevance vs. native Postgres FTS; pgvector deferred as a clean semantic-search seam.

Pluggable, engine-routed analytics adapter that recommends the best-fit visualization for each view — analyzing every result set's shape and data types to suggest the right chart automatically. Benchmarked pg_search (ParadeDB/BM25) relevance against native Postgres full-text search and deliberately deferred pgvector (ANN/embedding similarity) as a clean seam for future semantic search — rather than forcing it onto structured OLAP aggregation.
Independent exploration

ClearSign · RFP · Aegis

Independent explorationWorking concepts

Blockchain/PQC/MCP compliance ledger, LLM RFP-qualification pipeline, audit-evidence platform.

Self-driven exploration taken to working artifacts: ClearSign — blockchain + post-quantum-crypto + Model Context Protocol compliance ledger; an LLM RFP-qualification pipeline (normalizes scopes, live validation via Playwright, encrypted audit trail); Aegis — an audit-evidence platform.
Direct Technology · consulting

California Highway Patrol modernization

GovernmentLegacy migrationArchitecture

Architected and developed a migration of legacy Oracle and Java applications toward SQL Server and .NET services.

As chief developer and software architect on the CHP ITS project, I worked across Oracle Forms, Reports, Discoverer, Office applications, ASP.NET MVC, SSRS, and SSIS to modernize workflows and data.
Direct Technology · consulting

Mattress Firm time-clock system

CommercialCustom applicationDelivery

Built a .NET MVC time-clock application for thousands of employees and managers.

Developed the application from scratch using C#, ASP.NET MVC, AngularJS, Telerik, and JavaScript/AJAX. The source résumé describes approximately 5,000 users.
HP Inc. · full-time employment

Eclipse deal-management platform

EnterpriseGlobal platformModernization

Architected and modernized a global deal-management system for non-standard pricing and approvals.

The work covered a distributed CORBA-to-.NET transition, user interface and middle-tier architecture, load testing, SOX controls, and business/engineering coordination.
HP Inc. · full-time employment

Dart pricing engine

EnterpriseRules enginePricing

Designed and enhanced a metadata-driven pricing application whose business-defined cubes generated executable rules.

The .NET and C# system used Excel-authored definitions, formulas, compiled assemblies, and a configurable interface to support multi-country printer business deals.
Hilleary Development Group · consulting

Insurance claims and audit systems

InsuranceWorkflowReporting

Built claims-process and audit-tracking applications with configurable filters, reporting, and historical change views.

The source résumé names Aaris and other insurance clients, including applications for claims state management, audit history, Excel export, and user-facing data review.

At a Glance

Capabilities → Evidence

consulting, research, architecture, and product delivery
Enterprise consulting
Launch 2015–19
Consulting experience includes Launch Consulting Group (May 2015–March 2019) and earlier Hilleary Development Group client projects. The HP Inc. role (July 2011–May 2015) was full-time employment and its enterprise pricing work is shown separately above.
Computer science foundation
B.S.
B.S. Computer Science, UC Santa Barbara.
Software architecture & delivery
30+ years
30+ years across defense, enterprise architecture, consulting, SaaS, and current Triuna Labs products.
SaaS fraud analytics & applied AI
6+ years
6+ years on Pondera/Thomson Reuters SaaS platforms: fraud-scoring and prediction models (FDAAS), multitenant case management, and NLP/GenAI research.
Python services & AI workflows
Built
Python across services & AI/data pipelines — a Python BERT-NER FastAPI service and IBM Docling extraction plus a local Ollama/NuExtract LLM in the document-intelligence tool, python-docx generation, SQLAlchemy, Claude pipelines, and CT 2.0 scripting & validation tooling.
Data architecture & integration
Built
30+ years across Oracle, SQL Server, PostgreSQL & Sybase — data modeling, stored procedures, query tuning & migrations; plus SQL Server Graph, Solr.NET/Lucene, Kafka & Redis.
Document intelligence research
Prototype
Research POC comparing 9 extraction engines: BERT-NER (Python service + in-browser Transformers.js), a zero-shot DeBERTa classifier, IBM Docling, LlamaSharp, Ollama/NuExtract — NER, summarization, classification, PII & key-value extraction; plus production DarkWeb federated information retrieval.
Applied ML & GenAI integration
Shipped + POC
Production ML scoring (FDAAS); GenAI document automation (Scriban) deployed to UAT; plus a prototyped NL → DOCX LLM pipeline & a proposed LLM RFP-qualification engine — with prompt-injection defense & token-cost control.
Model deployment & operation
Shipped
Production scoring services; deliberate model tiering, caching & cost control; cost-/future-aware AI-stack decisions.
Secure cloud architecture
Designed
Containerized microservices; GovCloud / Azure Government & FedRAMP-aligned architecture designs.
Delivery automation
Built
53 CI/CD & deployment scripts, fully scripted Docker builds, cross-platform (Linux + Windows), 48 NIST 800-171 reviews.
Rapid prototyping with stakeholders
Consulting
I compress feedback loops by shipping working prototypes in hours — stakeholders react to a running artifact, not a mockup.
Cross-stack implementation
Built
C#/.NET, Java, TypeScript/React, SQL, Python; earlier C++, Delphi, Fortran/ADA; exposure to Rust & Scala. Picking up a stack has never been the hard part.
Technical exploration
Prototype
Self-initiated: blockchain + post-quantum crypto + MCP (ClearSign), an OpenTelemetry explorer, and a sandboxed rendering microservice — each taken to a working artifact.
Research to production
Career-long
The through-line of my career: prototype → productionized platforms (FDAAS, Case Tracker 2.0).

Skill Proficiency

honest self-assessment · bars animate on scroll
Architecture & MicroservicesExpert
C# / .NET 8Expert
SQL / Data & PipelinesExpert
DevOps · CI/CD · ContainersAdvanced
Python · services & pipelinesAdvanced
Generative AI / LLM integrationAdvanced
TypeScript / React / BlazorAdvanced
NLP / Document IntelligenceProficient
Bars reflect relative depth, not tenure. My center of gravity is .NET architecture, with strong, hands-on Python across a BERT-NER service, IBM Docling & Ollama engines, a file-rendering sidecar, python-docx generation, AI/data pipelines and CT 2.0 scripting & validation tooling — a genuine polyglot who thinks in code. Underneath it all sits 30+ years of deep database work — Oracle, SQL Server, PostgreSQL and Sybase — across data modeling, stored procedures and query tuning.

How I Work · Consulting to Production

the loop I use to move from an unclear problem to a working system
1
Explore
Scan emerging tech; frame the real problem
→
2
Prototype
Working software in hours, not sprints
→
3
Harden
Services, security, tests, cost control
→
4
Ship
Multitenant, containerized, in production
→
5
Operate
Measure, tune, iterate on real usage

How I Approach the Work

Research that actually ships

I don't stop at a notebook or a demo. FDAAS models and Case Tracker 2.0 are live, multitenant, compliance-grade systems. That research-to-delivery loop is how I operate.

Document intelligence with clear maturity

NER, extraction, classification, summarization, and LLM-driven document generation — explored on real government data. The page distinguishes research prototypes, UAT work, and production systems.

Prototypes in hours, not sprints

I replace Figma with self-contained working software (this very document, an OTEL explorer, live topology maps) so teams iterate on something real — and containerize it when a product warrants.

Secure, emerging-tech fluency

Sandboxed containers, NIST/FedRAMP-aligned design, and self-driven exploration of blockchain, post-quantum crypto, and the Model Context Protocol — adopted quickly and taken to working concepts.

Career Snapshot

Aug 2026–PresentTriuna Labs — Founder & Principal AI Solutions Architect: JobFitIQ, Fold, TourToOffer, DailyGauntlet, PromptCharter (built on LPC), ChessJammer, open agent skills, and published research.
Mar 2020–Jul 2026Thomson Reuters — Lead Software Development Engineer: FDAAS 4.0, Case Tracker 2.0, Document Intelligence & NER, and shared platform libraries.
Mar 2019–Mar 2020Pondera Solutions, LLC — Sr Software Engineer: fraud analytics and case-management product development before the March 2020 Thomson Reuters acquisition.
May 2015–Mar 2019Launch Consulting Group — Sr Software Developer / Software Architect: consulting architecture and enterprise application delivery.
Jul 2011–May 2015HP Inc. — Full-time Sr Software Developer: Eclipse global deal-management (CORBA→.NET) and the Dart metadata-driven pricing engine.
1991–2011Earlier career — Hilleary, Infinera, TechLink, Woll2Woll Software, and TRW SIG/ESL (held U.S. Secret clearance).