Pollux

• Deterministic content-hash caching cutting API costs 90% on fan-out workloads
• Single-flight async deduplication eliminating duplicate uploads across concurrent requests
• Error hierarchy separating retry policy for generation vs. side-effect calls
• Layered validation: mutation testing, property-based testing, contract/integration/golden tests
• Published to PyPI; 113+ merged PRs across Python 3.10–3.14 CI matrix

ContextRAG

• 7 retrieval metrics with TOST equivalence testing and Holm-Bonferroni correction
• Confirmed preregistered null hypothesis (adaptive ≈ uniform within 0.02 nDCG margin)
• Reproducibility manifests tracking git SHA, dependency versions, and dataset fingerprints
• 60+ experiment runs across 3 datasets at 91% test coverage

gh-templates

• Pydantic contracts validating structured Gemini output at 99.97% success rate
• Transient/permanent error taxonomy with resumable 40-worker async pipeline
• Phi coefficient and point-biserial correlation with Benjamini-Hochberg FDR correction

Cartridge

• ONC RPC framing and XDR binary serialization in C# across 119 source files
• 8-script verification harness: warning-fingerprint regression gating, stub-completeness scanning
• Concurrent NFS client with semaphore-guarded state machine and TTL-expiring caches

paperweight

• RSS-first fetch routing with batched arXiv API fallback and Tenacity retry at 3 external boundaries
• Golden-set scoring validation and SQLite-backed offline integration testing
• Published to PyPI with 1:1 test-to-source ratio across 15 test files

nullscope

• 33 ns/call disabled overhead (matching bare function call cost) verified via GC-disabled benchmarking
• contextvars-based async-safe scope hierarchy with token-reset semantics
• Published to PyPI with OIDC trusted publishing and 5-version CI matrix

Traffic Object Detection Model

• Benchmarked 8 architectures (YOLO, SSD, Faster R-CNN)
• 76% mAP on custom traffic dataset

Support and Systems Engineer

ELEMENTS

Tier 2/3 Linux support for enterprise media environments.

• Tier 2/3 Linux troubleshooting for enterprise media clients
• Custom Python API integrations for client services
• Cross-timezone international collaboration

Founder & Systems Engineer

Latido203 Creative LLC

Founded technical consultancy serving creative agencies.

• Led six-figure, 5-person app development initiative
• Administered AWS infrastructure (EC2, Route53, SES)
• Continued as technical consultant through 2024

IT Coordinator

Brisa Del Mar Strategies

Technical infrastructure and data analysis for political campaign.

• GPT-powered meeting minutes system (2 hours → 5 minutes post-meeting)
• WireGuard VPN deployment on Raspberry Pi/Docker
• Full data recovery after critical drive failure

Post-Baccalaureate Studies

Glendale Community College

Computer Science and Mathematics

• Data Structures, Discrete Mathematics, Computer Architecture, Calculus sequence

Bachelor of Arts

California State University, Los Angeles

Political Science and Government

• Summa Cum Laude, 3.9/4.0 GPA
• Computer Information Systems minor
• Best Undergraduate Paper Award
• National Pi Sigma Alpha writing nominee

Associate Degree for Transfer

Glendale Community College

Political Science and Government

• Academic Honors at graduation
• Unix/Linux systems coursework

Best Undergraduate Political Science Paper

California State University, Los Angeles

Faculty-selected outstanding research showcasing superior analytical thinking and methodology.

Eagle Scout Rank

Boy Scouts of America

Highest rank achieved by only 4% of scouts, demonstrating exceptional leadership and project execution.

Eagle Scout Project Leader

Boy Scouts of America

Planned and executed community service project, demonstrating project management and leadership.

• Multi-level approved project plan
• Team-based implementation management
• On-spec community project delivery