Author of upstream memory safety patches to Turso's libSQL engine and Qdrant, alongside GG Loop LLC’s twin commercial pillars: Gaming Integrity Telemetry & Community Tournaments and DJ JRIP DFW Live Event Audio (strictly settled via Stripe).
Rust & TypeScript telemetry signing (HMAC-SHA256 replay protection), upstream DB patches (Turso libSQL, Qdrant), and scoped engineering sprints settled cleanly through Stripe.
Free-to-enter skill tournaments rewarding players with verified grocery gift cards ($265+ prize pools), funded by local brand sponsors via Stripe Checkout.
Open-format DFW live DJ & blend curator running dual 4,000W Bose F1 arrays, curated mix decks, real-time Booth Chat, and instant Stripe date-lock retainers.
sqlite3_close. PR #2309 reclaims ownership with Box::from_raw, dropping heap-allocated references deterministically.
Exact Facet Hits: - value: "old_tag", count: 0 <-- STALE LEAK - value: "archived", count: 0 <-- STALE LEAK - value: "active", count: 2 Violation: Exact counts diverged from approximate sampling.
Exact Facet Hits: - value: "active", count: 2 Parity Guaranteed: assert_eq!(exact, approx); Zero-count points excluded.
exact_facet_after_move() in read_view/ops/facet.rs, validating segment points update from keys a, b to c omit all zero counts across shard moves.
Benchmark the Web Crypto API HMAC-SHA256 telemetry signing engine live directly inside your local browser runtime.
Diagnosed and resolved an upstream C FFI memory leak in SQLite update hooks (#2295). Implemented context deallocation in Rust via Box::from_raw on connection disconnect, authored an integration regression test verifying captured Arc pointers are dropped on close, and gated Windows build dependencies. Verified clean across 28 integration tests.
Resolved an open regression in Qdrant's embedded Edge shard (#11409) where exact facet counts listed moved or deleted values with count: 0, violating facet parity with approximate queries. Implemented live positive-count filtering in exact_facet and authored regression tests verifying zero-count hits are omitted after points update.
Resolved an upstream integer index correctness bug (#11379) where floating-point bounds outside the i64 range caused saturating cast overflows (ceil() as i64), corrupting filter predicates. Implemented out-of-range bound normalization and authored unit regression tests asserting exact query parity across i64::MIN, 1, and i64::MAX.
Live interactive developer security tool for auditing webhook delivery integrity. Real-time validation of canonical HMAC-SHA256 signatures, detection of expired replay attacks within a 5-minute sliding window, and payload tamper isolation.
Lightweight, zero-rootkit user-space game session tracker and idle fraud detector. Utilizes native Win32 APIs (GetForegroundWindow) with cryptographic HMAC-SHA256 session signing under 0.05% CPU footprint.
Deterministic AI agent execution attestation core with cryptographic DOM hashing, SHA-256 tamper detection, and Stripe webhook idempotent reconciliation pipelines.
Immutable append-only double-entry ledger architecture modeled on multi-million dollar ATM transaction clearing networks. Enforces balanced debit/credit invariants with database-level advisory locking (pg_advisory_xact_lock).
Automated public-interest regulatory telemetry and workforce compliance verification protocol. Recognized and acknowledged under European NLnet Foundation open-source grant program (Call 2026-11-402).