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@rynald0cst0ltziam
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🐍
Focusing on Warden AI

Rynaldo Stoltz rynald0cst0ltziam

🐍
Focusing on Warden AI
AI Engineer | Plugin developer | Ex-WooCommerce & Automattic (2015-2024) | STSE | Mamba | Warden AI | WooUP | HPOSKit | Mathematics | Astrophysics

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rynald0cst0ltziam /README.md

Hi, I’m Rynaldo 👋

AI Engineer | Plugin developer | Ex-WooCommerce & Automattic (2015-2024) | STSE | Warden AI | Mamba | HPOSKit | x

I design and ship production-grade tools that replace manual workflows, improve performance, and scale quietly in the background.


I Work On

WooCommerce systems (caching, infrastructure, plugins) | AI tools (plugins, extensions, internal tooling) | Automation and internal tools for operational workflows


Research & Side Work

I spend time on independent research and exploratory work eg. Number theory and discrete dynamics (e.g. Collatz / 3n+1 and related problems) | Constraint-based approaches to cycle impossibility and structural exclusion | Erdos problems | Conjectures | Astrophysics and orbital dynamics, including sungrazing comets (even discovered a rare non-group comet here). This work is exploratory and research-driven rather than product-focused.


Selected Projects

🐍 Mamba : A Woo-native caching stack focused on real-world store performance and operational simplicity.

🛡️ Warden AI : A structurally-verified context optimization engine for AI coding agents that reduces token consumption by 50–90% through code-aware pruning, intelligent context selection, durable agent memory, and reversible compression—backed by trust guards, shadow-mode evaluation, confidence scoring, and automatic regression rollback.

👑 Titles.lol : A public status marketplace built on the same pay-to-hold, outbid-to-take mechanic that made Outbid.lol compelling—except instead of competing for business rankings, you compete for ridiculous, verifiable titles. Claim yours, get a signed certificate and public profile, defend your position as the price rises, or get publicly defeated by the next person willing to pay more. One holder. One crown. No accounts. Just status, rivalry, and the question of who deserves the title.

🍕 Pizzafeud : A playful public bidding platform for settling the internet’s most important arguments. Pick a side, make your case, and outbid the opposition to take the top spot on the leaderboard—with every bid and message becoming part of the permanent food fight.

🛠️ HPOSKit : A free, open-source browser-based utility for WooCommerce developers that scans plugin ZIPs for HPOS compatibility issues, automatically patches supported legacy patterns, injects missing compatibility declarations, and generates a ready-to-install fixed plugin—all locally on your machine with no uploads or tracking.

👻 Collatz-ghost : A certificate-based 2-adic Collatz cycle pattern prover that analyzes Collatz trajectories in the 2-adic domain, generating verifiable certificates to rule out entire families of nontrivial cycles without brute-force enumeration.

🧮 Beal Conjecture Diophantine Engine : A high-performance C/AVX2 computational engine for targeted searches of the Beal Conjecture, using modular killing sieves and deterministic verification to eliminate candidate solutions at scale.

🌻 Erdős $k=3$ Sunflower Decay Engine : A bitmask-accelerated computational search tool that isolates the $\log(n)$ spreadness artifact in the Erdős-Rado Sunflower Conjecture ($k=3$ Regime), generating verified maximally-dense extremal subsets using simulated annealing.


Technical Domains

Languages : PHP · TypeScript · JavaScript · Python · Go · Rust · C Platforms & Systems : WordPress / WooCommerce (9+ years) · Node.js · Zendesk (Admin + ZCLI) · Docker AI : End-to-end ownership — problem framing, systems, integration, deployment Tooling : Git · WP-CLI · REST APIs · Internal CLIs · Automation pipelines


Background

Spent nearly a decade at Automattic, first as a STSE and later as an AI Solutions Engineer, building internal tools, plugins, and systems used daily by global support teams. Owned AI-related tooling end to end, led high-stakes migrations, and shipped solutions that remain in active use.

Pilot-trained — discipline and precision carry over directly to engineering and research.


Links

🌐 LinkedIn

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  1. Collatz-ghost Collatz-ghost Public

    This tool proves that specific exponent patterns cannot correspond to integer Collatz cycles. Unlike testing individual integers, we enumerate the pattern space — proving structural impossibility.

    Python 1

  2. Beal-Conjecture-Diophantine-Engine Beal-Conjecture-Diophantine-Engine Public

    A high-performance C/AVX2 computational framework for exhaustively searching for counterexamples to the Beal Conjecture — pushing significantly deeper than previous published records.

    C 1

  3. Warden-AI Warden-AI Public

    The structurally-verified context layer for AI coding agents. Cut 50-90% of your agent's token spend.

    TypeScript 9 2

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