🍁 ML Engineer @ Netflix · Waterloo & McGill alum

Toronto → Waterloo → Montreal → New York → Seattle → San Francisco

Makes things. Some of them even useful.

Core contributor to Metaflow.

• 🔩 metaflow-backend-kit — Scaffold, validate, and compliance-test Metaflow compute backends
• 📜 metaflow-contracts — Catch bad data between Metaflow steps before it corrupts your pipeline.
• 🔬 metaflow-dataprofiler — Instant EDA reports on every DataFrame in your Metaflow steps — zero code changes.
• ✋ metaflow-hitl — Pause Metaflow pipelines for human review with zero compute cost
• 🗄️ metaflow-local-service — Track Metaflow runs anywhere without a database — starts on demand, stops when idle.
• 🔧 metaflow-mcp-server — Ask your agent to inspect runs, logs, and artifacts instead of writing debug scripts.
• 🔔 metaflow-notifications — Step failure alerts for Metaflow pipelines.
• 🧰 metaflow-orchestrator-kit — Build correct Metaflow orchestrators with a compliance test suite and scaffold
• 🎛️ metaflow-optuna — Parallel hyperparameter tuning with true adaptive TPE — no sequential bottleneck.
• 🔥 metaflow-profiler — Flamegraph profiling card for Metaflow steps.
• 🚀 metaflow-serve — Deploy ML models from Metaflow flows with full lineage tracking.
• 🪶 metaflow-serverless — Serverless Metaflow metadata service — free-tier Postgres, zero setup.
• 📈 metaflow-traincard — Live loss curves, GPU telemetry, and checkpoints in your Metaflow run card.

• 🌐 metaflow-akash — Run Metaflow steps on Akash's decentralized cloud without vendor lock-in.
• 🐟 metaflow-bacalhau — Run Metaflow steps on distributed Bacalhau compute without rewriting your workflow.
• 🏗️ metaflow-gha — Run Metaflow steps on free GitHub Actions VMs — no cloud account needed
• ⚡ metaflow-modal — Run Metaflow steps on serverless GPUs — no infrastructure to manage.
• 🔐 metaflow-phala — Run Metaflow steps inside Phala Cloud TEE CVMs with one decorator.
• 🏖️ metaflow-sandbox — Metaflow steps in millisecond-start sandboxes with cloud-scale fanout and consistent deps.

• 🔷 metaflow-dagster — Dagster scheduling, observability, and UI for your Metaflow pipelines.
• 🦅 metaflow-flyte — Schedule and monitor your Metaflow pipelines through Flyte without rewriting them.
• 🌊 metaflow-kestra — Kestra scheduling, triggers, and UI for your Metaflow pipelines.
• 🧙 metaflow-mage — Mage pipeline orchestration and UI for your Metaflow flows.
• 🛰️ metaflow-prefect — Prefect scheduling, deployments, and UI for your Metaflow pipelines.
• ⏱️ metaflow-temporal — Temporal scheduling, durable workflows, and UI for your Metaflow pipelines.
• 🌪️ metaflow-windmill — Windmill workflow automation and UI for your Metaflow pipelines.

• ⭐ awesome-metaflow — Every Metaflow extension worth knowing, curated and organized.

• 📊 agent-insights — Persistent dashboard that scores every AI coding session and auto-applies project instruction-file fixes.
• 🧩 claude-skills — Reusable slash-command workflows that make Claude Code reliable on complex tasks.
• 🗺️ deeprecon — Map markets, score white-space, and generate DD reports before you build.
• 🧭 elicit — Know what to build next from your customer interviews.
• 🔎 evidencekit — Multi-provider web search — parallel fanout across 12+ providers with policy routing, dedup, and rerank.
• 🕵️ github-roast — Detect PR farming and rank OSS contributors for program admissions in minutes.
• 👻 ghostwriter — Autonomous AI content engine with anti-slop quality gates.
• 🔀 interchange — Route multi-agent tasks to the right AI model — automatically
• 🗜️ kompact — LLM context compression proxy — 40–70% token savings, zero code changes.
• 💬 morphly — Write once, land differently for everyone — adapts messages to each recipient's communication style.
• 🎨 oh-my-claude — Real-time context, spend, CI, and runtime status inside Claude Code.
• ⚙️ rampart — Durable LLM agent runtime — crash recovery, budget limits, and permission enforcement built in.
• 🔭 sessionlog — Real-time ingestion and storage for AI coding agent sessions.
• 🔁 session-sync — Switch from Claude Code to Codex or any AI coding agent without losing your session
• 💳 stripe-analytics-mcp — 30-second Stripe morning check: MRR, churn, failed payments, and expiring trials.
• 🪄 summon — Summon a working project from a single sentence.
• 📰 upshot — One daily brief that deduplicates and prioritizes all your newsletter and RSS inputs.

• 🔓 clawbreaker — Dynamic, adversarial sandbox testing to catch malicious OpenClaw skills before install.
• 🛡️ memshield — Stop memory poisoning attacks on your AI agents.
• 🤠 outclaw — Inline content firewall for secrets, prompt injection, unsafe domains, and risky tool calls.

• 🔗 ibc-explorer — Trace multi-hop IBC transfers, decode denom hashes, and catch stuck packets
• 🦞 moltbook-analysis — Forensic teardown of an AI-only social network. (Read the report)
• 📦 nebraska-analysis — Find the packages your entire supply chain depends on without knowing it
• 🟠 ordisat — Query Bitcoin addresses, Runes tokens, and Ordinals inscriptions in one API call
• 📉 perpscan — Cross-chain perpetual DEX analytics — unified positions, liquidations, and funding rates
• ✈️ skypulse — Zero-setup browser globe tracking 6,000+ live aircraft in real time.
• 🚢 spyglass — Real-time global ship traffic map with live AIS and instant drill-down.

• 🏷️ airline-codes — Lightweight npm dataset for airline IATA/ICAO lookups.
• 🧱 cssbox — Fast embeddable Rust CSS layout engine for document rendering without a browser.
• 💻 localbatch — Test AWS Batch workloads locally without an AWS account.
• 🚔 oxicop — 2-30x faster RuboCop-compatible linter in Rust with parallel checks.
• 🏜️ sandrun — Run code in fast, isolated cloud sandboxes — swap backends without rewriting your integration.

Digital adaptations of classic board games — vanilla HTML/CSS/JS, no dependencies.

• 🏭 brass-birmingham — Full-fidelity digital adaptation with hotseat multiplayer and era-accurate gameplay.
• 🍔 food-chain-magnate — Browser adaptation with complete rules, milestones, and procedural maps.
• 🌌 galactic-uprising — Asymmetric rebellion-vs-empire strategy with hidden-base pressure and AI opponent.
• ⚔️ mage-knight — Solo deckbuilding conquest with deep tactical combat and rich map generation.
• 🎲 too-many-bones — Solo dice-builder RPG adaptation with tactical grid combat and branching encounters.
• 💍 war-of-the-ring — Browser-based asymmetric epic with hidden Fellowship movement and Shadow AI.

• 🏠 centris — Montreal home-price prediction pipeline.
• 📺 friends-chatbot — Chatbot built on the Friends TV corpus.
• 🧠 MemN2N — End-to-end Memory Networks in Theano.
• 💡 MemNN — Memory Networks in Theano.
• 🧬 RNN-EM — RNNs with external memory.
• 🗣️ ubottu — Next-utterance classification.