🍁 ML & Systems Engineer · Waterloo & McGill alum

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

Makes things. Some of them even useful.

Core contributor to Metaflow.

• 📊 agent-insights — Persistent dashboard that scores agent coding sessions and auto-applies instruction-file fixes.
• 🔄 claude-relay — Drop-in OpenAI and Anthropic API proxy server routing through Claude Code.
• 🧩 claude-skills — Reusable slash-command workflows that make Claude Code reliable on complex multi-step tasks.
• 🔀 interchange — Policy-based routing of multi-agent tasks to optimal AI models automatically.
• 🗜️ kompact — LLM context compression proxy — 40–70% token savings with zero code changes.
• 🎨 oh-my-claude — Statusline framework for Claude Code with live context, spend, CI, and runtime signals.
• ⚙️ rampart — Durable LLM agent runtime with built-in crash recovery, budget enforcement, and permission gates.
• 🧵 sagaflow — Run long-lived, durable agent workflows that outlive individual sessions.
• 🔁 session-sync — Switch from Claude Code to Codex or any AI coding agent without losing your active session.
• 🔭 sessionlog — Real-time ingestion and storage to see every tool call, error, and decision your agent made.
• 🐝 swarmd — Mission-enforced Claude agent runner — refuses to stop until success criteria pass, durable across crashes.

• 🔓 clawbreaker — Dynamic adversarial sandbox scanner that executes untrusted agent skills before install.
• 🚩 ctfbench — Automated benchmark evaluating autonomous AI coding agents against capture-the-flag security challenges.
• 🛡️ memshield — Stop memory poisoning and state corruption attacks on persistent AI agent memory.
• 🤠 outclaw — Inline content firewall for OpenClaw: secrets, prompt injection, unsafe domains, and tool risks.

• 🎭 botc-ai — Blood on the Clocktower AI spectator: browser simulation with LLM players, lock-based discussion, and real-time voting.
• 🦞 moltbook-analysis — Forensic network teardown of Moltbook, an AI-only social network of 41k+ agents. (Read the report)
• ✈️ skypulse — Zero-setup 3D browser globe tracking 6,000+ commercial aircraft in real time.
• 🚢 spyglass — Real-time global maritime traffic map with live AIS tracking and vessel emissions estimation.

• 🔬 metaflow-dataprofiler — Instant EDA reports on every DataFrame in your Metaflow steps — zero code changes.
• 📓 metaflow-jupyter — Jupyter-native Metaflow: multi-cell flows, DAG widgets, inline artifacts, and notebook-to-flow export.
• 📜 metaflow-logs — Ship Metaflow task logs to any OpenTelemetry-compatible backend.
• 🔧 metaflow-mcp-server — Inspect runs, logs, and artifacts directly from your AI coding agent.
• 🔔 metaflow-notifications — Step failure alerts and run lifecycle webhooks for Metaflow pipelines.
• 📊 metaflow-observability — Zero-config OpenTelemetry step metrics (duration, CPU, memory, disk, GPU).
• 🔥 metaflow-profiler — Interactive flamegraph profiling card for Metaflow steps.
• 📈 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 with no cloud account needed.
• ⚡ metaflow-modal — Run Metaflow steps on serverless GPUs with zero infrastructure overhead.
• 🔐 metaflow-phala — Run Metaflow steps inside Phala Cloud TEE Confidential VMs with one decorator.
• 🏖️ metaflow-sandbox — Millisecond-start Daytona/E2B cloud sandboxes with consistent dependencies.

• 📜 metaflow-contracts — Catch bad data between Metaflow steps before it corrupts your pipeline.
• 🚦 metaflow-coordinator — Coordinate shared services across parallel workers (queues, rate limiters, barriers, Redis, Postgres).
• ✋ metaflow-hitl — Pause Metaflow pipelines for human review with zero compute cost while waiting.
• 🗄️ metaflow-local-service — Track Metaflow runs anywhere without a database — starts on demand, stops when idle.
• 🎛️ metaflow-optuna — Parallel hyperparameter tuning with true adaptive TPE — no sequential bottleneck.
• 🚀 metaflow-serve — Deploy ML models from Metaflow flows with full lineage tracking.
• 🪶 metaflow-serverless — Serverless Metaflow metadata service on free-tier Postgres with zero setup.

• 🔩 metaflow-backend-kit — Scaffold, validate, and compliance-test Metaflow compute backends.
• 🔷 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-orchestrator-kit — Build correct Metaflow orchestrators with a compliance test suite and scaffold.
• 🛰️ 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, compute backend, orchestrator, and resource worth knowing, curated and organized.
• 🚀 awesome-tenstorrent — Curated academic research bibliography, peer-reviewed publications, and systems guide for Tenstorrent hardware, Tensix spatial cores, and TT-Metalium.

• 📐 context-bench — Benchmark any system that transforms LLM context: compressors, RAG rerankers, and memory managers.
• 🗺️ deeprecon — Map markets, score white-space opportunities, and generate diligence reports before you build.
• 🧭 elicit — Synthesize user interviews to discover exact customer pain points and feature priorities.
• 🔎 evidencekit — Multi-provider web search fanout across 12+ providers with policy routing, deduplication, and reranking.
• 👻 ghostwriter — Autonomous AI content engine with anti-slop quality validation gates.
• 🕵️ github-roast — Detect PR farming and rank OSS contributors for program admissions in minutes.
• 💬 morphly — Adapt messages to each recipient's communication style — write once, land differently for everyone.
• 📏 skill-bench — A/B test Claude Code skills and prompts with statistical rigor.
• 💳 stripe-analytics-mcp — 30-second morning SaaS health check via MCP (MRR, churn, failed payments, trial risk).
• 🪄 summon — Scaffold and generate a working full-stack project from a single sentence.
• 📰 upshot — Deduplicate, cluster, and prioritize daily newsletters and RSS feeds into one brief.

• 🏭 brass-birmingham — Full-fidelity digital adaptation of the top-ranked economic board game.
• 🍔 food-chain-magnate — Browser adaptation of Splotter's strategy classic with procedural maps.
• 🌌 galactic-uprising — Asymmetric strategy board game (Dominion vs. Liberation) in vanilla JavaScript.
• ⚔️ mage-knight — Solo deckbuilding conquest game with tactical combat and procedural map generation.
• 🎲 too-many-bones — Solo dice-builder RPG adaptation with tactical grid encounters.
• 💍 war-of-the-ring — Asymmetric epic with hidden Fellowship movement and Shadow AI.
• 🌱 worldseed — AI-generated infinite side-scrolling platformer powered by BytePlus Ark.

• 🏷️ airline-codes — Lightweight npm dataset for airline IATA/ICAO code lookups.
• 🧱 cssbox — Fast embeddable Rust CSS layout engine for document rendering without a browser.
• 🖼️ giphy-mcp-server — Search, trending, and random GIFs as MCP tools for AI coding agents.
• 🔗 ibc-explorer — Trace multi-hop Cosmos IBC transfers, decode denom hashes, and catch stuck packets.
• 💻 localbatch — Test AWS Batch workloads locally without an AWS account.
• 📦 nebraska-analysis — Find the hidden packages your entire software supply chain depends on.
• 🟠 ordisat — Query Bitcoin addresses, Runes tokens, and Ordinals inscriptions in one unified API.
• 🚔 oxicop — 2–30× faster RuboCop-compatible linter in Rust with native parallelism.
• 📉 perpscan — Cross-chain perpetual DEX analytics — unified positions, liquidations, and funding rates.
• 🔮 predictle — Endless Wordle-style game ranking live Manifold prediction markets by probability.
• 🏜️ sandrun — Run code in fast, isolated cloud sandboxes — swap execution providers with zero integration rewrites.

• 🏠 centris — Montreal real estate valuation and price prediction pipeline.
• 📺 friends-chatbot — Generative conversational agent trained on TV dialogue.
• 🧠 MemN2N — End-to-end Memory Networks in Theano.
• 💡 MemNN — Memory Networks for question answering in Theano.
• 🧬 RNN-EM — Recurrent neural networks augmented with external memory structures.
• 🗣️ ubottu — Ubuntu dialogue corpus next-utterance classification.