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npow/README.md

Nissan Pow

🍁 ML Engineer @ Netflix · Waterloo & McGill alum

Toronto β†’ Waterloo β†’ Montreal β†’ New York β†’ Seattle β†’ San Francisco

Makes things. Some of them even useful.

Core contributor to Metaflow.

Tokens Burned

Metaflow Ecosystem

Orchestrators

  • πŸ”· metaflow-dagster β€” Dagster scheduling, observability, and UI for your Metaflow pipelines.
  • πŸš€ metaflow-flyte β€” Schedule and monitor your Metaflow pipelines through Flyte without rewriting them.
  • 🌊 metaflow-kestra β€” Kestra scheduling, triggers, and UI for your Metaflow pipelines.
  • πŸ”€ metaflow-prefect β€” Prefect scheduling, deployments, and UI for your Metaflow pipelines.
  • ⏱️ metaflow-temporal β€” Temporal scheduling, durable workflows, and UI for your Metaflow pipelines.

Backends

  • 🐟 metaflow-bacalhau β€” Run Metaflow steps on distributed Bacalhau compute without rewriting your workflow.
  • πŸ”’ metaflow-phala β€” Run Metaflow steps inside Phala Cloud TEE CVMs with one decorator.
  • πŸ–οΈ metaflow-sandbox β€” Metaflow steps in millisecond-start sandboxes with cloud-scale fanout and consistent deps.

Developer Tools

  • πŸ—„οΈ metaflow-local-service β€” Track Metaflow runs anywhere without a database β€” starts on demand, stops when idle.
  • πŸ”§ metaflow-mcp-server β€” Ask your agent to inspect runs, logs, and artifacts instead of writing debug scripts.

Resources

  • ⭐ awesome-metaflow β€” Every Metaflow extension worth knowing, curated and organized.

AI/LLM Tools

  • πŸ”­ sessionlog β€” Real-time ingestion and storage for AI coding agent sessions.
  • πŸ”„ claude-relay β€” Drop-in OpenAI and Anthropic API server that routes through Claude Code.
  • 🧩 claude-skills β€” Reusable slash-command workflows that make Claude Code reliable on complex tasks.
  • πŸ§ͺ context-bench β€” Benchmark LLM context compressors, RAG rerankers, and memory managers.
  • πŸ‘» ghostwriter β€” Autonomous AI content engine with anti-slop quality gates.
  • πŸ—œοΈ kompact β€” LLM context compression proxy β€” 40–70% token savings, zero code changes.
  • 🎨 oh-my-claude β€” Real-time context, spend, CI, and runtime status inside Claude Code.
  • πŸ“Š stripe-analytics-mcp β€” 30-second Stripe morning check: MRR, churn, failed payments, and expiring trials.
  • πŸͺ„ summon β€” Summon a working project from a single sentence.
  • πŸ“° upshot β€” One daily brief that deduplicates and prioritizes all your newsletter and RSS inputs.

Security

  • πŸ”“ clawbreaker β€” Dynamic, adversarial sandbox testing to catch malicious OpenClaw skills before install.
  • πŸ›‘οΈ memshield β€” Stop memory poisoning attacks on your AI agents.
  • 🀠 outclaw β€” Inline content firewall for secrets, prompt injection, unsafe domains, and risky tool calls.

Explorations

  • 🦞 moltbook-analysis β€” Forensic teardown of an AI-only social network. (Read the report)
  • ✈️ skypulse β€” Zero-setup browser globe tracking 6,000+ live aircraft in real time.
  • 🚒 spyglass β€” Real-time global ship traffic map with live AIS and instant drill-down.

Libraries & Tools

  • ✈️ airline-codes β€” Lightweight npm dataset for airline IATA/ICAO lookups.
  • πŸ“¦ cssbox β€” Fast embeddable Rust CSS layout engine for document rendering without a browser.
  • πŸš” oxicop β€” 2-30x faster RuboCop-compatible linter in Rust with parallel checks.
  • πŸ“¦ sandrun β€” Run code in fast, isolated cloud sandboxes β€” swap backends without rewriting your integration.

Board Games

Digital adaptations of classic board games β€” vanilla HTML/CSS/JS, no dependencies.

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

ML Research

  • 🏠 centris β€” Montreal home-price prediction pipeline.
  • πŸ’¬ friends-chatbot β€” Chatbot built on the Friends TV corpus.
  • 🧠 MemN2N β€” End-to-end Memory Networks in Theano.
  • 🧠 MemNN β€” Memory Networks in Theano.
  • 🧠 RNN-EM β€” RNNs with external memory.
  • πŸ—£οΈ ubottu β€” Next-utterance classification.

GitHub Contribution Graph

GitHub

Pinned Loading

  1. MemN2N MemN2N Public

    End-To-End Memory Networks in Theano

    Python 130 41

  2. MemNN MemNN Public

    Theano implementation of Memory Networks

    Python 132 57

  3. ubottu ubottu Public

    Next Utterance Classification

    Python 136 44

  4. RNN-EM RNN-EM Public

    Recurrent Neural Networks with External Memory

    Python 30 10

  5. centris centris Public

    Predict real-estate prices in Montreal

    TeX 58 16

  6. friends-chatbot friends-chatbot Public

    A chatbot using the Friends TV Corpus

    Python 50 23