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tanaikech/README.md
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Ph.D. in Physics GDE Outstanding GDE Award 1st Place Stack Overflow



🌌 Physicist ∩ Google Cloud Lakehouse Pioneer ∩ AI Agent Systems Architect

Bridging first-principles physical thinking with deterministic software automation, serverless micro-sandboxes, open lakehouse engines, and autonomous multi-agent orchestration.


Website Medium Zenn Qiita DEV Gists Donate


πŸ‘¨β€πŸ’» Executive Summary & Scientific Philosophy

I hold a Ph.D. in Physics and serve as a globally recognized Google Developer Expert (GDE) for Google Workspace (awarded 1st Place in the Outstanding GDE Award, September 2025).

My methodology is rooted in First Principlesβ€”dissolving systemic boundaries by identifying underlying invariants. Emerging concepts often materialize during sleep, which I subsequently engineer into reproducible, production-grade architectures. Inventions stemming from this exploratory paradigm have been actively deployed across electronics, industrial machinery, structural architecture, and aerospace engineering.

In software systems, my work dismantles the traditional runtime, quota, and storage constraints of the Google ecosystem:

  • Compute Bound Elimination: Offloading untrusted script execution from Google Apps Script into sub-second gVisor micro-sandboxes.
  • Enterprise Storage Elasticity: Converting standard Google Sheets grids into petabyte-scale Apache Iceberg ACID lakehouse consoles via BigQuery serverless pushdown.
  • Autonomous Intelligence: Pioneering the Recursive Knowledge Crystallization (SKILL.md) framework and the Agent-as-a-Tool paradigm for stateful, zero-trust AI agent scaffolding.

πŸ›οΈ Unified System Architecture

flowchart TB
    subgraph Hub["<b>Central Workspace Orchestration</b>"]
        direction TB
        GAS["<b>Google Apps Script (GAS)</b><br/>Enterprise Workflows & Data Pipelines"]
    end

    subgraph Compute["⚑ Sub-Second Isolated Execution"]
        CR["<b>cloud-run-sandbox-gas</b><br/>Cloud Run Sandboxes (gVisor)<br/>Sub-Second Python / Bash Execution"]
    end

    subgraph Storage["🧊 Petabyte Lakehouse & ACID Storage"]
        ICE["<b>IcebergApp</b><br/>Apache Iceberg on GCS + BigQuery<br/>Differential ACID Mutations & Multimodal Vector Search"]
    end

    subgraph Intelligence["πŸ€– Autonomous AI Agent Scaffolding"]
        ADK["<b>adk-gas (GASADK)</b><br/>Planner-Executor-Synthesizer (PES)<br/>Recursive Knowledge Crystallization (SKILL.md)"]
    end

    subgraph Terminal["πŸ’» Terminal & Local CLI Gateway"]
        GGS["<b>ggsrun (v5 FD Mode)</b><br/>High-Performance Go CLI / TUI Dual-Pane Filer<br/>Unified MCP Gateway"]
    end

    GAS -->|"Sub-second REST Dispatch (200-450ms)"| CR
    GAS -->|"Predicate Pushdown & Writeback"| ICE
    GAS <-->|"Autonomous Tool Execution & Delegation"| ADK
    GAS <-->|"CLI Execution & MCP Tool Calling"| GGS

    classDef core fill:#1a73e8,stroke:#1558b0,stroke-width:2px,color:#ffffff;
    classDef comp fill:#202124,stroke:#4285F4,stroke-width:1.5px,color:#ffffff;
    class GAS core;
    class CR,ICE,ADK,GGS comp;

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πŸš€ Flagship Breakthroughs & Recent Innovations

Deterministic Sub-Second Code Execution for Google Apps Script via gVisor Micro-Sandboxes

  • Bypasses the GAS 6-minute wall-clock timeout and V8 runtime limitations by coupling Google Apps Script with Cloud Run Sandboxes (--sandbox-launcher).
  • Dispatches dynamic Python and Bash payloads over lightweight REST endpoints with deterministic 200–450 ms execution latency.
  • Enforces Zero-Trust micro-virtualization, scale-to-zero operational efficiency (within the Always Free tier), and zero disk I/O headless in-memory plotting (Agg / BytesIO).

🧊 IcebergApp

Unifying Google Workspace and Apache Iceberg: Serverless Lakehouse Management

  • Transcends the rigid 10-million cell limit of Google Sheets, transforming ordinary spreadsheets into interactive, microsecond-tolerant ACID consoles for petabyte-scale Apache Iceberg tables on Google Cloud Storage.
  • Employs BigQuery as a serverless query accelerator for predicate pushdown over Parquet metadata, achieving sub-second analytics and time travel without reverse ETL SaaS.
  • Features Bidirectional Writeback for differential row-level ACID mutations and Serverless Multimodal Vector Search across Google Drive binary assets and embeddings.

Autonomous Multi-Agent Orchestration & Planner-Executor-Synthesizer Framework

  • Embeds state-of-the-art AI Agent capabilities directly into Google Apps Script environments.
  • Implements the Planner-Executor-Synthesizer (PES) model to resolve execution time barriers, supporting autonomous tool use, recursive function calling, and hierarchical subagent delegation (invoke_agent).

⚑ ggsrun

High-Performance Google Apps Script Execution Engine & Drive TUI Filer

  • Written in Go. Executes GAS functions instantly from local command lines, terminal workflows, and GitHub Actions CI/CD pipelines.
  • Features an interactive dual-pane TUI filer (FD Mode) for synchronized local/Drive management, coupled with a native Model Context Protocol (MCP) server for LLM agent integration.

πŸ“š Foundational Handbooks & Core Repositories

Repository Focus Area Description
taking-advantage-of-google-apps-script Architectural Handbook Definitive guide on batching, resumable uploads, and advanced optimization in GAS.
taking-advantage-of-Web-Apps-with-google-apps-script Web App Frameworks Comprehensive patterns for building high-concurrency microservices, webhooks, and APIs on GAS.
gas-fakes Emulation & CI/CD Node.js mocking framework enabling offline testing, WIF authentication, and GitHub Actions CI/CD for GAS.
goodls Cloud CLI Utility High-concurrency Go CLI engineered for structured, recursive downloads and batch operations on Google Drive.
Google-Apps-Script-Library-Database Community Registry Curated directory indexing public Google Apps Script libraries to foster discovery and logic reusability.

πŸ”¬ Scientific Publications & Theoretical Research

  • Planetary Acoustic-Gravity Sensing: Capturing Volcanic Lamb Waves and Blast Yields with Netatmo Weather Networks (ESS Open Archive, 2026). Integrating continuous 20-minute GAS Drive IoT ingest with Antigravity CLI and first-principles continuum mechanics to reconstruct shockwave velocities with 98.5% precision.
  • Autonomous AI Evolution: Recursive Knowledge Crystallization: A Framework for Persistent Autonomous Agent Self-Evolution (2026). Markdown-driven knowledge transfer (SKILL.md) enabling cross-session zero-shot learning across Antigravity and Gemini CLI.
  • Agent Orchestration: Agent-as-a-Tool: A New Era of AI Orchestration (2026). Mitigating Tool Space Interference (TSI) via dynamic semantic discovery and zero-trust execution boundaries.
  • Ecosystem Analytics: StackOverflow Trends Annual Reports. Longitudinal statistical modeling tracking the architectural transition from manual community assistance to Generative AI ecosystems in developer workflows.

πŸ› οΈ Technology Matrix

Languages      : Google Apps Script (V8), Go, TypeScript, JavaScript, Python, Bash
Cloud & Infra  : Google Cloud Platform (Cloud Run, BigQuery, Cloud Storage), gVisor, Docker, Linux/WSL2
Data Engines   : Apache Iceberg, Parquet, Vector Embeddings, BigQuery Serverless Pushdown
AI Architecture: Gemini API / Ultra, Antigravity CLI, Gemini CLI, ADK, MCP, A2A Protocol, Agent Skills
CI/CD & DevOps : GitHub Actions, Workload Identity Federation (WIF), gas-fakes, Hugo

πŸ“ˆ Global Impact & Metrics

Pinned Loading

  1. taking-advantage-of-google-apps-script taking-advantage-of-google-apps-script Public

    Here, CLI tools, libraries, Add-ons, Reports, Benchmarks and Sample Scripts for taking advantage of Google Apps Script which are publishing in my blog, Gists and GitHub are summarized.

    449 49

  2. taking-advantage-of-Web-Apps-with-google-apps-script taking-advantage-of-Web-Apps-with-google-apps-script Public

    This is a report to take advantage of Web Apps with Google Apps Script (GAS).

    347 43

  3. adk-gas adk-gas Public

    GASADK: Agent Development Kit for Google Apps Script. Build AI agents with Gemini API, MCP, A2A, Agent Skills, Human-in-the-Loop (HITL) suspension/resumption, token quota safeguards, and dynamic Go…

    JavaScript 7

  4. Google-Apps-Script-Library-Database Google-Apps-Script-Library-Database Public

    This is for the Google Apps Script Library Database and a web application for searching the libraries..

    HTML 143 14

  5. goodls goodls Public

    A high-performance CLI tool to concurrently download shared files and entire folder structures from Google Drive, featuring multi-progress UI and robust conflict resolution.

    Go 538 47

  6. ggsrun ggsrun Public

    High-performance Google Drive CLI and Model Context Protocol (MCP) Server for LLM/AI agents. Natively execute Google Apps Script (GAS) under a secure whitelisted runtime sandbox, automate transfers…

    Go 172 18