A form sends a URL. The bot decides whether the page lives in a repo it can change, and if so it triggers a CI workflow where an AI coding agent makes a fixed, repetitive edit and opens a pull request, then reports back into the Slack thread. Covers classifying a page via the GitHub contents API, the reusable-workflow pattern, an AI agent in CI, and a secured callback.
A report form sends a URL. The bot normalizes the URL, looks it up in a master spreadsheet to find who owns that page, and @mentions them in-thread, with sensible fallbacks. Covers URL normalization, an efficient bottom-up sheet lookup, and Slack mention resolution including subteam groups.
Parsing a multi-field Slack Workflow form into structured data, appending it to a Google Sheet, posting a review message with an Approve button, and on approval booking a Google Calendar event. Covers form parsing, the Sheets API, Slack interactive buttons, and the Calendar API.
Slack Workflow Builder dropped the outbound webhook action, so a form can no longer call your service directly. Here is how I worked around it by routing form submissions through a private channel that a bot reads, then DMing the requester a computed deadline, all without paying for a third-party connector.
Configuring AGENTS.md, code conventions, and GitHub Copilot review rules before the codebase exists. The patterns that make AI coding assistants useful instead of a slow drag.
Walking through the cloud, database, framework, and surrounding choices for a small internal tool on GCP. Why Cloud Run instead of GKE, why Postgres instead of NoSQL, why skip Redis, and the rest of the decisions worth thinking through before writing code.
A fullstack workflow tool for designers receiving creative work requests, built with Next.js 16, Drizzle on Cloud SQL Postgres, and Slack SSO. Deployed to Cloud Run with GitHub Actions CI/CD. Covers stack planning, AI-assisted development setup, and GCP infrastructure.
A Slack bot powered by Vertex AI Gemini with GCS-based knowledge base, deployed to Cloud Run with GitHub Actions CI/CD. Covers Python dev setup with uv, Flask REST APIs, Gemini integration, and cloud infrastructure.
Four internal operations automations driven by Slack Workflow Builder forms, wired to Google Sheets, Google Calendar, GitHub, and an AI coding agent. A Flask + slack-bolt bot on Cloud Run reads each form submission and turns it into the right action: a private DM, a spreadsheet row plus calendar event, an owner mention, or an auto-generated pull request.
AWS, K8s, GHA, Docker
Node.js, Python
React, Next.js, TypeScript
End-to-end features
Monitoring, Datadog
