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F/S

Use Cases

Small systems for real operational friction.

A good use case starts with a recurring problem, turns into a simple workflow, and ends as something another person can actually use.

These examples are deliberately practical. Not every system needs to be enterprise software; the point is turning ambiguity into repeatable work.

01

Founder Ops Sprint

From a loose founder backlog to a rhythm the team can follow.

For small teams where tasks, decisions, and follow-ups too often disappear between Slack, memory, and the calendar.

Operating MapDecision MemosWeekly RhythmFounder Support

System

  • Operating map for goals, roles, open questions and recurring routines
  • Decision memos so important calls do not live only in conversation
  • Weekly rhythm with review, prioritization and clean follow-through

Evidence

  • Shaped by founder-adjacent work at Dish Tennis and venture projects at Peppermint
  • Focused on handoffs, priorities, and work that should not depend on one person remembering everything
02

CareerOS

Running a job search with structure instead of scattered notes.

CareerOS brings scouting, evaluation, application assets, follow-ups, and learning loops into one readable Personal HQ. It is inspired by Career-Ops thinking, but intentionally smaller and human-in-the-loop.

Personal HQAI BriefingsHITLSource-backedCareer Ops

System

  • Job pipeline with status, source, fit signal, priority and next action
  • Role taxonomy for Founder Ops, Strategy & Ops, Venture Builder, and AI-adjacent operator roles
  • AI briefs with sources, risks, open questions, and a story hypothesis

Evidence

  • Live system for research, applications, follow-ups and profile work
  • Tech stack: ChatGPT, Codex, Antigravity, Markdown/JSON, source links and checklists
03

Web Systems

Building websites that do more than look polished.

For BayHaus, that meant fast pages, clear content, social sharing, SEO, agent-readable discovery files, an admin portal, and infrastructure that stays maintainable day to day.

Astro / ReactSEOPerformanceFirebaseAdmin Layer

System

  • Live website for property marketing, references, contact flow, and brand presence
  • SEO, social, and agent-discovery layer with sitemap, Open Graph tags, structured data, and llms.txt
  • Admin portal as a lean CRM for content, media, image audits, import workflows and operational maintenance
  • Hosting, domain/DNS, email, and Firebase as one coherent operations layer

Evidence

  • bayhaus.de is a real website, not a portfolio mockup
  • Tech stack: Vite, React, TypeScript, TailwindCSS, shadcn/ui and Firebase
  • The case study documents website, content operations, SEO, agent readability, and infrastructure together
04

AI Automation

Turning recurring research and writing work into usable outputs.

AI is a productivity layer: useful for speed and structure, but always paired with human review and source discipline.

ResearchSynthesisReviewn8nMCP

System

  • Research briefs, comparison tables, and decision material
  • Drafting workflows for profiles, applications, use cases and website copy
  • Review loops so outputs stay checkable, correctable, and reusable

Evidence

  • Daily use of AI coding assistants and research workflows
  • Useful when a recurring bottleneck is clear enough to be described as a workflow

Next step

The best start is a concrete bottleneck.

Once the friction is clear, it can become a workflow, a template, or a first working system quickly.

Send the bottleneck