#Founder's Log
11 articles — newest first.
- 6 min read
How I Went From My First Dev Job to Building AI Systems
Five years, honestly told: an ASP.NET healthcare backend in 2021, full-stack MERN through the ChatGPT shift, nights of embeddings homework, and finally shipping five AI products solo. The journey, without the gloss.
- 6 min read
I Shipped 5 Products in 12 Months — Solo, Unfunded, and Faster Than Most Teams Ship One
Five production systems — a Rust desktop cockpit, a workflow engine, a local-first AI finance agent, and two autonomous pipelines — designed, built, and shipped by one engineer. Here's the operating model.
- 6 min read
Vision Over Syntax: I Design the Entire Product in My Head Before the First Commit
Syntax is solved; vision is not. How architecture-first thinking — data contracts, trust boundaries, and deliberate refusals — is the real engineering skill in the AI era, shown through shipped products.
- 7 min read
One Architect + Claude + MCP = A Full Engineering Squad: The Operating Model I'd Install at Your Company
The exact three-layer operating model — architect, Claude Code, MCP-wired systems — that lets one engineer ship like a squad, and the 30-day plan for installing it inside a real company.
- 7 min read
Your Company Is Overpaying for AI by 80% — I Built a Live Simulator That Proves It
Most production AI traffic is simple or repetitive, yet it's billed at frontier-model prices. The cache → flash → frontier cascade that fixes the economics, with a live interactive cost simulator.
- 6 min read
My Networking Runs Itself: The LinkedIn Pipeline That Grew My Reach While I Slept
How I engineered consistency: an autonomous GitHub Actions pipeline that turns real work into scheduled LinkedIn posts, tracks state in Git, costs $0 to run — and what the same pattern automates inside a company.
- 6 min read
The $0 Content Engine: My Blog Writes, Commits, and Deploys Itself Twice a Week
A cron-scheduled pipeline drafts articles with Gemini, writes MDX, commits to Git, and redeploys the static site — no CMS, no server, no database, no bill. The architecture of refusing infrastructure.
- 7 min read
I Built an AI Money Agent That's Structurally Incapable of Touching the Money
Sable is a local-first AI financial agent: all data in on-device SQLite, no cloud backend, and a Review & Confirm boundary where the model proposes but only a human commits. The trust architecture, explained.
- 7 min read
Everyone Said 'Just Use Electron.' I Wrote streamerOS in Rust — Here's What That Bought
streamerOS runs on the most contested consumer PC there is — game, encoder, OBS, chat. Why a Rust + Tauri core, on-device chat ingestion, and a MessagePack IPC bridge were the product decision, not a preference.
- 6 min read
The 94% Decision: One Architecture Call That Made IntegrateX Feel Instant
Persisting React Flow's UI objects nearly sank the product. Drawing a serialization boundary between view and domain cut payloads 94% — the reasoning behind the call, and how to audit your own product for it.
- 6 min read
Hire My Head, Not My Hands: What 5 Solo Products Prove That a Résumé Can't
AI made hands abundant; heads stayed scarce. The closing argument of the Founder's Log series — the architectural judgment pattern across five shipped products, addressed to the person deciding whether to interview me.