The bait, then the rug-pull.
Micky Shimeles builds with AI writing 95% of his code and he is an actual engineer. This conversation is the blueprint: the exact harness, the context tools, the feedback loops, and the mindset that separates builders who ship from builders who are still fixing one more feature.
Who's talking.
Where the time goes.
01 · What is a harness?
Harness vs model: model predicts next token; harness wraps it with tools, system prompts, markdown files. Cursor above Claude Code above Codex. GPT-5.5 xHigh Fast for logic, Opus 4.7 Max for UI.
02 · opensrc: replace docs with the actual repo
Vercel opensrc tool dumps any package source into repos/ folder. Reference codebase in prompts. Agent finds exact functions. Context stays lean via search tools, no RAG needed.
03 · Code structure skill: service layer
After every feature run a service-layer refactor skill. Reusable functions, no duplicated logic. Clean codebase means tight context for next agent session.
04 · greploop: autonomous PR review until 5/5
Push PR, run /greploop, agent reads PR, gets Greptile confidence score 1-5, fixes feedback, loops until 5/5. Ships 9/10 PRs autonomously.
05 · Stack choices optimized for agents
Svelte over React (HTML+TS, no footguns). Convex over Supabase (backend is pure TS code, no dashboard). Open-source libraries: give agent the repo.
06 · Mindset and model investment
Best-in-class models matter. 200 per month subsidized. Autonomous greploop runs prove the ROI. Claude used to negotiate a contract 3x higher.
07 · Launch early, be delusional
SF founders launch half-broken MVPs, raise millions, ship v2. You are still fixing one more feature. Delusion plus belief equals launch equals real feedback.
08 · Cybersecurity in the agentic era
Passphrase for voice clones, 2FA via Authenticator not SMS, password manager, 14-day package rule, paste breach tweet into Claude to check exposure.
09 · Future: knowledge work boom
More bullish on knowledge work than agentic engineering. Tooling lags models. Non-technical is no longer an excuse. Field resets every six months.
Lines you could clip.
"Vibe coding offshores the thinking to the agent. Agentic engineering: you do the thinking, then let your minions do the work."
"The model is a really dumb person with photographic memory."
"Code is the single best source of truth. Human-written docs are the worst."
"That belief is why they raised ten million and we are still fixing one more feature."
"Never install a package younger than fourteen days."
"Even our thinking changes every six months. Last year we were stuffing the agent with context. Now we do the complete opposite."
Things they pointed at.
Word for word.
Steal the loop, not just the stack.
The greploop is the unlock: an autonomous PR review cycle that runs until the agent earns a 5/5 review score before merging, and it only works because of small PRs and clean service layers.
- Add opensrc to your harness: fetch any thin-docs library repo into your codebase folder and reference it in every prompt instead of guessing from human-written docs.
- Run a code-structure pass after every feature, not for the human, for the next agent session picking it up cold.
- Keep PRs minimal so the review loop can close cleanly; a 100-line PR with a 5/5 score ships faster than a 5000-line PR you are hand-reviewing.
- Pick frameworks where the syntax is familiar model territory (Svelte, not React hooks) and backends where everything is code (Convex, not a GUI dashboard).
- Add the 14-day package rule to your CLAUDE.md so the agent never installs a fresh supply-chain attack vector.
- The field resets every six months; catching up is cheap if you treat non-technical as temporary, not a fixed identity.
What this means if you use AI tools daily.
The difference between AI making you 2x faster and 10x faster is whether you keep thinking or hand the thinking over.
- Write the plan before you prompt. Not for the AI, for you. The plan keeps you in the driver seat and makes the output reviewable.
- Keep requests small and specific. The smaller the task, the better the output.
- Never install software that appeared in the last two weeks, especially if someone is pushing it urgently online.
- When a breach hits the news: paste the headline into Claude and ask if you are affected; it can scan your files and answer in seconds.
- The people racing ahead with AI are not more technical. They are more willing to launch broken things in public and iterate fast.






































































