The anti-slop ai coding prompt I’ve found the most success with is definitely “deepen modules and simplify interfaces”
It does such a good job with deduplication and centralization of core functionality, and gets the ai implementing much better levels of abstraction
It’s led to tons of consistency improvements, bug fixes, and, most rewardingly, reduced LOC. I run a deepening pass on every PR, and a nightly automation to tackle overdue maintenance
Comes from @JohnOusterhout’s Philosophy of Software Design (highly recommend), which I had read but didn’t fully leverage until @mattpocockuk put me onto it
Ask your agents for grander tasks - you’ll be surprised what they can accomplish
Push them further, expect more, and have them perform more of the end to end pipeline. I have a skill that takes a request/task/git issue/Trello card, builds it, lints, type checks, tests it thoroughly in a dev server, deepens modules, snaps screenshots and records a demo video, and puts up a PR with links
Everything that lands on your plate is way more mature and readier to review quickly
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Tag the incumbent in your industry and tell them why your startup with a fraction of the team size is going to eat their lunch
AI has turned small, strong dev teams into absolutely cracked producers that can disrupt legacy sitting duck companies whose software can nearly be replicated with a single prompt. Their laziness and bureaucracy is our opportunity
Here’s mine:
@BldgConnected, count your days. Anyone adopting your software today has no real sense of productivity or progress. @consightAI is going to win your market share
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This is your reminder to trim the unnecessary crap from your CLAUDE/AGENTS.md
Keep or add: domain specific terminology, tweaks against experienced bad behaviors, entry points for procedural validation skills
Remove: generic knowledge, instructions, how to think, or common sense industry practices
Models have gotten so good by default that they don’t need the same workarounds and instructions like “be thorough” and “think hard”
It’s a great time to start over from a blank doc and add what you absolutely need as you go
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There's no better time to bootstrap your business
Sucks that 8 subs isn't enough, but having 2, 5, 10, 15 subs is still cheaper than hiring*, which is great when you're a motivated founder and nobody else shares your determination and domain knowledge
If all you do is focus on the next feature, you'll find it tough to run out of usage. Tokens really drain when you optimize through hillclimbing
Favorite things to hillclimb:
- Reducing token use and steps-to-completion of our app's ai features
- Reduce time of latent/heavy app operations
- Reduce spend on hosting and db
- Reduce time and spend on ci
- Reduce memory usage of test/lint suite
*so long as you use them responsibly and set up well bounded systems, lint rules, evals, verification gates, feature flags, rollbacks, etc.
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It’s never been more important for builders to gather and iterate on user feedback
You need to be having ongoing conversations with your prospective users to hear straight from them what feels clunky, what’s overly complicated or confusing, whether the problem you’re trying to solve is genuine and painful, and how it needs to be adjusted to match their workflow
The edge of coding better or faster is diminishingly quickly with how helpful agents have become, which means that setting your product apart from the rest comes down to resonating with your users
Builders have the tendency to put their heads down and drive until the product is “perfect”, but unfortunately this seriously misses the mark in so many cases and you find yourself attempting to sell theory instead of practicality
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My cofounder has a tendency to flood our chat session with his stream of consciousness (questions about how features work, bugs, random ideas, low priority stuff)
So I set up jev to screen every message and classify it as a bug, feature, or chatter. If it’s a bug, Claude picks it up and works it immediately. If it’s a feature, it gets added to my Trello board in a special list of tasks never to do /s. Then Claude tells him when it’s done or answers the question against our codebase, using my writing style
He didn’t realize until I responded to his chat while I was mid-monologue
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