Roberts Pumpurs @robpumpa
Bending agents to my will so you don't waste your tokens doing repetitive work at https://t.co/uILPe4P84M Rust | AI | Blockchain | Networking protocols pumpurlabs.com Riga Joined August 2025-
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@dexhorthy Excited to explore the codebase - coming from a longterm (few month? Well … since you released😆) user
Oh yeah this is super dope
hey. here's a little demo of the most meaningful improvement to my productivity since speech-to-text.
You published your .env to cloudflare
FINALLY found how my key got leaked and got the $90,000 bill from google Opus 5.5 said codex had PUBLISHED MY ****ING .ENV TO CLOUDFALRE PAGES ‼️ Meanwhile codex couldn't find anything, refused to explain itself and flagged my chat for cybersecurity risk lol
Stock English Laya, no game-specific fine-tuning. The 50 random runs used five selection streams on the same ten development floors, not held-out maps. Full experiment and limitations: youtu.be/7os8RE94RAU
I got Laya, a tiny AI model, to beat my game. A bot picking goals at random did too. Laya: 10/10 floors. Random: 50/50 runs on the same 10 floors. Both used the same Rust movement and survival code. The demo looked like AI playing. The code did the hard part.
What is the greatest fear of copyleft advocates? That someone else will take their volunteer efforts and profit from them. The irony is that there's little incentive to do so. Software is commoditized now. Scarce programmer hours are no longer the competitive moat they once were. Unless, of course, you believe private corporations can outcompete the entire open source community on features and quality, so convincingly that people will still be willing to pay for proprietary software and digital services. The real competitive advantage is no longer the code itself. It's the community and ecosystem around it. Opening your code invites scrutiny, attracts contributors, and accelerates both. Open source doesn't give away your moat. It helps you build one faster.
Full write-up with all 70 runs, the prompts, and the caveats (no fine-tuning, Jev untested): blog.pumpurlabs.com/posts/014-laya…
Laya's own model card agrees. Zero-shot on its own benchmark, the base model scores 0.362. Always picking the most common answer scores 0.461. Before you put one of these in a loop, give a random picker the same tools. If random wins too, your harness is the smart part.
Laya playing Snake got 4.3M views. I built a Rust game to test the hype. Laya won 0 of 10 floors. When it finally won all 10, so did a bot rolling random dice.
Rote allows you extract repetitive work and auto-compile binaries that the agent will execute, if it had already done a specific task in the last
Most likely you have a lot of repetitive work going on where you are wasting inference, and your codex and claude sub is draining unnecessarily
If you keep running low on tokens I recommend you to take a look at _rote_ from modiqo modiqo.ai
@dexhorthy @exedev Stop starting, start finishing.
great post from @exedev team - the same thing that has always been true of software engineering is still true: Do fewer things in parallel, do them very well, optimize for getting incremental value out to users, FOCUS It's been 30 years since the XP and Lean folks said "limit work in progress (50+ if you count the eli goldratt thing) - its still true blog.exe.dev/etoomanythings
My top 3 skill makers: - @poteto - @dexhorthy - @emilkowalski Always learn a ton from reading their skills.
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