Merri

I'm Merri (@Digby_HQ) Onchain nerd + coffee walker I track verifiable history and cleaner AI outputs, and I share what I learn in public: small experiments, quick notes, and the occasional late-night rant If that’s your lane too - welcome

Claude code and Codex can make you faster smaller models teach you why the system works at all i think a lot of people misunderstand what Vibecoding actually improves if you spend all day only using frontier models like Opus or GPT at full power you get very fast results but you also slowly stop noticing the systems behind the result the real shift happens when you start working with smaller or older models -> suddenly context quality matters more -> task splitting matters more -> documentation matters more -> prompt structure matters more you begin thinking less like “ask ai for output” and more like “design a process that weaker models can survive inside” !that changes your habits completely i’m not saying to stop using Claude or Codex honestly they’re probably the best teachers available right now but assigning them a different role is interesting let them - plan architecture - prepare docs - audit outputs - help adapt prompts for weaker local/free models then try building something mostly through that stack !it’s a very different experience you stop depending on intelligence density alone and start learning coordination organization and constraints tbh - that’s where a lot of real vibecoding skill starts appearing

Horizen’s mainnet is live on @Base. 🎉 A new chapter for onchain privacy begins today - bringing a seamless EVM-native environment designed for builders and users who want privacy that is practical, not complicated. @horizenofficial-2/welcome-to-privacy-on-base" target="_blank" rel="nofollow noopener">paragraph.com/@horizenoffici…

This shot from our bike trip to the next village is pure gold Muddy roads, tired legs, but so much laughter with the crew. It’s dear to me because it reminds me that the best adventures are right outside our doors Saving this vibe on @DataHaven_xyz

This meme is literally me trying to explain why centralized clouds are risky It always ends up looking like a complex math board while they just stare blankly. Love it because it's so relatable! Finally securing my sanity and files with @DataHaven_xyz Check them out!

Just caught the livestream where @productpiotr explained the testnet setup I even did a quick screen record of the faucet part so I don’t mess it up later. My data finally found its sanctuary! Huge thanks to @DataHaven_xyz for making this tech so accessible

In a world of chaos, your data needs a sanctuary. Watch the livestream where @productpiotr breaks down how to set up, tap the faucet and start building on testnet. x.com/i/broadcasts/1…

Found this gem from our college show! Those rehearsals were chaotic, but seeing everyone in these yellow suits after the final bow was pure magic. These guys aren’t just classmates; they’re the crew that made every struggle worth it Preserving this bond on @DataHaven_xyz

Finally nailed that backflip! It took months of falling, bruised knees, and overcoming pure fear, but I did it To me, this victory means I’m stronger than my own doubts. Storing this memory forever with @DataHaven_xyz Persistence really pays off!

Whenever I feel like giving up, I blast Hall of Fame by The Script It’s the ultimate anthem for grinders. We all want our names in lights, right? Sharing my hustle soundtrack with @DataHaven_xyz You can be the champion, just don't stop now

I've assembled my Camper Kit! @DataHaven_xyz What about you?

Just uploaded my "Overgrown Vault" design to @DataHaven_xyz To me, a digital shelter should be like a hidden garden - quiet, life-giving, and completely invisible to prying eyes My data isn't just stored; it is planted in a place where only I hold the keys. Love it

I really hope @DataHaven_xyz becomes the go-to for AI devs. I’m tired of big corps owning every dataset I use for training Success for me is having a decentralized spot where my models stay private and my data is actually mine It’s about freedom to create without leaks

It's time we stop treating centralized cloud storage like some sort of free public utility If you aren't paying for the product with money, you are definitely paying with your most intimate data. Wake up and demand real ownership and privacy @DataHaven_xyz shows the way

I hiked up to the Valley of Five Lakes in the Tatras The sheer silence and crystal water immediately calmed my racing mind. I chose this spot for my Camp Haven entry because it makes you feel so small, yet entirely at peace @DataHaven_xyz

I saw a lost camper wandering aimlessly in the pitch black last night It inspired my Survival Tool: Glow-Pebbles! You drop them to mark a glowing trail back to your tent. Uploaded to testnet now Never get lost in the dark again! @DataHaven_xyz

Walking back to my tent at 2 AM, a massive Luna Moth landed on my sleeve Its pale green wings literally glowed in the pitch-dark forest. I held my breath so I wouldn't scare it away Camp Haven nights are absolutely pure magic @DataHaven_xyz

Saw a gorgeous Red Fox this morning near the pine glade Early sun was shining off its coat, totally stunning. It froze, looked at me for a second, then vanished into the ferns Definitely one for my Camp Haven journal @DataHaven_xyz

Tried making my first S'more at Camp Haven tonight Pro tip: do NOT set the marshmallow on fire while telling a ghost story It did not end well. My tent smells like burnt sugar now, but at least the stars are amazing Can't wait for tomorrow's Creative Cabin session! @DataHaven_xyz

First night at Camp Haven is going great. Just me, a campfire, and a perfectly roasted sausage on a stick The woods are quiet, the stars are out, and I'm ready to build something cool tomorrow Pitching the tent was easy enough too @DataHaven_xyz

Building AI usually means begging for GPU compute or fighting with sketchy storage Devs really only need those two things to survive. @aethircloud and @DataHaven_xyz are finally delivering both in one clean package. No more fragmented infra headaches