⚡ Inventing what’s next. You’ll see soon. 🔍 Decentralizing AI, gaming, web3, and beyond. 💼 @krako_cloud
Joined March 2025
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AI agents are making far more model calls than they need to.
KORA Doctor finds where that waste is happening.
Built at Krako. Open source on top of AUDR.
Inference should be earned, not assumed.
github.com/Krako-Labs/kora-d…
AI agents make far more model calls than they need.
@cbkrish and @chargebee’s AUDR tell you what an agent used and what it cost.
I built KORA Doctor to answer the next question:
Which LLM calls should disappear?
OSS: github.com/Krako-Labs/kora-d…
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Why pay for the same reasoning twice?
Most AI systems call an LLM every time — even when the work has already been understood and validated.
KORA takes a different approach:
New work learns. Known work runs.
🤖 Made with AI
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I had cleaned the present tense of the repository. Git had kept every draft.
Reword edits what a commit says, not what it contains. Every old file version stays retrievable by hash.
Day 3 — a private branch goes public, verified clean before push: hkalbertkim.substack.com/p/g…
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I spent weeks building a clean adapter for an external model.
Then I checked usage. Not zero — a dash. The character a system picks when zero feels too generous.
The only software of mine anyone uses runs on my laptop.
hkalbertkim.substack.com/p/b…
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The merge went through. Everything green.
Then the verification found my afternoon's work missing — still on my laptop. The task instruction said, "Do not push." The agent obeyed.
Day 4 — the repair, and why "done" is a local variable: hkalbertkim.substack.com/p/d…
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I spent a day building a case against the model for inventing a number.
The number was a version string. I had put it in the prompt myself.
The guardrail was right. So was the model.
hkalbertkim.substack.com/p/i…
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AI failures shouldn't be mystery logs.
KORA publishes every routing failure as structured JSON with validation results, execution metadata, and failure reasons.
Debug faster.
Build reliable AI.
GitHub:
github.com/Krako-Labs/KORA
#AI #LLM #OpenSource #KORA
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Day 2 of Headcount: One.
Four numbers ran my Saturday. One was an API token that got shorter every time I pasted it. I suspected my clipboard, my terminal, my iPhone in another room. The kidnapper was my own mouse.
open.substack.com/pub/hkalbe…
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I ran a startup where Samsung led our $25M round.
The most reliably appreciated thing I provided as CEO? Lunch. Cooked by Samsung.
That's why I now work alone — and why I'm logging the experiment daily.
Day 1: hkalbertkim.substack.com/p/h…
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Decided to animate the @Krako_cloud campus experience, Silicon Valley style! 🎬 There's nothing quite like building the future of DePIN from the ground up and having those real "chai pe charcha" conversations with our student ambassadors. The energy is unmatched. ☕#Web3 #DePIN
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Most student devs quit ideas because of cloud costs.
What if that wasn’t the problem anymore?
One chai chat → discovered DePIN → started exploring Krako.
Full story 👇
linkedin.com/posts/sumanta-d…
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If you’re a developer or student (any age) with basic GitHub knowledge, we’d love you to check out KORA 🚀
We’re pushing our first release very soon — perfect time to jump in, contribute, and support us with a ⭐️ + fork.
Let’s build this together.
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The idea isn’t the problemthe cloud bill is
that’s exactly why we’re building @Krako_cloud → affordable, decentralized compute
Every AI founder knows this scene 😅
empty wallet.
aws bill email.
no GPUs.
3AM stress.
you don’t quit because the idea is bad —
you quit because compute is too expensive.
until you find something that changes the game.
@Krako_cloud ⚡
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What does a Krako Campus Ambassador do — and get?
• Learn directly from Krako’s insights & upskill in DePIN
• Speak on Krako Twitter Spaces 🎙️
• Get a verified certificate (adds value to LinkedIn & resumes)
• Access private Krako Discord & Telegram
• Share your journey & tech insights — visible to everyone
Tag 👇
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The next generation of DePIN leaders starts on campus 🎓⚡
Learn directly from Krako.
Speak on Twitter Spaces.
Get recognized.
Build real Web3 experience.
Tag a student or DM to participate
If you’re serious about decentralized infrastructure — this is your entry point 🚀
What does a Krako Campus Ambassador do — and get?
• Learn directly from Krako’s insights & upskill in DePIN
• Speak on Krako Twitter Spaces 🎙️
• Get a verified certificate (adds value to LinkedIn & resumes)
• Access private Krako Discord & Telegram
• Share your journey & tech insights — visible to everyone
Tag 👇
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Students.
Indie devs.
Early-stage teams.
The next AI wave needs better access to compute.
Let’s talk about what’s changing.
Krako Twitter Space soon 🎙️
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If you’ve taken the time to understand what Krako is building — and enjoy writing about tech —
We’d love to read your thoughts.
Share your articles with us.
We’re happy to feature great pieces on Krako Insights ✍️
medium.com/@krako_cloud
