suriya

suriya

and his ramblings in the void

hi, i’m surya 👋

i’m an engineer who writes about infra, ML finetuning, and whatever rabbit hole i’ve fallen into this week. no ai wrote any of this.

currently at oxen.ai building lightning-fast version control and model finetuning. i publish under my full name, suriya ganesh ayyamperumal.

i like meeting new people — say hi at hi at suriya.cc 🙂

🔥 controversial opinions i have

  • Pessimism is defaulting to laziness; optimism is the harder, rarer skill.
  • Say “no” to more obligations and defend your time.
  • You should have enemies.

🔁 things i changed my mind about

  • What Language you speak is important.
  • Everyone should be running towards a goal or dream all the time
  • College Degree actually matters

🤦 stuff i was completely wrong about

  • You’ll have to work weekends to win.
  • One guy hacking away in the back can build a lasting product.
  • Building software in Untyped Languages is fine.

🎲 predictions i’m betting on

  • affordances for agents will be inherently different than affordances for humans.
  • Probabilistic software systems are going to be the most deployed type of software.
  • RL is going to be a very important paradigm

🧪 experiments that didn’t work

  • Building an always on Ai agent to teach languages. learnings here
  • Marketplace for artworks.
  • Employee Analytics for companies to better retain people.

🤫 things nobody told me about software

  • It is better to copy paste the relevant code, instead of loading a library / framework for it.
  • Everything is just a text representation of binary data
  • all protocols are synthetic and will have nuances / bugs

updated on, Jun, 13 2026

the usual

📚 books i’ve read / am reading

📜 essays

🧑🏻‍🏫 readlog

🛍 todo

you can find the table of contents here

recent posts

the great shrinkening

literary length and the shrinking of attention span

the book of elon

Eric Jorgenson

binaries and postgres

Can you just store binaries in postgres?

cloud intro

an intro to cloud for non-software-engineers.

rl, in pictures and videos

A walk through what is possible with RL drones beating world champions, robots balancing on yoga balls, AIs that paint, fusion reactors, and the ad you saw last Tuesday.

i thou

Martin Buber

recursions

notes on working with recursions and how to use them better

(mostly) successful cases of software rewrites with agents in 2026

skillful orchestrators are able to deploy teams of agents to fold time multi-year projects into a few weeks.

doing performance work?

keep this in mind

when rust ≠ performance. a lesson in devex.

getting 20x speedup by removing code.

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