u/iGotYourPistola

Token anxiety: rationing tokens and overspending both burn you out
▲ 5 r/ChatGPT+1 crossposts

Token anxiety: rationing tokens and overspending both burn you out

EVs have range anxiety. The AI community has its own version: token anxiety, the fear that an LLM exhausts its context or its credits before arriving at a solution.

There are two failure modes, and they don't look alike.

Empty tank. Daily Pro cap is closing in. You ration prompts, attach less context, step down the model, compress conversations early, split sessions, hop providers, watch the meter between every prompt, settle for the first draft. The same anxiety that pushed the downgrade pushes the corner-cutting that follows.

Full tank. You'd think more tokens fix it. They don't. With unlimited capacity, the marginal cost of any prompt is zero, so you offload the trivial (renaming a variable, looking up a flag, reformatting a paragraph), let chats grow long with stale code, never close anything out. You babysit agents from the checkout line, from bed, from the grocery store. The model gets to forget. You don't.

The cure isn't a bigger battery. The post argues it's knowing the route: decide what the work is worth before you ask, spend where the answer earns it, hand the small tasks back to yourself.

My personal practice is to downgrade my plan every few months for a month at a time. The cap forces intentional use, and the spare hours go elsewhere.

https://starikov.co/token-anxiety/

How do you regulate? Anyone here deliberately keeping themselves in the middle of the tank?

starikov.co
u/iGotYourPistola — 15 hours ago
▲ 49 r/indieweb+1 crossposts

I've been self-hosting since 2014. None of my sites have made me money. None have been wildly successful. All of them taught me more about running a real service than any day job ever did.

The post argues there's a real difference between having a website (Substack, WordPress.com, Squarespace) and hosting one (a domain, a server, a CMS, the whole stack). The operations tax is the value, not the cost.

Five things hosting forced me to learn:

  • Web development. Started because the theme didn't have a contact form. Three months later I was scaffolding components without thinking.
  • Web design. I'm not a designer, but the stakes were zero, so I designed anyway. I redesigned the nav three times in one weekend.
  • Reliability, security, performance, observability, accessibility. Every one is a specialization, every one yours to obsess over or ignore.
  • Migration battle scars. WordPress to Jekyll to Ghost. Every move taught me something I couldn't have learned otherwise.
  • The shift from user to contributor. You stop reading the internet and start writing it.

The post also has an "Or Not!" section. If you can't afford the time or the data responsibility, there are five managed alternatives I'd happily point people to.

https://starikov.co/host-a-website/

What was your gateway? Did self-hosting click immediately, or did you bounce off and come back?

u/iGotYourPistola — 8 days ago
▲ 18 r/Rolla+1 crossposts

Last week I shared the LaTeX notes from my CS degree. A lot of you asked about the actual code, so here's the companion: 10 of my favorite projects from 2014 to 2018, with the stories behind each.

A few highlights:

  • A bitboard chess AI with a FEN-parsing regex so cursed I labeled it // lol sorry and made the error message "Fen String is fucking broke".
  • Space Invaders on an 8051 microcontroller. The waitForIt(seconds) declaration is split across two lines so the comment lands the punchline: // It's gonna be legend.. ... // ..ary! Legendary.
  • Capstone was a multiplayer mobile game called Splatoonio. For the final demo I showed up in running gear, introduced our team, and ran across most of campus with the game live on my phone -- timed my return to the last minute.
  • A team chat app (Camelot). The server was threaded TCP with a module-global SOCKET_LIST that broadcast every message to every client. The iOS side polled the socket once per second with a Timer. Real-time by brute force.
  • A plagiarism checker I wrote for an intro course. It first flagged a strict-solo assignment right after a pair-programming one. Same pair decided to work on both. My proposed punishment: "They split the work, so split the grade. Each score divided by two."

91k lines, 545 commits, 9 languages, peak commit hour 9 PM.

https://starikov.co/academia-portfolio/

Pain is temporary, GPA is forever.

u/iGotYourPistola — 16 days ago
▲ 719 r/ComputerEngineering+1 crossposts

From 2014 to 2018 in college, I typeset nearly everything in LaTeX — homework, lecture notes, problem sets, the works. Mathematical notation, diagrams, code listings, all rendered properly.

I recently compiled and published them:

  • Curated (224 pages) — best work, worth starting here
  • Assignments (276 pages) — homework with solutions
  • Notes (450 pages) — lecture notes and study materials
  • Complete (850 pages) — everything

Covers: Data Structures, Algorithms, Discrete Math, Theory of CS, OS, Databases, AI, Data Mining, Numerical Methods, and more — plus Calculus I–III, Differential Equations, and Physics.

Source is on GitHub if you want to dig into the LaTeX itself.

Blog post + PDFs | GitHub

Hope it's useful to someone grinding through the same courses.

u/iGotYourPistola — 10 days ago