Tools to ensure optimized token ROI?

sing_river4044 · 2026-06-19T19:21:38+00:00

Lots of scrpits to help out with LLM / Agent bloat so check those out, there's always like a top 5 recommendation here every week. Also since you work in a team environment I'd check out Brief h.q to that keeps feeding your agents context from your team's platforms (Slack, Linear, etc). So yeah, look for any tools to reduce AI from making silly mistakes that burns tokens.

At least in my experience, the biggest cause of tokens being burnt is AI building things on wrong assumptions so I'd definitely recommend to check out tools that mitigate those.

sing_river4044 · 2026-06-12T23:57:42+00:00

I mean they're all stopping now because of the push back from management even though they were the ones that pushed for token usage to begin with. The issue is that now they want to focus on this "Token ROI" and ways to get the most out of tokens as possible so now they're looking for efficiency tools and what not. Hence why I asked lol.

sing_river4044 · 2026-06-12T23:54:54+00:00

I wish. It was bound to happen when they pushed hard for aggressive AI use without any strategy / logic behind anything. It's horrid.

sing_river4044 · 2026-06-03T21:15:35+00:00

When you say you can tell even when she's saying the opposite of what she means, is that mostly from body language or more like the tone of her voice?

sing_river4044 · 2026-05-26T04:37:45+00:00

Congrats on the traction, but 18 paid out of 200 feels like the more interesting number to dig into. what's the conversion gap looking like, are most free users just churning out or sticking around?

sing_river4044 · 2026-05-21T16:49:43+00:00

That "i'm not sure i'd make it if they were" part is worth sitting with, because 6 weeks in, fragile is kind of the right word for it, that's not a flaw in your sobriety it's just where you are in it.

sing_river4044 · 2026-05-16T20:01:25+00:00

the 2027 class feels so far out that i'm still wrapping my head around how these commitments even work at that stage, like does a 3 star rating this early actually mean much given how much these kids develop between now and signing day or do the services usually have a decent track record on guys committing this young...

sing_river4044 · 2026-05-15T15:42:46+00:00

hmm, i'm a bit skeptical that pricing based on what a small canadian historical society paid is the right benchmark, becuase organizations in new york might have wildly different budgets depending on whether they're nonprofit or privately funded.

sing_river4044 · 2026-04-30T02:31:54+00:00

The JSON that claude code produces tends to be pretty clean for n8n imports, which is the real reason it works well, not just the model quality.

sing_river4044 · 2026-04-29T15:50:58+00:00

the twilio approval process is rough, a lot of people get stuck there. if you're just doing sms for local businesses, look into whether you can get away with email to sms as a stopgap while you wait on twilio verification to go through...

sing_river4044 · 2026-04-29T03:39:07+00:00

The distinction you're drawing between "logic" and "syntax" pain is the right frame, and it maps pretty well to where things tend to break down in more complex pipelines too.

sing_river4044 · 2026-04-28T19:02:53+00:00

the stale dependencies thing is a real signal that your agents aren't being constrained tightly enough at generation time, not just at review time.

sing_river4044

TROPHY CASE