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10 contributions to FounderOS
When to use AI/LLM Intelligence vs Deterministic Scripts + A Source of Truth
So as I've set up multiple OpenClaw(previously) & Hermes Agents(presently) for many clients & myself since Feb of this year, I've learned quite a bit. AI Agents are great, but they shouldn't do/handle everything. Many workflows for clients have rigid workflows that involve a lot of deterministic processes, which require not much guesswork. So if you were to give these workflows to AI agents/LLMs, it could result in some drift over time. That's where creating deterministic scripts & having a source of truth for those deterministic scripts to follow are key. Many embarking on their first builds, that come from a non-technical background like myself, will not even anticipate this and leave their OpenClaw/Hermes Agent/LLM to handle it all. But sadly, that will result in leaks & then ultimately complaints from clients when things start breaking all the time. Not because the Agent Harness is broken or because the AI/LLM models intelligence isn't good enough, but because you left it to handle something that is best left to processes that shouldn't. I know it sounds like I'm repeating this over-and-over, but it's vital everyone understands this. Last thing you'd want is your reputation ruined, your clients unhappy, and to be working tirelessly on fixing things(even if they are paying you). Any other thoughts or feedback? Comment below!
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CHALLENGE: #MyNiche
Probably this idea has more people, and a lot of people don't know about it, but we need to start somewhere. Building software for incoming calls/booking appointments through chat for restaurants to book available seats and answer questions.
0 likes • Jun 20
This is a good idea. What will you be using to build it out? My initial thoughts are: - Hermes Agent or AI coding harness like Claude Code or Codex - Eleven Labs/some other text to speech platform - Deterministic JS scripts - SQL database - Database or CRM to have single truth source for leads - LLM/intelligence layer to receive audio & come up with a response related to the context I'm sure there's so much more that I am not thinking of, but those are the ones that popped in my mind
WHAT MODEL FOR OPENCLAW??
What model are you running for your openclaw right now?
0 likes • Apr 18
Codex is the best by far if you're wanting to run OAuth. For using API Key, it's your choice between Codex or Opus 4.7. Both cost around the same, sort of. The only difference is the amount of tokens consumed from thinking tend to differ between the two. FYI - I change Opus 4.7 effort to medium. It's default is xHigh. This is a big reason why people are complaining about usage going by quickly
Can I get some likes?
Show some love gotta unlock the python automation modules lol
1 like • Apr 18
Got you!
2026 AI AGENCY FUNDAMENTALS VIDEO MODULES COMPLETE
go check everything out and let me know what questions you guys have as you construct your agency, offers, and sales assets!
2026 AI AGENCY FUNDAMENTALS VIDEO MODULES COMPLETE
0 likes • Apr 18
Sweet! I can't wait to check it out
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Joe Money
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@joe-money-3213
Digital Nomad who escaped to SE Asia📍 Serial Entrepreneur | Storyteller | World Traveler

Active 23d ago
Joined Mar 9, 2026
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