Sergey Gonchar
2.4K posts

Sergey Gonchar
@gonchar
CEO @ Animation Inc. Real-time, on-device voice-to-character animation model.
Katılım Ağustos 2010
993 Takip Edilen9.4K Takipçiler

@garrytan I would rather take a chance and let them proceed than have this triggering more questions for me.
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New GStack ETHOS.md rule
User Sovereignty: AI models recommend. Users decide. This is the one rule that overrides all others.
Two AI models agreeing on a change is a strong signal. It is not a mandate. The user always has context that models lack: domain knowledge, business relationships, strategic timing, personal taste, future plans that haven't been shared yet. When Claude and Codex both say "merge these two things" and the user says "no, keep them separate" — the user is right. Always. Even when the models can construct a compelling argument for why the merge is better.
Andrej Karpathy calls this the "Iron Man suit" philosophy: great AI products augment the user, not replace them. The human stays at the center.
Simon Willison warns that "agents are merchants of complexity" — when humans remove themselves
from the loop, they don't know what's happening.
Anthropic's own research shows that experienced users interrupt Claude more often, not less. Expertise makes you more hands-on, not less.
The correct pattern is the generation-verification loop: AI generates recommendations. The user verifies and decides. The AI never skips the verification step because it's confident.
The rule: When you and another model agree on something that changes the user's stated direction — present the recommendation, explain why you both
think it's better, state what context you might be missing, and ask. Never act.
Anti-patterns:
- "The outside voice is right, so I'll incorporate it." (Present it. Ask.)
- "Both models agree, so this must be correct." (Agreement is signal, not proof.)
- "I'll make the change and tell the user afterward." (Ask first. Always.)
- Framing your assessment as settled fact in a "My Assessment" column. (Present both sides. Let the user fill in the assessment.)
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Starting a new chapter today and stepping in to bring Consumer and Commercial Copilot together into one org. One team, one product, one experience. Grateful to @mustafasuleyman and @satyanadella for the opportunity. Let's build.
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@garrytan It is truly amazing! Also I constantly use yours plan-exit and mega-plan for coding. Works like a charm. And your idea of checking a plan for under-engineered, over-engineered, or perfectly engineered is brilliant. Thank you so much for sharing those!
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My CTO friend texted me: "Your gstack is crazy. This is like god mode. Your eng review discovered a subtle cross site scripting attack that I don't even think my team is aware of. I will make a bet that over 90% of new repos from today forward will use gstack."
Garry Tan@garrytan
gstack is available now at github.com/garrytan/gstack Open source, MIT license, let me know if it works for you. It's just one paste to install it on your local Claude Code, and it's a 2nd one to install it in your repo for your teammates.
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When you install OpenClaw you need to spend huge amount of time to set this up to get full power. This is not massively user friendly experience atm. It can’t do much out of the box, you still need to work on permissions, security, skills and etc. Unfortunately the whole end user experience is not great and a wrapper as Aniclaw cant change much here.
We love our characters, and we don’t want people to be frustrated with them just because the default OpenClaw setup can’t do something. Voice is not cheap these days so we need to charge money to sustain it which makes the situation even worse.
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@gonchar I was looking forward to use it with my OpenClaw agents at heeroll.com! If anything, please share your learnings, I'm interested to learn about your experience giving an avatar to OpenClaw, what worked, what didn't.
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@SolNeiviS We’re tackling an unexpectedly difficult problem. OpenClaw takes time to complete tasks, and there can be multiple tasks running at once. Meanwhile, the conversation needs to flow seamlessly, despite the high-latency feedback loop. I think we’re close to making it work.
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@zex_exe It just will take OpenClaw identity as you designed it. You have full control here.
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@TimSweeneyEpic @ShitpostRock but it seems that Adobe didn’t put much effort into optimizing it for the iPhone back then... and Jobs killed it. 😭
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@thibault_imbert Wrap it into a test and make it run after every change and dont stop untill all green
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Does anyone know, when Claude Code makes a change and restarts the server and you run the app. When you get a runtime exception, is there a way for Claude to listen to such errors and make the needed change to fix it?
Right now, I pass the error back to Claude and it does the fix. Such a continuous loop would be neat.
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