Aqib Maqbool

36 posts

Aqib Maqbool

Aqib Maqbool

@aaqib_15

Katılım Mayıs 2025
17 Takip Edilen9 Takipçiler
Murat
Murat@mrtbrgl·
No Account should be under 10k Say Hi, I'll boost you 👋🥰🔔🔔🔔
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Aqib Maqbool
Aqib Maqbool@aaqib_15·
Handshake ai @joinHandshake is not paying for my brothers work He spent 4 weeks on a project and even after project mangers told that payment will be processed but it has been now months still they have not paid his ist week payout @OpenAIDevs @sama Please help @elonmusk @grok
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Aqib Maqbool
Aqib Maqbool@aaqib_15·
@joinHandshake I completed work for Handshake AI but my payments are still pending. Account terminated — but payment for completed work is being denied. Unpaid: • Jan 12–18: $1,277 • Feb 2–8: $2,125 • Feb 8–15: 37 hrs • Feb 16–23: 27 hrs
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Aqib Maqbool
Aqib Maqbool@aaqib_15·
Handshake ai @joinHandshake is not paying for my brothers work He spent 4 weeks on a project and even after project mangers told that payment will be processed but it has been now months still they have not paid his ist week payout @sama @OpenAI Please help @cnnbrk
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Handshake
Handshake@joinHandshake·
@aaqib_15 Hi Aqib, Thanks for reaching out to the Fellow Experience team with Handshake AI! My name is Regina, and I'd be happy to help you! To better assist you and make sure we get you the right support, could you please provide more information? The following may be helpful to bet...
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Aqib Maqbool
Aqib Maqbool@aaqib_15·
@joinHandshake Whether my account remains deactivated is your decision, and I am willing to accept that outcome. However, withholding payment for approved work is not acceptable. Please escalate this matter internally and provide a clear update regarding the release of my pending payout.
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Aqib Maqbool
Aqib Maqbool@aaqib_15·
@joinHandshake I already submitted proof of these approvals to your team by email, but instead of resolving the issue, my account access was removed and the payment is being denied. I want to make it clear that I am only asking for payment for completed and approved work
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Aqib Maqbool
Aqib Maqbool@aaqib_15·
@joinHandshake Hi Regina, I am contacting you regarding unpaid approved hours for Project Moonstone V2. The following work periods are still unpaid despite approval from project managers through email, Slack, and Google Chat: • 08 Feb – 15 Feb: 37 hours • 16 Feb – 23 Feb: 27 hours
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Handshake
Handshake@joinHandshake·
AI models are incredible at coding and math. Labs like OpenAI and Anthropic solve verifiable domains by teaching models with tasks that have clear right or wrong answers, like "5/2." But in domains like finance or law, there is rarely a single right answer. There, labs turn to verifiers, complex systems that use AI, to grade the answers. But these verifiers can make mistakes! Is that an issue? In our latest research, we show that the verifier can be wrong 15–30% of the time, and the models will learn just as well. This means we can use these imperfect verifiers without losing performance!
Anish Athalye@anishathalye

Does an imperfect verifier break reinforcement learning with verifiable rewards (RLVR)? Turns out it doesn’t! Why does this matter? As the world moves into reinforcement learning in semi-verifiable domains, perfect verifiers don’t exist. We added controlled and LLM-based noise to RLVR reward signals and found that up to 30% noise barely hurts training; performance stays within 4pp of the clean baseline. This research has already impacted how we build reinforcement learning environments at @joinHandshake. For a major benchmark we are launching tomorrow, we hill-climbed the verifier to 88% accuracy—above the 85% human inter-rater agreement—knowing from this research that this is good enough. With @andreas_plesner @guzmanhe

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