@SurplusRH

Onchain inference, priced like a surplus. One API key → every LLM, paid in USDG on Robinhood Chain. 0xe1838f0dff03a9327dea87b2a2285850791297ec

surplusllm.com
Joined October 2026
  • Tweets285
  • Following57
  • Followers1.6K
123Media
We’ve read every reply this week about CREDIT not selling, 503s, and how staker usage is funded. Thank you. This is the feedback that pushes us to make big changes. Here’s where things stand and what’s next 🧵
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The first thing agents will buy with stablecoins is their own inference. Surplus: $0.01 per call in USDC over x402. No key, no signup. 1.27B tokens served so far.
Brian Armstrong
@brian_armstrongOct 23
Incredibly bullish on stablecoins. ~$5T of global commerce could be driven by agents by 2030. Stablecoins are the best payment method for agentic finance (AiFi) because agents need instant, global, real time settlement, including for small amounts. We've built the infrastructure to support this at: coinbase.com/developer-platf…
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robinhood:0xe1838f0dff03a9327dea87b2a2285850791297ec has earned $65K in creator fees in the 18 days since launch. Now imagine 50% of that going to free inference for stakers: $32.5K of inference, from just the first 18 days. That’s where this is heading.
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Where $SURPLUS creator fees go next: Starting with the next update, 20% of creator fees automatically backs Surplus inference. And the team has agreed that as demand grows, we can raise it to as much as 50%. Fees from trading turn into inference for stakers.
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$SURPLUS staking has no lock. Stake in one block, unstake in the next. No cooldown, no unbonding, no waiting days to get your tokens back. While you’re staked, you earn CREDIT every hour, and CREDIT is free inference on any model. Most platforms lock you in. We don’t. Check it onchain: robinhoodchain.blockscout.co…

Robinhood Chain address details for 0x33B1e02cfFDF0ec4391D86A3503327539C5e99E0 | Blockscout

View the account balance, transactions, and more for 0x33B1e02cfFDF0ec4391D86A3503327539C5e99E0 on Robinhood Chain.

robinhoodchain.blockscout.com
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To everyone who called us out: you were right to ask, and we should have answered faster. Keep the feedback coming. Full details on the upgrade soon.
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Surplus is going all-in on inference. 1.27B tokens processed so far. 443M of that in a single day this week. The demand is on the API side, so that’s where we’re building. The next upgrade is the biggest one yet. And we’re backing it with the token: 20% of $SURPLUS creator fees now go back into inference capacity and to stakers. More usage → more fees → more GPUs and more rewards for stakers. Details soon.
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Surplus is now ranked in @OpenRouter Coding apps. 937M+ tokens routed through surplusllm.com, and climbing every day. Same models, cheaper inference. Plug it into your coding agent and see. openrouter.ai/apps/category/…
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Inference is Leaving the Data Center

Article · @SurplusRH
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