Boundless

Making every dollar produce more intelligence.

[Boundless @BoundlessHQ]

Boundless set out to build a zero-knowledge proving network. We ended up building something bigger: a global network that coordinates GPU capacity at scale.

Today, we’re expanding into AI.

@sshankar on what’s next:

[Boundless @BoundlessHQ]

@kashvi boundless behaviour

[Boundless @BoundlessHQ]

Improving inference across the stack. This is Boundless.

[Jacob @jacobeverly]

Most public inference benchmarks are wrong for production. I analyzed more than 55 million public request records across chat, code, RAG, reasoning, and agents, plus modeled batch-job examples.

All skewed heavily toward prefill before cache reuse: long inputs followed by short outputs. That changes the bottleneck. Decode is often memory-bandwidth bound, while prefill can process many tokens in parallel and become compute-bound.

Agent harnesses are pushing this pattern further. They send large tool schemas and histories while managing state client-side, repeatedly passing context instead of relying on a persistent model-side session. This makes overlooked, compute-skewed GPUs, I.E. 5090s, more useful than most people think.

At @boundlesshq, we’re improving inference across the stack, from routing and serving engines to matching each production workload with the right GPU.

[Boundless @BoundlessHQ]

@kashvi 👀

[Boundless @BoundlessHQ]

Boundless CEO @sshankar spent his early career at Lyft and Grab, where the problem was idle cars and drivers with no way to convert time into income.

GPUs have the same problem: the workloads come in spikes, and even well-run infrastructure teams top out at 70–80% utilization.

Idle compute is sitting in homes, datacenters, clouds, and mining operations around the world. @sshankar on how we track it down and put it to work, and what that does to the cost of intelligence ↓

[kashvi @kashvi]

the real work ahead is reducing the cost of intelligence for everybody. @boundlesshq is on a mission ⭐️

[Boundless @BoundlessHQ]

@sshankar 🫡

[Shiv Shankar @sshankar]

https://t.co/T4od5v7sZe

[Boundless @BoundlessHQ]

@Melt_Dem @CoreWeave @CrusoeAI @Hut8Corp @TeraWulfInc @togethercompute @OpenRouter @PrimeIntellect @hyperbolic_labs @NousResearch @AskVenice + boundless

[Boundless @BoundlessHQ]

@sshankar @Melt_Dem @CoreWeave @CrusoeAI @Hut8Corp @TeraWulfInc @togethercompute @OpenRouter @PrimeIntellect @hyperbolic_labs @NousResearch @AskVenice @Cointelegraph 🫡

[Boundless @BoundlessHQ]

@gabe_onchain @ashen_one @kashvi 🤝

[Boundless @BoundlessHQ]

@jacobeverly @ashen_one 🫡

[Boundless @BoundlessHQ]

A week ago, our CEO @sshankar made a statement that "ZK is a sibling to AI."

Here's what that actually means ↓

[Boundless @BoundlessHQ]

@talianotnatalie unlocking flow state?

[Boundless @BoundlessHQ]

@sshankar @Cointelegraph 🫡

[Boundless @BoundlessHQ]

@kashvi @Cointelegraph our CEO*

[Boundless @BoundlessHQ]

Boundless CEO @sshankar is live on @Cointelegraph.

[Cointelegraph @Cointelegraph]

The new hot commodity to trade is... compute? [ft. Shiv Shankar] #CHAINREACTION https://t.co/hj5s3D1Ixq

[Cointelegraph @Cointelegraph]

The new hot commodity to trade is... compute? [ft. Shiv Shankar] #CHAINREACTION https://t.co/hj5s3D1Ixq

[Boundless @BoundlessHQ]

@sshankar @rkbaggs @Cointelegraph see you on stream

[Shiv Shankar @sshankar]

Going live in an hour with @rkbaggs on @Cointelegraph to talk about compute becoming a tradeable commodity and the demand for AI inference rising.

Join us live at 3pm BST

[Boundless @BoundlessHQ]

@jacobeverly 🤝