For Miles, maintaining performance means being selective about what is decentralized. Salad currently utilizes a closed-source reputation system to handle runtime security, intrusion detection, and output verification.
“In the drug discovery space there are dozens of companies digitally synthesizing millions of molecules… only in those later stages of compute do the results become highly sensitive,” Miles said.
Beyond Speculation: The Tokenomics of Real DemandA recurring critique of the decentralized physical infrastructure networks (DePIN) space is the use of token rewards to “bootstrap” supply. Critics argue this often creates speculative bubbles rather than sustainable utility.
Miles observes that many networks have used tokens to solve the two-sided market problem, but he warns that “if sufficient demand never comes online, this is an unsustainable model.” The Salad-Golem partnership seeks to invert this trend by bringing existing, revenue-generating demand into the space.
Piotr Janiuk, co-founder of Golem Network, emphasizes that in a healthy market, the token should act primarily as a utility.
“In a healthy market, users engage with a project because it delivers real value, and the token is a core part of the protocol and exists primarily as a utility,” Janiuk said. “Early on, there’s nothing wrong with using incentives to bootstrap activity… but those incentives should be temporary. Eventually, they need to taper off so the system can operate under real market conditions.”
While the long-term goal remains deterministic verification, the immediate focus of the Salad–Golem partnership is business optimization. Salad aims to cut over 5% in fees and overhead by leveraging Golem’s compute orchestration and native token payments.
The collaboration also prioritizes interoperability to break down silos between DePIN marketplaces and traditional GPU rental services. This allows Golem requestors and Salad’s “chefs” to seamlessly share compute capacity, making the sourcing of power as fluid as a utility grid.
The consensus is clear: The future of the cloud is not a winner-take-all battle. It is a hybrid model that selectively adopts decentralized features where they add value while retaining centralized components where speed and data compliance are non-negotiable.
As Burgchardt points out, “Ensuring correctness of computations in an untrusted environment is a completely different and broader problem which we are not solving as part of this partnership.” For now, the bridge is being built layer by layer, turning idle hardware into a global, efficient engine for the digital age.
FAQ What is the Salad–Golem partnership about? It blends Web2 cloud speed with Web3 transparency to create a hybrid distributed compute model. How does this help enterprises? By cutting fees and enabling permissionless access, it makes GPU power more affordable and interoperable across regions. What workloads benefit most today? Non‑sensitive tasks like drug discovery simulations can be decentralized now, while sensitive data awaits stronger encryption tools. How do tokens fit into the model? They act as utility for payments and orchestration, with demand from real users driving sustainability beyond speculation.

















