Bitget App
Trade smarter
Buy cryptoMarketsTradeFuturesEarnSquareMore
Tensormesh secures $4.5 million to boost AI server efficiency for greater inference capacity

Tensormesh secures $4.5 million to boost AI server efficiency for greater inference capacity

Bitget-RWA2025/10/23 16:33
By:Bitget-RWA

As the demand for AI infrastructure skyrockets, organizations are under increasing pressure to maximize the inference output from their available GPUs. For those with specialized knowledge in certain methods, this environment presents an excellent opportunity to secure investment.

This is one of the main reasons behind the emergence of Tensormesh, which has just come out of stealth mode after raising $4.5 million in seed capital. The round was headed by Laude Ventures, with additional backing from angel investor and database innovator Michael Franklin.

Tensormesh intends to use these funds to develop a commercial offering based on the open-source LMCache tool, which was created and is maintained by co-founder Yihua Cheng. When implemented effectively, LMCache can cut inference expenses by up to a factor of ten—a capability that has made it popular in open-source projects and attracted collaborations with major players like Google and Nvidia. Now, Tensormesh aims to transform its academic achievements into a sustainable business.

At the core of this technology is the key-value cache (KV cache), a memory architecture that streamlines the processing of complex inputs by summarizing them into key values. In most conventional systems, the KV cache is discarded after each query, but Tensormesh CEO Juchen Jiang believes this practice leads to significant inefficiency.

“It’s comparable to a brilliant analyst who reviews all the information but forgets everything after answering each question,” explains Tensormesh co-founder Junchen Jiang.

Rather than deleting the cache, Tensormesh’s approach preserves it, making it available for reuse when the model encounters a similar task in a future query. Since GPU memory is a limited resource, this often involves distributing data across multiple storage solutions, but the payoff is a substantial boost in inference capacity without increasing server demands.

This improvement is especially impactful for chat-based applications, where models must repeatedly access an expanding conversation history. Agentic systems face a similar challenge, as their logs of actions and objectives continually grow.

While, in principle, AI firms could implement these changes themselves, the technical hurdles make it a formidable undertaking. Given the Tensormesh team’s expertise and the complexity involved, the company is confident there will be strong interest in a ready-made solution.

“Storing the KV cache in secondary storage and reusing it efficiently without degrading system performance is a tough technical challenge,” Jiang notes. “We’ve observed teams hiring dozens of engineers and spending several months to build such a system. Alternatively, they can leverage our product and achieve the same results much more efficiently.”

0

Disclaimer: The content of this article solely reflects the author's opinion and does not represent the platform in any capacity. This article is not intended to serve as a reference for making investment decisions.

PoolX: Earn new token airdrops
Lock your assets and earn 10%+ APR
Lock now!

You may also like

Ethereum News Today: Ethereum’s Fusaka Update: Scaling Goals Face Challenges From Validator Compromises

- Ethereum's Fusaka upgrade (Dec 3, 2025) introduces PeerDAS to enhance scalability by verifying rollup data without full dataset downloads. - BPO forks enable incremental blob capacity increases (e.g., 14 blobs/block by Jan 7, 2026), avoiding disruptive hard forks while supporting 100k+ TPS via L2 solutions. - L2 data fees may drop 40%-60% with PeerDAS, but validators face trade-offs between reduced storage demands and increased upload requirements as blob capacity grows. - Market reactions remain mixed:

Bitget-RWA2025/11/28 06:02
Ethereum News Today: Ethereum’s Fusaka Update: Scaling Goals Face Challenges From Validator Compromises

Bitcoin Updates: Challenges in Blockchain Infrastructure Drive Growth of Mixed Sustainability Approaches

- Blockchain networks show mixed fee revenue, with only 11 surpassing $100K weekly thresholds, highlighting structural inefficiencies and speculative challenges. - Lumint's hybrid staking model combines AI-driven tools with decentralized rewards to address PoW/PoS flaws, aiming for sustainability and reduced energy waste. - Bitcoin rebounded to $87,000 amid 2% market growth, but extreme fear persists (index at 20), with $380M in liquidations and mixed retail sentiment. - Hybrid solutions like Lumint priori

Bitget-RWA2025/11/28 06:02
Bitcoin Updates: Challenges in Blockchain Infrastructure Drive Growth of Mixed Sustainability Approaches

DASH drops 4.37% within 24 hours following Australian wage agreement

- DoorDash's stock fell 4.37% in 24 hours amid a 25% wage hike agreement for Australian delivery workers, including mandatory accident insurance. - The deal raises near-term cost concerns as operating margins stand at 5.5%, but reflects improved labor standards and regional commitment. - Institutional ownership rose to 90.64% with major investors increasing stakes, signaling long-term confidence despite recent volatility. - Analysts maintain a "Moderate Buy" rating ($275.62 target) as DoorDash shows strong

Bitget-RWA2025/11/28 05:56
DASH drops 4.37% within 24 hours following Australian wage agreement

Ethereum Updates Today: Privacy First: Buterin Backs Messaging’s Fundamental Transformation

- Vitalik Buterin donates 128 ETH ($390K) to Session and SimpleX to advance metadata privacy and permissionless design. - Platforms use decentralized infrastructure and cryptographic IDs to protect communication metadata, resisting censorship and AI surveillance risks. - Donation counters regulatory threats like EU's Chat Control while promoting privacy-focused innovation in encrypted communication. - Experts emphasize permissionless account creation as critical for digital freedom, despite trade-offs like

Bitget-RWA2025/11/28 05:47
Ethereum Updates Today: Privacy First: Buterin Backs Messaging’s Fundamental Transformation