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

Bitcoin Updates: ETF Withdrawals Reveal the Unstable Base of Crypto Treasuries

- Bitcoin's 27% price drop since October has triggered massive ETF outflows, with BlackRock's ETHA losing $421.4M in November 2025. - BitMine Immersion Technologies faces $3.7B unrealized ETH losses as crypto treasuries struggle with collapsing valuations and limited capital expansion. - Bitcoin Munari (BTCM) emerges as a Bitcoin-pegged Layer 1 blockchain with EVM compatibility, fixed 21M supply, and 2027 mainnet roadmap. - BlackRock's staked Ether ETF filing aims to disrupt treasury models by offering yie

Bitget-RWA2025/11/21 19:22
Bitcoin Updates: ETF Withdrawals Reveal the Unstable Base of Crypto Treasuries

Bitcoin Updates: Institutions Pull Out and $2 Billion Wiped Out—Is This a Crypto Catastrophe or a Strategic Market Reset?

- Bitcoin ETFs face $3.79B outflows in November, triggering a $2B liquidation crisis as prices drop 9% below $84K. - Institutional profit-taking, fading Fed rate-cut hopes, and $4.2B options expiry amplify crypto market fragility. - $120B daily market loss highlights sector vulnerability amid regulatory scrutiny and geopolitical risks under Trump. - Analysts warn ETF outflows, stalled listings, and leveraged trading pressures pose ongoing rebound risks.

Bitget-RWA2025/11/21 19:22
Bitcoin Updates: Institutions Pull Out and $2 Billion Wiped Out—Is This a Crypto Catastrophe or a Strategic Market Reset?

Bitcoin Updates: BTC's Sharp Decline Spurs Institutional Wagers on a $200K Recovery

- Bitcoin's sharp selloff and extreme fear metrics have triggered cautious optimism among analysts and institutional investors, who see potential rebounds and long-term demand signals. - Historical patterns show market bottoms often follow Fear and Greed Index readings below 20, with institutional buyers typically stepping in during retail capitulation phases. - Despite $3.79B in Bitcoin ETF outflows, technical indicators suggest oversold conditions and potential bullish patterns, with some experts forecas

Bitget-RWA2025/11/21 19:22
Bitcoin Updates: BTC's Sharp Decline Spurs Institutional Wagers on a $200K Recovery

Bitcoin News Update: MSCI Faces Index Challenge as Saylor’s Bitcoin Strategy Confronts $8.8B Withdrawal Threat

- Michael Saylor reaffirms MicroStrategy's Bitcoin-focused strategy amid MSCI's review of index eligibility for firms with major digital-asset holdings. - JPMorgan warns index exclusion could trigger $8.8B in outflows, risking liquidity, capital costs, and investor confidence for the $59B market cap company. - Saylor highlights $7.7B in Bitcoin-backed digital credit issuance and treasury expansion, aiming to build a "trillion-dollar Bitcoin balance sheet" despite 60% stock decline. - MSCI's January 2026 de

Bitget-RWA2025/11/21 19:22
Bitcoin News Update: MSCI Faces Index Challenge as Saylor’s Bitcoin Strategy Confronts $8.8B Withdrawal Threat