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Dnotitia Unveils STAR-KV, Achieving UP to 20x KV Cache Compression, Selected as an ICML 2026 Spotlight Paper

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Introduces a low-rank-based approach to KV cache compression, one of the key bottlenecks in long-context AISpeeds up attention computation by up to 6.9x and overall generation throughput by up to 3.1x, moving beyond memory savings to faster inferenceSelected as a Spotlight paper at ICML 2026, representing about 2.2% of reviewed submissions and about 8.4% of accepted papersFollowing the attention around Google’s TurboQuant at ICLR 2026, STAR-KV presents another approach to advancing KV cache compressionPaper available on arXiv; source code released on GitHub

SEOUL, South Korea, July 1, 2026 /PRNewswire/ — Dnotitia Inc. (Dnotitia), a company specializing in long-term memory AI and semiconductor-based AI infrastructure technologies, has released the paper and source code for “STAR-KV: Low-Rank KV Cache Compression via Soft Thresholding for Adaptive Rank Control.” The technology was developed through a joint research effort involving UC San Diego’s VVIP Lab and Dnotitia researchers, and the paper was selected as a Spotlight paper at ICML 2026 (International Conference on Machine Learning 2026), one of the world’s leading conferences in machine learning.

In the experiments reported in the paper, low-rank compression alone reduced the KV cache by up to 75%. Combined with the mixed-precision quantization method proposed in the paper, STAR-KV compressed the full KV cache by up to 20x. The technology also improves computation speed through custom GPU kernels, increasing attention computation speed by up to 6.9x and overall generation throughput by up to 3.1x. STAR-KV also showed higher accuracy than major existing KV cache compression methods.

KV cache compression has become a key technical challenge in AI infrastructure. As research into reducing the memory bottleneck of long-context AI gains momentum, including the attention around Google’s TurboQuant at ICLR 2026, STAR-KV presents a new approach that combines low-rank compression with quantization and GPU execution optimization.

The KV cache is temporary memory stored on the GPU so that a large language model (LLM) does not have to recompute context it has already processed. As AI evolves into agentic systems that use multiple documents, conversation history, code, search results, and outputs from external tools, the amount of context a model must process is growing rapidly. In this environment, the KV cache has emerged as a key bottleneck affecting both GPU memory usage and inference cost.

According to the STAR-KV paper, when a LLaMA-3.1-8B model processes a 128K-token context at a batch size of 4, the KV cache accounts for about 81% of total GPU memory. As long-context AI becomes more widely used, KV cache compression is increasingly viewed as a core AI infrastructure technology for processing long context at lower cost.

ICML, where the STAR-KV paper was accepted, is widely regarded as one of the top international conferences in AI and machine learning, alongside NeurIPS and ICLR. ICML 2026 will be held from July 6 to 11 at COEX in Seoul. This year, 23,918 papers entered review, 6,352 were accepted, and 536 were selected as Spotlight papers. Spotlight papers account for about 2.2% of all reviewed submissions and about 8.4% of accepted papers.

Going forward, Dnotitia plans to further advance STAR-KV for use in real-world AI service environments and explore its application to open-source LLM inference frameworks such as vLLM.

“Technologies that help AI process longer context faster and at lower cost are advancing rapidly” said MK Chung, CEO of Dnotitia. “STAR-KV addresses the core bottlenecks in KV cache capacity and attention processing speed, and Dnotitia aims to contribute to the AI inference ecosystem through open sourcing.”

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SOURCE Dnotitia Inc.

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GardaWorld Announces Pricing of US$200 Million Additional Senior Notes due 2032 and Receipt of Commitments to the Incremental Term Loans

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MONTRÉAL, July 1, 2026 /CNW/ – Garda World Security Corporation (“GardaWorld” or the “Company”), an entrepreneurial-driven corporation focused on building global champions in security services, AI-enabled security technology, integrated risk management and cash automation solutions, announced today the pricing of the private offering (the “Offering”) of US$200 million aggregate principal amount of its 8.250% senior notes due 2032 (the “Notes”). The Offering is expected to close on or about July 6, 2026, subject to the completion of customary closing conditions. The Notes will rank pari passu with and form part of a single series with GardaWorld’s existing US$550 million aggregate principal amount of 8.250% senior notes due 2032 issued on July 25, 2024 (the “Initial Notes”). Concurrently with the Offering, the Company has received commitments to increase its US$2,338 million term loan due 2029 by an aggregate principal amount of approximately US$300 million (the “Incremental Term Loans” and, together with the Offering, the “Transactions”). The Offering is not conditioned on the completion of the Incremental Term Loans.

The Company intends to use the net proceeds from the Offering, together with the proceeds of the Incremental Term Loans and cash on hand (i) for general corporate purposes, including potential future acquisitions, and (ii) to pay fees and expenses related to the Transactions. Pending such uses, the Company will use such proceeds to repay outstanding amounts on its senior secured revolving credit facility.

“We benefited from strong investor demand, enabling a swift and efficient execution alongside highly attractive pricing. The Term Loan B was more than two times oversubscribed, while the bond offering saw demand of approximately three times, underscoring the market’s strong confidence in GardaWorld credit and its compelling investment proposition,” said Patrick Prince, Senior Vice President and Chief Financial Officer of GardaWorld.

The Offering will be made in a private transaction in reliance upon an exemption from the registration requirements of the Securities Act of 1933, as amended (the “Securities Act”), in the United States only to investors who are reasonably believed to be “qualified institutional buyers,” as that term is defined in Rule 144A under the Securities Act and pursuant to the prospectus exemption of section 12 of the Securities Act (Québec) for distribution of securities to persons established outside Québec, or outside the United States pursuant to Regulation S under the Securities Act and upon reliance on the accredited investor prospectus exemption in Canada. The Notes being offered will be fungible with, and trade under the same CUSIP/ISIN numbers as, the Initial Notes (except that the Notes offered pursuant Regulation S under the Securities Act will trade separately under a different CUSIP/ISIN number than the Initial Notes held through Regulation S under the Securities Act until at least 40 days after the issue date of the New Notes).

This press release does not constitute an offer to sell or the solicitation of an offer to buy, nor shall there be any sale of any of the Notes in any jurisdiction in which such an offer, solicitation or sale would be unlawful prior to registration or qualification under the securities laws of any such jurisdiction. The Notes mentioned herein have not been and will not be qualified for sale to the public under applicable Canadian securities laws and, accordingly, any offer and sale of securities in Canada will be made on a basis which is exempt from the prospectus and dealer registration requirements of such securities laws. The Notes have not been and will not be registered under the Securities Act or the securities laws of any other jurisdiction and may not be offered or sold in the United States or Canada without registration or an applicable exemption from registration requirements or an applicable exemption from the prospectus requirements of Canadian securities legislation.

About GardaWorld
GardaWorld is an entrepreneurial-driven corporation that builds global champions in security services, AI-enabled security technologies, integrated risk management and cash automation solutions, employing more than 132,000 highly skilled and dedicated professionals across the globe. Driven by a relentless entrepreneurial culture and core values of integrity, vigilance, trust and respect, GardaWorld’s global champions offer sophisticated, tailored security and technology solutions through high-touch partnerships and consistently superior service delivery. With a deep understanding that security is critical to the organizational resilience of business operations and the safety of communities, GardaWorld is committed to impeccable governance, professional care and the well-being of everyone. Thanks to a well-earned reputation, GardaWorld businesses are long-standing security partners of choice to some of the most prominent brands, influential individuals, Fortune 500 corporations and governments.

Forward-Looking Statements
Information provided and statements contained in this press release that are not purely historical are forward-looking statements within the meaning of the applicable securities laws. Certain statements in this press release may constitute forward-looking information within the meaning of securities laws. Forward-looking information may relate to GardaWorld’s future outlook and anticipated events, business, operations, financial performance, financial condition or results and, in some cases, can be identified by terminology such as “may”; “will”; “should”; “expect”; “plan”; “anticipate”; “believe”; “intend”; “estimate”; “predict”; “potential”; “continue”; “foresee”, “ensure” or other similar expressions concerning matters that are not historical facts. In particular, statements regarding GardaWorld’s future operating results and economic performance and its objectives and strategies are forward-looking statements. These statements are based on certain factors and assumptions including the growth management, market competition, cost of financing, key personnel, government regulations, standard customer service contracts, insurance, strikes and other labor protest, supply chain disruptions, information technology system and cybersecurity breaches, operations outside Canada and the United States, cash in circulation and prevailing economic activity, currency fluctuations, credit risk, reputational risk and financial covenants risk, many of which are beyond GardaWorld’s control. While management considers these assumptions to be reasonable based on information currently available to GardaWorld, they may prove to be incorrect. Forward-looking information is also subject to certain factors, including risks and uncertainties that could cause actual results to differ materially from what GardaWorld currently expects. The foregoing list of important factors is not exhaustive. Therefore, future events and results may vary significantly from what management currently foresees. The reader should not place undue importance on forward-looking information and should not rely upon this information as of any other date. GardaWorld will not update these statements unless applicable securities laws require GardaWorld to do so.

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SOURCE Garda World Security Corporation

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Trinasolar Showcases Vertex N G3 at ASEW to Support Thailand’s Solar Market Amid Rising AI and Data Centre Demand

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Thailand’s solar market is growing rapidly, driven by the PDP 2026 target to raise the clean energy share to 60% and rising electricity demand from cloud and AI investment.The Vertex N G3 is designed to address Thailand’s installation space constraints, delivering up to 760W output and Bifacial technology that enables 10–20% additional energy generation.

BANGKOK, July 2, 2026 /PRNewswire/ — Trinasolar, a global leader in smart solar and energy storage solutions, will debut its latest high-power module, the Vertex N G3, at Asia Sustainable Energy Week 2026 (ASEW), taking place from 1 to 3 July 2026 in Bangkok, Thailand. The module will be displayed at the booths of Trinasolar’s distributor partners NEX, KLINK and Marvel.

Thailand’s solar sector is entering a more demand-driven phase, with the draft Power Development Plan (PDP 2026) targeting renewables to account for 60% of power generation by 2037. Rising investment in cloud and artificial intelligence infrastructure is also increasing demand for cleaner electricity, creating a stronger need for high-yield solar solutions across utility, commercial and industrial (C&I) and emerging artificial intelligence data centre (AIDC) applications.Thailand’s data centre sector is projected to grow at 27.71% annually between 2025 and 2031, significantly above the global average of 8.37%, underscoring the scale of clean energy demand that high-efficiency solar solutions will need to support.

The Vertex N G3 (NEG21C.20Q) is positioned to meet these requirements with its high module output of up to 760W and module efficiency of 24.5%. Leveraging Trinasolar’s advanced n-type i-TOPCon Ultra technology, its optimized voltage-to-current ratio enables higher string power with fewer modules, supporting more efficient system layouts and helping reduce balance-of-system requirements. The module also features bifaciality of up to 85±5%, enabling 10 to 20% additional rear-side energy generation depending on site conditions and system design. These features are relevant for Thailand, where customers need to improve project output while managing land, rooftop and installation constraints.

The module is also suited to Thailand’s hot and humid operating environment. With low linear degradation of 0.35% and stable temperature performance, the Vertex N G3 supports consistent energy output over time.

Trinasolar’s showcase of the Vertex N G3 follows its recent 600MW MoU with Ecohope, in which the Vertex N G3 is a flagship module. Ecohope’s focus on Thailand as a key Southeast Asia market signals confidence in the module’s relevance to local solar demand.

“Thailand is an important market for Trinasolar, and ASEW gives us a strong platform to showcase our latest TOPCon 3.0 technology. The rapid expansion of data centres and AI infrastructure is fundamentally reshaping” said Dave Wang, Subregion Head (Thailand, Cambodia, Laos, and Myanmar), Trinasolar Asia Pacific. “The Vertex N G3is well-positioned to support this shift, delivering higher energy yield and long-term reliability that both industrial and digital infrastructure customers increasingly require. Showcasing it with our local partners demonstrates our commitment to Thailand and our confidence in the market’s next phase of solar growth.”

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SOURCE Trina Solar Energy Development Pte. Ltd.

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LG Electronics Launches Upgraded Air Solutions Showroom and Regional HVAC Academy Hub in Singapore

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Integrated Eco Solution B2B Space Brings Commercial HVAC Portfolio to Life, While Serving as a Training Hub for Southeast Asia

News Summary

LG Electronics has officially launched Air Solutions Showroom in Singapore, offering trade partners, installers, consultants and customers a comprehensive, hands-on showcase of its commercial HVAC portfolio.The integrated facility also houses LG’s Singapore HVAC Academy, which serves as a regional training hub developing standardised educational content and upskilling instructors for neighbouring Southeast Asian markets.The showroom features live demonstrations across LG’s full Eco Solution B2B range, including VRF Systems, Rooftop Units, Air Handling Units (AHUs), Building Controls and Smart Integration, and advanced data center cooling solutions such as LG Coolant Distribution Units (CDUs).

SINGAPORE, July 2, 2026 /PRNewswire/ — LG Electronics (LG) Singapore has officially launched its Air Solutions Showroom in Singapore, marking a significant milestone for the company’s commercial HVAC business in the region. The grand opening was attended by trade partners, installers, and consultants, who experienced firsthand a reimagined space that brings LG’s commercial solutions out of brochures and into one powerful, hands-on environment.

The new showroom is an integrated Eco Solution B2B showcase designed to make specification, installation and maintenance decisions clearer and more intuitive for industry professionals. Guests at the opening were taken through live demonstrations, serviceability walkthroughs, and system integration scenarios spanning LG’s full commercial HVAC portfolio, all under one roof.

The showroom puts on display the full breadth of LG’s commercial HVAC portfolio, spanning VRF Systems including LG’s flagship Multi V range, Rooftop Units, Air Handling Units (AHUs), and Building Controls and Smart Integration powered by LG’s BECON Solution platform. Rounding out the showcase are LG’s advanced Data Center Cooling solutions — including Chillers and LG Coolant Distribution Units (CDUs) — as well as the company’s After-Sales Service and Maintenance offerings, giving visitors a complete picture of LG’s end-to-end capabilities.

The inclusion of LG’s data center cooling solutions is particularly noteworthy, reflecting the surging demand for mission-critical thermal management infrastructure across Singapore and the broader region. Visitors can experience actual equipment including CDUs with cold plates, EC fans for LG fan wall units, and models of LG air-cooled chillers (ACCs), providing an unparalleled view into LG’s data center capabilities.

Beyond its role as a showroom, the facility also houses LG’s Singapore HVAC Academy, which functions as a regional hub within LG’s global network of approximately 70 HVAC Academies across more than 40 countries. The academy is responsible for developing standardised educational content and training instructors for neighbouring Southeast Asian markets, while also providing hands-on training for locally-based customers, distributors, engineers and technicians on the installation, maintenance, system design and servicing of LG HVAC products.

The Singapore opening is part of LG’s sustained global investment in HVAC training infrastructure. This year alone, LG has opened new HVAC Academy facilities in Taiwan region, Poland, Chile, and Côte d’Ivoire, as part of the company’s Global South strategy to build local technical expertise and support consistent service delivery across markets.

“Singapore holds a pivotal role in LG’s Asia Pacific operations, and this new showroom and academy reflects our long-term commitment to the region’s commercial HVAC ecosystem,” said  Mr Jaeseung Kim, regional chief executive officer at LG Electronics Asia Pacific. “We have created a space where trade partners, installers and consultants can truly experience the depth and quality of LG’s commercial solutions firsthand — and where the next generation of HVAC professionals across Southeast Asia will be trained and equipped to deliver them. Great air solutions start with great people, and this facility is a testament to that belief.”

Industry professionals, trade partners and consultants interested in experiencing the LG Air Solutions Showroom firsthand are welcome to book an appointment for a personalised tour. Visit www.lg.com/sg/business/inquiry-to-buy/ to schedule your visit.

About LG Electronics Eco Solution Company 

The LG Eco Solution Company (ES) offers advanced air conditioning solutions, including chillers, for diverse sectors and climates. Committed to exceptional HVAC performance, the ES Company aims to enhance indoor comfort and well-being with innovative air care products. Leveraging deep industry expertise, it offers digitalized HVAC solutions designed for better life. As a trusted partner, the company integrates cutting-edge technology into daily operations while offering ongoing support. For more information, please visit www.lg.com/global/business/hvac. 

About LG Electronics Singapore Pte Ltd  

LG Electronics Singapore Pte Ltd (LG Electronics Singapore) is a fully owned subsidiary of LG Electronics Inc., the pioneer and market leader of the Korean electronics industry. LG Electronics Singapore operates four business units locally – Media Entertainment Solution, Home Appliance Solution, Air Solutions and Business Solution. In recognition of its vision to enrich people’s life with smart technologies and innovative design, LG Electronics Singapore has been recognized with prominent local and international accolades, such as the CNET Asia Editor’s and Readers’ Choice Awards, HWM+HardwareZone.com Tech Awards and Red Dot Design. For more information, please visitwww.lg.com/sg. 

Media Contacts: 

Burson Singapore    

E-mail: bursonforlg@bursonglobal.com 

Cher Sok Kheng     

LG Electronics Singapore     

E-mail: sokkheng.cher@lge.com      

Shannon Kang     

LG Electronics Singapore     

E-mail: shannon.kang@lge.com      

 

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SOURCE LG Electronics

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