SAN MATEO, Calif., Dec. 19, 2025 /PRNewswire/ -- AI infrastructure company EverMind today released results from its unified, production-grade evaluation framework designed to assess real-world memory performance. Under this standardized protocol, the company's flagship engine, EverMemOS, delivered best-in-class outcomes across the LoCoMo and LongMemEval benchmarks, cementing its position as a leading memory engine for next-generation AI agents.
An Open Standardized Framework for Real-World Memory Evaluation
The evaluation framework was developed to address a critical bottleneck in the AI industry: the absence of consistent, transparent methods to measure memory quality. Today's agents rely on a fragmented landscape of memory tools, often evaluated using disparate datasets and metrics, making cross-system comparison virtually impossible. EverMind's framework establishes a controlled testing environment where systems are benchmarked under identical conditions, ensuring fair, reproducible, and actionable analysis. Within this rigorous structure, EverMemOS achieved the highest scores, establishing new performance benchmarks for long-horizon interactions.
Architectural Advances Behind EverMemOS
Four core technical innovations drive the system's success:
- Categorical Memory Extraction: Sorts memories into distinct taxonomies—such as situational context, semantics, and user profiling—to decouple information while preserving semantic integrity.
- MemCell Atomic Storage: Embeds each memory unit with rich metadata (timestamps, source, tags, and relational links), functioning analogously to biological memory engrams.
- Event Boundaries: Replaces rigid token-based slicing with thematic continuity, defining "events" across conversations to create human-interpretable memory segments.
- Multi-Level Recall: Employs a dual-system approach—fast retrieval for simple queries and multi-hop reasoning for complex tasks—mirroring the collaboration between the prefrontal cortex and hippocampus in the human brain.
Setting New Standards in Long-Horizon AI Memory
The impact of these innovations is quantified in the results. EverMemOS achieved a score of 92.3% on LoCoMo, with a remarkable cross-evaluation reproducibility rate of 92.32%.
Notably, EverMemOS is currently the only memory system to outperform large models utilizing full-context inputs—all while operating with drastically fewer tokens. This outcome challenges the prevailing assumption that "more context is always better." The evaluation demonstrates that excessive context often introduces noise and dilutes attention ("lost-in-the-middle" phenomenon).
EverMemOS embodies a paradigm shift: high-quality memory requires not only precise remembering but also precise forgetting. By acting as an intelligent attention filter, the system reduces cognitive load, directing the model's focus solely to critical information. This reframes memory from a passive archive into an active mechanism that guides reasoning, shapes identity, and enables continuity.
The Future of Intelligent Infrastructure
The implications extend beyond benchmark scores. As long-term memory becomes foundational to AI, it is emerging alongside Model Parameters and Tool Use as the third pillar of modern intelligence infrastructure. Future agents will evolve from isolated chat sessions into coherent, continuously learning entities capable of maintaining context and building long-term relationships.
EverMind's release of this evaluation framework marks an inflection point for the field. As AI progresses toward deeper autonomy, robust long-term memory will define the next chapter of intelligent systems.
Detailed Resources:
About EverMind
EverMind is redefining the future of AI by solving one of its most fundamental limitations: long-term memory. Its flagship platform, EverMemOS, introduces a breakthrough architecture for scalable and customizable memory systems, enabling AI to operate with extended context, maintain behavioral consistency, and improve through continuous interaction.
To learn more about EverMind and EverMemOS, please visit:
Website: https://evermind.ai/
GitHub: https://github.com/EverMind-AI/EverMemOS
X: https://x.com/EverMindAI
Reddit: https://www.reddit.com/r/EverMindAI/
** The press release content is from PR Newswire. Bastille Post is not involved in its creation. **
EverMemOS Redefines Efficiency in AI Memory, Surpassing LLM Full-Context Perfomances with Far Fewer Tokens in Open Evaluation
EverMemOS Redefines Efficiency in AI Memory, Surpassing LLM Full-Context Perfomances with Far Fewer Tokens in Open Evaluation
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Marking a one-year milestone, BLUETTI pledges $1 from every Elite 100 V2 Bio-Based unit sold to fund Leave No Trace's outdoor ethics education nationwide.
LOS ANGELES, April 3, 2026 /PRNewswire/ -- This Earth Month, clean energy leader BLUETTI renewed its strategic partnership with Leave No Trace, the international 501(c)(3) authority on outdoor ethics. Together, they are launching the Bio-Based Elite 100 V2 Giveback—a landmark initiative that converts product innovation into environmental stewardship by pledging $1 from every unit sold to fund outdoor education and nature preservation.
Powered by Nature, Given Back to Earth
To directly invest in the planet's future, BLUETTI pledges a $1 donation to Leave No Trace for every Elite 100 V2 Bio-Based unit sold through September 30. This initiative is embodied by the unit itself—the industry's first power station to embrace a bio-circular design. Crafted from recycled waste and agricultural byproducts, the Elite 100 V2 Bio-Based Portable Power Station reduces production carbon emissions by 25% (ISCC PLUS-certified). Combining this nature-inspired innovation with a tangible giveback, BLUETTI and Leave No Trace aim to empower a more responsible outdoor community, helping to preserve the very wilderness that inspires exploration.
"Our year-long journey with Leave No Trace has been truly fruitful. This year, the Bio-Based Initiative takes our shared sustainability mission to the next level. We're thrilled to support Leave No Trace in empowering even more outdoor enthusiasts with power solutions that respect the wild."
— James Ray, Spokesperson, BLUETTI
"Partnering with BLUETTI helps to bridge the gap between essential outdoor technology and environmental responsibility. By renewing our collaboration for 2026 and launching the Bio-Based Initiative, we are empowering the outdoor community to enjoy the outdoors while actively contributing to its preservation through education and sustainable innovation."
— Dana Watts, Executive Director, Leave No Trace
2025 Shared Success for Sustainability
This strategic renewal builds on a year of shared milestones in fostering global responsible outdoor practices:
- Supported 174 educational programs across 26 U.S. states.
- Reached 354,000+ individuals with the Seven Principles and clean outdoor energy.
- Generated 189,000+ digital impressions through a community Nature Photography Challenge.
- Raised $20,600 during Giving Tuesday to expand environmental literacy nationwide.
2026 Vision: Empowering a Greener Path Forward
As Leave No Trace explores more diverse ways to deliver outdoor education, minimizing the environmental footprint of its field operations remains a top priority. The team now depends on the Elite 300 Solar Generator as its primary mobile power hub. Its TT-30 RV-ready port enables high-demand appliances—such as air conditioners and microwaves—to run without the noise or exhaust of traditional fuel sources, helping preserve the natural soundscape.
For extended road trips, the system is paired with the Charger 2, a dual car and solar charger that delivers up to 13× faster recharging on the move. Featured in BLUETTI's Spring Campaign, this pairing is positioned as a more efficient, emission-free power solution for RV travel, camping, and the wider outdoor community.
Growing Together for a Greener Planet
As this collaboration enters its second year, BLUETTI and Leave No Trace are shifting their focus toward deeper integration. Together, they aim to empower a more responsible outdoor community, striving to preserve the purity of the natural world for generations to come.
About BLUETTI
Established in 2013, BLUETTI has evolved into a pioneer in the clean energy sector. Driven by robust in-house R&D and sustainable innovation, the brand empowers millions across 120+ countries to stay safe and prepared. Its portfolio of portable power stations and home battery backup solutions ensures reliable power for emergency preparedness, RV travel, and off-grid lifestyles.
About Leave No Trace
Leave No Trace is a 501(c)(3) non-profit organization providing Leave No Trace programs, education, training and outreach in all 50 states and more than 100 countries around the globe. Utilizing the power of science, education for all and stewardship to support and protect nature, Leave No Trace is on a mission to ensure a sustainable future for the outdoors. Learn more at: www.LNT.org.
Media Contact
Ellen Lee
ellenlee@bluetti.com
Marking a one-year milestone, BLUETTI pledges $1 from every Elite 100 V2 Bio-Based unit sold to fund Leave No Trace's outdoor ethics education nationwide.
LOS ANGELES, April 3, 2026 /PRNewswire/ -- This Earth Month, clean energy leader BLUETTI renewed its strategic partnership with Leave No Trace, the international 501(c)(3) authority on outdoor ethics. Together, they are launching the Bio-Based Elite 100 V2 Giveback—a landmark initiative that converts product innovation into environmental stewardship by pledging $1 from every unit sold to fund outdoor education and nature preservation.
Powered by Nature, Given Back to Earth
To directly invest in the planet's future, BLUETTI pledges a $1 donation to Leave No Trace for every Elite 100 V2 Bio-Based unit sold through September 30. This initiative is embodied by the unit itself—the industry's first power station to embrace a bio-circular design. Crafted from recycled waste and agricultural byproducts, the Elite 100 V2 Bio-Based Portable Power Station reduces production carbon emissions by 25% (ISCC PLUS-certified). Combining this nature-inspired innovation with a tangible giveback, BLUETTI and Leave No Trace aim to empower a more responsible outdoor community, helping to preserve the very wilderness that inspires exploration.
"Our year-long journey with Leave No Trace has been truly fruitful. This year, the Bio-Based Initiative takes our shared sustainability mission to the next level. We're thrilled to support Leave No Trace in empowering even more outdoor enthusiasts with power solutions that respect the wild."
— James Ray, Spokesperson, BLUETTI
"Partnering with BLUETTI helps to bridge the gap between essential outdoor technology and environmental responsibility. By renewing our collaboration for 2026 and launching the Bio-Based Initiative, we are empowering the outdoor community to enjoy the outdoors while actively contributing to its preservation through education and sustainable innovation."
— Dana Watts, Executive Director, Leave No Trace
2025 Shared Success for Sustainability
This strategic renewal builds on a year of shared milestones in fostering global responsible outdoor practices:
- Supported 174 educational programs across 26 U.S. states.
- Reached 354,000+ individuals with the Seven Principles and clean outdoor energy.
- Generated 189,000+ digital impressions through a community Nature Photography Challenge.
- Raised $20,600 during Giving Tuesday to expand environmental literacy nationwide.
2026 Vision: Empowering a Greener Path Forward
As Leave No Trace explores more diverse ways to deliver outdoor education, minimizing the environmental footprint of its field operations remains a top priority. The team now depends on the Elite 300 Solar Generator as its primary mobile power hub. Its TT-30 RV-ready port enables high-demand appliances—such as air conditioners and microwaves—to run without the noise or exhaust of traditional fuel sources, helping preserve the natural soundscape.
For extended road trips, the system is paired with the Charger 2, a dual car and solar charger that delivers up to 13× faster recharging on the move. Featured in BLUETTI's Spring Campaign, this pairing is positioned as a more efficient, emission-free power solution for RV travel, camping, and the wider outdoor community.
Growing Together for a Greener Planet
As this collaboration enters its second year, BLUETTI and Leave No Trace are shifting their focus toward deeper integration. Together, they aim to empower a more responsible outdoor community, striving to preserve the purity of the natural world for generations to come.
About BLUETTI
Established in 2013, BLUETTI has evolved into a pioneer in the clean energy sector. Driven by robust in-house R&D and sustainable innovation, the brand empowers millions across 120+ countries to stay safe and prepared. Its portfolio of portable power stations and home battery backup solutions ensures reliable power for emergency preparedness, RV travel, and off-grid lifestyles.
About Leave No Trace
Leave No Trace is a 501(c)(3) non-profit organization providing Leave No Trace programs, education, training and outreach in all 50 states and more than 100 countries around the globe. Utilizing the power of science, education for all and stewardship to support and protect nature, Leave No Trace is on a mission to ensure a sustainable future for the outdoors. Learn more at: www.LNT.org.
Media Contact
Ellen Lee
ellenlee@bluetti.com
** This press release is distributed by PR Newswire through automated distribution system, for which the client assumes full responsibility. **
Earth Month Giveback: BLUETTI and Leave No Trace First Bio-Based Power Station Initiative
