Technology
As Cohere and Writer Explore the ‘Living AI’ Arena, Pathway Joins the Group with a $10 Million Round

As large enterprises struggle to include AI into their platforms and processes, they’ve run into a problem: Generative AI should have memory and its training data should be consistently updated to be of any practical use. This area is currently called “Live AI” and many startups operate in it, including: Cohere AND Writer. Other, Pathjust raised a $10 million seed round to construct working artificial intelligence systems that the company says think and learn in real time like humans.
The round was led by TQ Ventures, with participation from Kadmos, Innovo, Market One Capital, Id4 and business angels. Another investor in Pathway is Łukasz Kaiser, co-author Transformers and key researcher behind GPT o1 from OpenAI.
Pathway’s offering includes so-called “infrastructure components” that power running AI systems and feed structured and unstructured data, meaning enterprise AI platforms could make decisions based on up-to-date knowledge. Current clients include NATO and the French post office La Poste.
Zuzanna Stamirowska, co-founder and CEO of Pathway, told TechCrunch on a call: “The way deep learning assistants and LLM work is that you take training data and then train models. But the question is: how to deal with knowledge, how to deal with memory? At this point, the LLM is behaving a bit like a very smart intern on his first day of work who has been offered a book to read. But they can’t actually remember it. Besides, it’s not live, it’s static.”
To address this, she said Pathway “enables developers to build a pipeline through which they can feed live data into AI systems.” Right now, we’re doing this in the prompting stage whenever you’re constructing LLM applications or Gen AI applications.
Stamirowska — who’s moving to Menlo Park, California — has assembled a formidable, highly technical team to attain the startup’s goals. Its co-founders are CSO Adrian Kosowski and CTO Jan Chorowski, who previously worked with recent Nobel Prize winner in physics and “godfather of artificial intelligence” Geoff Hinton. Stamirowska herself is the writer of a cutting-edge forecasting model for the complex network occurring in maritime trade, published by the US Academy of Sciences.
“The company started with an idea that popped into my head one sunny morning in Chicago,” she said. “I used to be there accompanying a friend to a research conference on theoretical computer science… We had an argument and I said I had to begin with myself. So I took out my laptop and began writing to people in my network about move things forward. I still remember the taste of coffee from that moment.
I asked her where she sees Pathway in comparison with other startups in the space? “For applications in GenAI engineering and knowledge management, Cohere and Writer appear alongside us in Gartner’s newest quadrants,” she said. “Whereas in enterprise deals we often see Palantir bidding on AI transformation, although they are less product-oriented than we are.”
Commenting in a statement, Schuster Tanger, co-managing partner and co-founder of TQ Ventures, said: “Zuzanna and the Pathway team have cutting-edge knowledge and expertise in one of the most exciting areas of business today… The recent, and almost at least, response from the developer community has been powerful.”
Technology
Lime scooter and Ebike batteries will be recycled by Redwood Materials

The joint company Micromobility Lime has reached an agreement on sending batteries utilized in scooters and electronic bikes to Sewoi materials that extract and recycle critical minerals, comparable to lithium, cobalt, nickel and copper.
The agreement announced on Monday makes Redwood Materials the only real battery recycling partner for common scooters and e-bike bikes situated in cities within the United States, Germany and the Netherlands. The contract doesn’t cover every region where lime worksAn inventory covering cities throughout Europe, Asia and Australia.
In Lime up to now he had other recycling partnerships, especially with Sprout through his suppliers. However, for the primary time, the joint company Micromobility had direct relations with battery recycling in North America, which might directly process the fabric for recovery and returns it to the availability chain.
Redwood Materials, The Carson City, Startup from Nevada founded by the previous CFO Tesla JB Straubel, will get better battery materials when they can’t be used. After recovering and recycling, the materials will be re -introduced within the battery production process. This production system of a closed loop-which can reduce the demand for extraction and refining of minerals-is on the Redwood Materials business center.
The effort can also be consistent with its own goals of limestone sustainable development. Lime is geared toward decarbonization of operations by 2030. The company has made progress in reducing the range 1, 2 and 3 of emissions by 59.5% in five years of basic years 2019. Wapno plans to report the outcomes of carbon dioxide emissions 2024 in May.
“This cooperation means significant progress in the establishment of a more round supply chain, helping our batteries not only to recycled responsibly after reaching the end of their lives, but that their materials are returned to the battery supply chain,” said Andrew Savage, vice chairman for balanced development in Lime.
Lime also has partnerships from Gomi in Great Britain and Voltr in France and other European countries to gather these live battery cells for “Second Life” applications, including, amongst others, in the sphere of consumer electronics, comparable to portable speakers and battery packages.
Redwood Materials has contracts with other micromobility corporations, including Lyft, RAD Power Bikes and bicycle batteries and scooters specialized in recycling. Redwood, which collected over $ 2 billion in private funds, announced at first of this month, opened the research and development center in San Francisco.
(Tagstranslat) ebikes
Technology
The Legal Defense Fund withdraws from the META civil law advisory group over Dei Rolback

On April 11, the Legal Defense Fund announced that he was leaving the external advisory council for civil rights regarding the fear that the changes in technology company introduced diversity, own capital, inclusion and availability in January.
According to those changes that some perceived as the capitulation of meta against the upcoming Trump administration, contributed to their decision To leave the advisory council of the technology company.
In January, LDF, along with several other organizations of civil rights, which were a part of the board, sent a letter to Marek Zuckerberg, CEO of Meta, outlining their fears As for a way changes would negatively affect users.
“We are shocked and disappointed that the finish has not consulted with this group or its members, considering these significant changes in its content policy. Non -compliance with even its own advisory group of experts on external civil rights shows a cynical disregard for its diverse users base and undermines the commitment of the meta in the field of freedom of speech with which he claims to” return “.
They closed the letter, hoping that the finish would recommend the ideals of freedom of speech: “If the finish really wants to recommend freedom of speech, he must commit to freedom of speech for all his services. As an advisory group from external civil rights, we offer our advice and knowledge in creating a better path.”
These fears increased only in the next months, culminating in one other list, which from the LDF director, Todd A. Cox, who indicated that the organization withdraws its membership from the META civil law advisory council.
“I am deeply disturbed and disappointed with the announcement of Medical on January 7, 2025, with irresponsible changes in content moderation policies on platforms, which are a serious risk for the health and safety of black communities and risk that they destabilize our republic,” Cox wrote.
He continued: “For almost a decade, the NACP Legal Defense and Educational Fund, Inc. (LDF) has invested a lot of time and resources, working with META as part of the informal committee advising the company in matters of civil rights. However, the finish introduced these changes in the policy of the content modification without consulting this group, and many changes directly with the guidelines from the guidelines from LDF and partners. LD can no longer participate in the scope. ” Advisory Committee for Rights “
In a separate but related LDF list, it clearly resembled a finish about the actual obligations of the Citizens’ Rights Act of 1964 and other provisions regarding discrimination in the workplace, versus the false statements of the Trump administration, that diversity, justice and initiative to incorporate discriminates against white Americans.
“While the finish has modified its policy, its obligations arising from federal regulations regarding civil rights remain unchanged. The title of VII of the Act on civic rights of 1964 and other regulations on civil rights prohibit discrimination in the workplace, including disconnecting treatment, principles in the workplace which have unfair disproportionate effects, and the hostile work environment. Also when it comes to inclusion, and access programs.
In the LDF press release, announcing each letters, Cox He called attention Metal insert into growing violence and division in the country’s social climate.
“LDF worked hard and in good faith with meta leadership and its consulting group for civil rights to ensure that the company’s workforce reflects the values and racial warehouses of the United States and to increase the security priorities of many different communities that use meta platforms,” said Cox. “Now we cannot support a company in good conscience that consciously takes steps in order to introduce changes in politics that supply further division and violence in the United States. We call the meta to reverse the course with these dangerous changes.”
(Tagstranslate) TODD A. COX (T) Legal Defense Fund (T) META (T) Diversity (T) Equality (T) inclusion
Technology
Students of young, talented and black yale collect $ 3 million on a new application

Nathaneo Johnson and Sean Hargrow, juniors from Yale University, collected $ 3 million in only 14 days to finance their startup, series, social application powered by AI, designed to support significant connections and challenge platforms, similar to LinkedIn and Instagram.
A duo that’s a co -host of the podcast A series of foundersHe created the application after recognizing the gap in the way in which digital platforms help people connect. SEries focuses moderately on facilitating authentic introductions than gathering likes, observing or involvement indicators.
“Social media is great for broadcasting, but it does not necessarily help you meet the right people at the right time,” said Johnson in an interview with Entrepreneur warehouse.
The series connects users through AI “friends” who communicate via IMessage and help to introduce. Users introduce specific needs-are on the lookout for co-founders, mentors, colleagues or investors-AI makes it easier to introduce based on mutual value. The concept attracts comparisons to LinkedIn, but with more personal experience.
“You publish photos on Instagram, publish movies on Tiktok and publish work posts on LinkedIn … And that’s where you have this microinfluuncer band,” Johnson added.
The application goals to avoid the superficial character of typical social platforms. Hargrow emphasized that although aesthetics often dominates on Instagram and the content virus drives tabktok, Number It is intentional, deliberate contacts.
“We are not trying to replace relationships in the real world-we are going to make it easier for people to find the right relationships,” said Hargrow.
Parable projects carried out before the seeded (*3*)Funding roundwhich included participation with Pear VC, DGB, VC, forty seventh Street, Radicle Impact, UNCASMON Projects and several famous Angels Investors, including the General Director of Reddit Steve Huffman and the founder of GPTZERO Edward Tian. Johnson called one meeting of investors “dinner for a million dollars”, reflecting how their pitch resonated with early supporters.
Although not the principal corporations, Johnson and Hargrow based pre-coreneuring through their podcast, through which they interviews the founders and leaders of C-Suite about less known elements of constructing the company-as accounting, business law and team formation.
Since the beginning of the series, over 32,000 messages between “friends” have been mentioned within the test phases. The initial goal of the application is the entrepreneurs market. Despite this, the founders hope to develop in finance, dating, education and health – ultimately striving to construct probably the most available warm network on the earth.
(Tagstranslate) VC (T) Yale (T) Venture Capital (T) Technology (T) APP
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