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XAt UCLA, Professors See 'Exciting Opportunities' in AI Writing Tools
Generative AI is tech’s latest buzz word, with developers creating programs that can do anything from writing an academic essay about guitars and elevators to creating photorealistic paintings of majestic cats.
ChatGPT, a platform built by DALL-E 2 and GPT-3 founder OpenAI, is the latest one of these tools to go viral. But this tool can go far beyond writing a version of the Declaration of Independence in the style of Jar Jar Binks. It has the capability to write full essays on almost any subject a college kid could desire — creating another layer of complex technology that humanities professors now have to consider when they teach and dole out assignments.
While ChatGPT does have some limitations (It can only write up to 650 words per prompt), some students have taken to Reddit to talk about the potential uses and workarounds of the word limit to help them pass their classes. Ironically, another student even used the AI to write an apology email to his professor for using AI to write his emails.
One student wrote, “As finals are hitting, I’ve written 6 papers for people and made a great chunk of change. Same day turnaround, any size paper with perfect grammar and in depth writing plagiarism free is a pretty lucrative way to advertise oneself to a bunch of cracked out stressed college students.”
But despite the tool’s internet virality among desperate college students, UCLA professors told dot.LA that they aren’t worried about ChatGPT’s capabilities. Rather than viewing the technology as something they have to shield students from using, they see it as another potential tool in their arsenal and something they can implement in their classrooms.
“My sense of ChatGPT is that it's actually a really exciting opportunity to reconsider what it is that we do when we write things like essays,” said Danny Snelson, assistant professor of English at UCLA. “Rather than raising questions of academic integrity, this should have us asking questions about what kinds of assignments we give our students.”
Snelson tried ChatGPT out for himself, prompting the platform to write an essay about “the literary merit of video games that cites three key scholars in the field.” As it does, ChatGPT instantaneously churned out an essay which answered the prompt accurately and synthesized the arguments of three scholars in a compelling way. But Snelson could spot flaws in its work. The writing style was repetitive and the scholars the AI chose were not diverse.
“I probably will give my students the assignment on the first day of class to write a ChatGPT essay about a topic they know nothing about,” Snelson says. “Then have them discuss the essays that ChatGPT has written for them and what the limits of their arguments are.”
Christine Holten, director of Writing Programs and the UCLA Undergraduate Writing Center, said that she and other instructors are currently having similar talks about how to integrate these tools in a responsible way.
“One way is to allow students to use them,” she said. “Build them into the course, and allow reflection about the bounds of their use, what their limitations are, what are their advantages? How does it change their composing?”
Along with dissecting the platform’s limitations, Snelson also sees using ChatGPT as a tool to propel students’ writing even further. For example, one of the hardest parts about writing an essay is the first line. Having an AI write it for you can be a great starting point to push past the “blank page dilemma,” he said.
And while ChatGPT can write a passable essay on almost any subject, Snelson said students still need to have an understanding of the subjects they’re writing about. “Having a live conversation about Chaucer in the classroom, a student is not going to be helped by an AI,” he said.
“In the real world, you have access to information, you have access to writing tools,” Snelson added. “Why should (academics) disavow or disallow those kinds of tools?”
To that end, Holten said she recognizes that ChatGPT “raises the stakes” by circumventing tools that academics have relied on to detect plagiarism. But students turning in papers that aren’t their own isn’t new: Essay mills have existed for a long time, and Instagram is filled with pages that will sell students an academic paper.
“We have to do our part by trying to craft assignments carefully and making sure that we're not assigning these open-ended prompts of the sort that could be bought from paper mills,” she said.
It helps, too, that ChatGPT may already be working on a solution. Scott Aaronson, who works on the theoretical foundations of AI safety at OpenAI, said in a blog post that he’s working on a tool for “statistically watermarking the outputs of a text model like GPT” that adds in an “otherwise unnoticeable secret signal in its choices of words” to prevent things like academic plagiarism, mass generation of propaganda or impersonating someone’s writing style to incriminate them, though it's unclear how far away this development is.
“We want it to be much harder to take a GPT output and pass it off as if it came from a human,” Aaronson wrote.
All of which explains why even despite claims that high-school English and the student essay are nearing their death knell, Holten thinks, ultimately, “The availability of ChatGPT is not likely to change very much.”- Meet the 24-Year-Old Trying to Disrupt the Intellectual Property Industry ›
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🔦 Spotlight
Happy Friday, Los Angeles.
The newest employee in the office does not need a desk, a salary or a coffee order. But it may have access to your company’s emails, financial records, customer data and software systems.
That raises a fairly important question: Who decides what an AI agent is allowed to do?
El Segundo-based cybersecurity company Saviynt is building its next chapter around the answer.
Carrick Capital Partners announced this week that it closed a $600M continuation vehicle for Saviynt, including a new $255M investment in the company. The transaction allowed Carrick’s existing investors to either take liquidity or remain invested, while also providing liquidity to Saviynt employees through a tender offer.
Continuation vehicles are not exactly known for making gripping Friday reading. The company behind this one is considerably more interesting.
Saviynt develops identity security software that helps businesses determine who can access their applications, data and infrastructure. Increasingly, however, “who” does not refer exclusively to a person.
Companies are deploying AI agents that can retrieve information, write code, communicate with customers and complete multistep tasks with limited supervision. These digital workers need access to company systems to be useful, but every new permission also creates another opportunity for sensitive information to be exposed or an unintended action to be taken.
In other words, AI agents may be tireless employees. They are not necessarily trustworthy ones.
Saviynt is addressing that problem through Zuma, its platform for discovering, securing and governing AI agents, large language models and other nonhuman identities alongside a company’s human workforce. The goal is to give businesses one place to determine what every identity can access, whether it belongs to an employee, a contractor, a software application or an autonomous agent operating at machine speed.
The opportunity appears to be growing quickly. Saviynt has surpassed $300M in annual recurring revenue, up from approximately $10M when Carrick first invested. The company says bookings have increased by more than 80% this year while customer retention remains at 96%.
The new investment was completed as part of the final close of Saviynt’s previously announced $700M Series B, which valued the company at approximately $3B. Carrick’s continuation vehicle was led by Coller Capital and co-led by HSBC Asset Management, giving the investment firm more time and capital to remain behind one of its strongest-performing companies.
For Saviynt, the funding will support further development of its identity platform, deeper integrations with major cloud and software providers and its push to become a central security layer for the agentic workplace.
That ambition reflects a broader change taking place inside companies. The first wave of enterprise AI focused largely on what the technology could generate. The next phase is about what it can actually do, and whether businesses can maintain control once AI moves from answering questions to taking action.
Saviynt is betting that identity will become the gatekeeper.
AI agents are gaining access to the digital workplace, whether corporate security teams are ready for them or not.
Someone still has to hold the keys.
More from this week’s LA startup and venture scene below.
🤝 Venture Deals
LA Venture Funds
- Fulcrum Ventures participated in Critical Materials Group’s $10.3M seed round, led by Overmatch Ventures and joined by Victory Six Advisors. The Austin-based defense manufacturer will use the funding to develop and commission modular, automation-ready production systems designed to expand domestic manufacturing capacity for munitions and advanced energetic materials. - learn more
- Fusion VC participated in Newlight’s $9M seed round alongside lomarlabs, BIRD Energy, Undeterred Capital and CiRi Ventures. The San Francisco-based maritime technology company recently demonstrated its hydrogen-hybrid retrofit on an 8,500-nautical-mile commercial voyage, reducing fuel consumption by 24% and carbon dioxide emissions by 28%. - learn more
- Rebel Fund participated in Metal’s $4.5M seed round alongside a16z, Y Combinator, Gaingels, Indus Valley Capital, Phaze Ventures and Pioneer Fund. Metal will use the funding to build an AI-native operating system that helps founders identify relevant investors, manage outreach and automate other parts of the venture fundraising process. - learn more
- UP.Partners participated in Reframe Systems’ $40M funding round, led by Energy Impact Partners and joined by Counterpart Ventures, E12 Ventures, Global Brain, Thin Line Capital and LACI Impact Fund. The homebuilding startup will use the capital to expand its network of robotics-powered microfactories, which it says can construct homes three times faster and at 35% lower cost than traditional methods. - learn more
- Clocktower Technology Ventures participated in Sharpi’s $4M seed round, co-led by NXTP and ONEVC and joined by MAYA Capital. The Brazilian startup will use the funding to expand its team and develop autonomous AI agents that connect WhatsApp conversations with enterprise systems to automate B2B sales tasks such as order processing, customer follow-ups and demand generation. - learn more
LA Exits
- Extensiv, a California-based provider of warehouse management and fulfillment software, has been acquired by Descartes Systems Group for approximately $120M in cash. The acquisition adds Extensiv’s AI-enabled inventory, order, billing and omnichannel fulfillment tools to Descartes’ logistics network, strengthening its offerings for third-party logistics providers and ecommerce brands. - learn more
- DocSolutionUSA has been acquired by Stewart Information Services alongside ProTitleUSA, adding mortgage document generation and automation capabilities to Stewart’s title services platform. The companies provide title, document and due diligence services for mortgage servicers, investors and capital markets clients; financial terms were not disclosed. - learn more
- Fysh Foods, the Los Angeles-based plant-based seafood brand founded by creator and entrepreneur Zoya Biglary, has been acquired by City Roots Hospitality in an all-cash deal with undisclosed terms. City Roots plans to introduce Fysh Foods’ raw fish alternatives across its New York City restaurants and potentially expand the brand beyond the city as its restaurant portfolio grows - learn more
Impulse Space Just Raised $308M to Build the Roads in Orbit
🔦 Spotlight
Happy Friday, Los Angeles.
Space may not have roads, but it still has a transportation problem.
Rockets have become remarkably good at carrying satellites beyond Earth. Once those satellites reach space, however, getting them from one orbit to another can still be slow, expensive or impossible.
Redondo Beach-based Impulse Space wants to change that, and investors are giving it considerably more fuel for the journey.
The company raised a $308M extension to its Series D, bringing the round’s total to $808M. The new financing comes just over three months after Impulse announced the initial $500M raise and pushes its total capital raised above $1.3B.
Existing investors 137 Ventures, BANNER VC, DFJ Growth, Linse Capital, Lux Capital and Valor Equity Partners participated in the extension. Impulse did not disclose a valuation, but convincing existing backers to commit another $308M so soon after an already substantial round is a strong signal of confidence in both the company and the market it is pursuing.
Founded by former SpaceX propulsion executive Tom Mueller, Impulse is building vehicles designed to move satellites and payloads after they have already reached space. If rockets are responsible for getting cargo off the ground, Impulse wants to handle what happens after delivery.

Its Mira spacecraft is built for precise maneuvering, payload deployment and proximity operations in orbit. Helios, scheduled for its first flight in 2027, is a high-energy kick stage designed to move payloads from low Earth orbit to destinations such as geostationary orbit in less than a day. The company has also introduced an electric propulsion system called Electra and a rideshare service aimed at making higher-energy orbits more accessible.
Together, those products represent something larger than a collection of spacecraft. Impulse is attempting to build a transportation network for an economy that increasingly needs one.
That need is becoming harder to ignore. More satellites are reaching orbit, governments are prioritizing responsive space capabilities and commercial operators want greater flexibility after launch. A satellite that can change position, reach a different orbit or respond quickly to a new mission is significantly more useful than one permanently tied to its original destination.
The U.S. government is already putting Impulse’s thesis to work. Helios was selected for the U.S. Space Force’s National Security Space Launch Phase 3 Lane 1 program, making it the first upper-stage prime awarded a position in the program. Impulse also received a $28M contract extension to provide two Mira spacecraft for additional Space Systems Command missions.
The company says its headcount has more than doubled over the past year as it expanded its facilities in Redondo Beach, Mojave, Boulder and Washington, D.C. The new capital will support further hiring, product development and facility growth as Impulse works to serve commercial, civil and defense customers.
It also recently appointed its first chief financial officer, Adam Townsend, who previously helped guide Vizio through an IPO and its eventual sale to Walmart. The hire is another sign that Impulse is preparing for a more complex chapter, one defined not only by engineering milestones but also by a growing capital base, government contracts and large-scale operations.
That is where this announcement becomes more interesting than its considerable price tag.
Impulse has already shown that Mira can operate in space. Now it must prove that it can turn several ambitious vehicles into dependable infrastructure. The difference between a promising spacecraft company and a transportation network is repetition: more missions, more customers and systems that work reliably enough to become part of how the space economy operates.
An $808M round gives Impulse the resources to pursue that vision. It also raises the expectations attached to it.
For Southern California, the financing reinforces the region’s role in the new space economy. Los Angeles helped build the original aerospace industry, and a new generation of companies is now developing the vehicles, factories and infrastructure intended to support life beyond the launchpad.
Impulse Space is tackling what may be the next big bottleneck. Getting to space is only the beginning.
Someone still has to get you where you are going.
More from this week’s LA startup and venture scene below.
🤝 Venture Deals
LA Venture Funds
- Riot Ventures co-led EnduroSat’s $205M funding round alongside Atreides Management, with participation from GV, Founders Fund, Lux Capital, the European Innovation Council and other investors. The Bulgarian space company will use the capital to open a high-volume satellite factory in the U.S., build a major European space and defense hub and scale production of its standardized spacecraft. - learn more
- Upfront Ventures and M13 participated in Ayble Health’s $16M Series A, led by Neon and joined by Unum Ventures, Cleveland Clinic Ventures, DigiTx and Accomplice. The virtual-care company will use the funding to expand its AI-enabled clinic for chronic digestive and autoimmune conditions across national health plans, major employers and benefits platforms, bringing its total capital raised to more than $27M. - learn more
- Blue Heron Ventures participated in Voxela’s Series A, led by Delight Ventures and joined by SOMPO Growth Partners, Happiness Capital, Archetype Ventures and ALL STAR SAAS FUND, bringing the eldercare technology company’s total funding to approximately $13.2M. Voxela will use the capital to expand hiring and develop new AI capabilities for its VCare platform, which helps care facilities monitor residents, prevent incidents and automate administrative work such as documentation and reporting. - learn more
- Clocktower Technology Ventures participated in Mainstay’s more than $18M growth round alongside new investors Parker89, Stackpoint, Alpaca VC and FJ Labs, as well as returning backers Khosla Ventures and Era Ventures. Mainstay also acquired AI-powered listing platform Truelist and will use the funding to bring its real estate data, pricing and automation infrastructure to more brokerages, agents and smaller investors. - learn more
- Amboy Street Ventures participated in Evvy’s $40M Series B, led by Catalio Capital Management and joined by new and returning investors including Rethink Impact, Muse Capital, Labcorp Venture Fund and General Catalyst. Evvy will use the funding to expand its AI-powered women’s health diagnostics and care platform, beginning with fertility, while growing distribution through physicians and strategic partners. - learn more
- Second Sight Ventures participated in Fin.com’s $20M seed round, led by Expa and Uber co-founder Garrett Camp, with backing from Coinbase Ventures and other investors. The payments infrastructure startup will use the funding to expand its cross-border network through additional acquisitions and plans to acquire a bank within six months. - learn more
- Clearlake Capital, Mantis Venture Capital and Sound Ventures participated in Factory’s $200M funding round, which valued the AI software development company at $5B and brought its total funding above $400M. Factory will use the capital to accelerate research, product development and global expansion for its platform, which enables enterprises to build, manage and improve software using autonomous AI agents. - learn more
- Navitas Capital led Scaffold’s $15M seed round, with participation from D.R. Horton, Pulte Homes, Builders FirstSource and other construction-industry investors. The Austin startup will use the funding to expand its engineering team and broaden its AI-powered platform, which connects homebuilders, contractors and suppliers to automate scheduling, purchase orders and other coordination work. - learn more
- Halogen Ventures led it’s electric’s oversubscribed bridge round, joined by Wisdom Ventures, Future Communities, E8 Angels and other new and returning investors, bringing the curbside EV-charging startup’s total funding to $15M. The financing will support its rapid expansion, including a New York City contract to install hundreds of locally manufactured chargers across all five boroughs over the next three years. - learn more
- Matter Venture Partners participated in Delos Data’s more than $100M funding round alongside Matrix, Playground Global, Socratic Partners, Capricorn’s Technology Impact Fund and IAG. The Palo Alto startup will use the capital to expand its engineering teams and accelerate development and sales of its Nonstop AI infrastructure, designed to reduce network bottlenecks and improve the speed and efficiency of AI inference. - learn more
- Mantis Venture Capital and Gold House participated in A Vinyl Bar in Shibuya’s $5.5M pre-seed round alongside SV Angel, BoxGroup, Quiet Capital and other investors. Founded by Spotify’s former head of innovation, the startup is developing playful music apps that let users remix, manipulate and collaboratively create sounds rather than simply stream or generate songs. - learn more
LA Exits
- Headspace has agreed to be acquired by AI healthcare company Sword in a deal expected to close by the beginning of Q4 2026; financial terms were not disclosed. The acquisition will combine Headspace’s mental health brand, global consumer base and network of more than 15,000 providers with Sword’s AI-powered clinical platform to offer more personalized and continuous care. - learn more
- Nasty Gal was acquired by WSG Brands for an undisclosed amount, adding the women’s fashion label to a portfolio that also includes Von Dutch and Allbirds. WSG plans to expand Nasty Gal internationally and into categories such as footwear, beauty, activewear and accessories while growing its direct-to-consumer, wholesale and licensing businesses. - learn more
- Converse Health was acquired by healthcare AI company Hello Patient for an undisclosed amount, bringing its back-office automation technology into the buyer’s platform. The combination will allow medical practices to use one system for patient communications and administrative work such as referral processing, chart follow-ups, authorization paperwork and medical records. - learn more


