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At UCLA, Professors See 'Exciting Opportunities' in AI Writing Tools
Nat Rubio-Licht
Nat Rubio-Licht is a freelance reporter with dot.LA. They previously worked at Protocol writing the Source Code newsletter and at the L.A. Business Journal covering tech and aerospace. They can be reached at nat@dot.la.
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.
\u201cSo #ChatGPT can easily write college essays now. Turnitin won't touch this. So are we ready to rethink assessment yet?\u201d— Colin D. Wren (@Colin D. Wren) 1670580381
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.
\u201cI asked ChatGPT to write an essay on mental health. Returned essay immediately. College professors don\u2019t need to worry; the essay contained mostly weak verbs and no advanced grammar.\u201d— Heather Holleman (@Heather Holleman) 1670419435
“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.”From Your Site Articles
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Nat Rubio-Licht
Nat Rubio-Licht is a freelance reporter with dot.LA. They previously worked at Protocol writing the Source Code newsletter and at the L.A. Business Journal covering tech and aerospace. They can be reached at nat@dot.la.
nat@dot.la
Resy Cofounder’s New App Lands in LA: A Loyalty Tool Restaurants Actually Want
10:08 AM | October 24, 2025
🔦 Spotlight
Hello LA,
Blackbird, the loyalty and payments startup from Resy and Eater co-founder Ben Leventhal, officially landed in LA this week. The product is simple in the wild: you check in, pay through the app, and earn rewards that restaurants can actually act on, helping them spot and serve regulars without guessing. The LA launch goes live with more than 50 partners centered on the Westside, including names like Gjelina and Felix, plus spots across groups such as Rustic Canyon and Citrin, with expansion planned beyond Venice and Santa Monica.

Under the hood, Blackbird has been building a national network and says it is live at more than 1,000 restaurants. The company raised fresh capital earlier this year to expand markets and roll out cross-restaurant rewards, positioning LA as a key beachhead for growth. If you dine out a lot, the appeal is that the app collapses discovery, payment, and loyalty into one flow. If you run a dining room, the promise is cleaner data on guests you actually see, instead of a generic points program that lives somewhere else.
For LA specifically, the draw is that this model fits how the city eats. We spread across neighborhoods, follow chefs, and rotate between a small set of favorites and a long list of next-ups. A networked loyalty layer that recognizes that pattern could move real dollars, particularly for independents that want to keep the relationship direct. We’ll be watching how quickly the footprint moves east from the coast and which operators lean into memberships and targeted rewards first.
Scroll for this week’s LA venture deals, funds, and acquisitions.
🤝 Venture Deals
LA Companies
- GammaTime, a Los Angeles based premium micro drama platform founded by former Miramax CEO Bill Block, raised $14M seed led by vgames and Pitango, with participation from Alexis Ohanian, Kris Jenner, Kim Kardashian, and Traverse Ventures. The app is live on iOS and Android, features more than 20 vertical phone native originals, and plans new series from “CSI” creator Anthony E. Zuiker as it scales a freemium model for U.S. audiences. - learn more
- Wolf Games, a generative-AI gaming startup backed by Dick Wolf, raised a $9M Series A led by Main Street Advisors. The company also inked a partnership with NBCUniversal to develop interactive games using NBCU IP, built on Wolf Games’ platform for creating “living, cinematic” game worlds. Notable participants include Maverick Carter, Tom Werner, and Rashid Johnson, alongside returning investors Jimmy Iovine, Paul Wachter, and Dick Wolf. - learn more
- Quantum Elements, a Los Angeles based startup, launched Constellation, an AI native platform that helps teams build quantum software and co design hardware using agentic AI, natural language prompts, and a large noisy qubit simulator. The company emerged from stealth with funding from QDNL Participations and support from USC Viterbi, and says Constellation can speed code generation, debugging, and testing for applications in pharma, energy, and finance. - learn more
- Arbor Energy raised a $55M Series A co-led by Lowercarbon Capital and Voyager Ventures, with Gigascale Capital and Marathon Petroleum Corporation participating, to accelerate deployment of its zero-emission, fuel-flexible turbines. The funding completes a 1 MW pilot called ATLAS and advances HALCYON, a 25 MW modular turbine that uses oxy-combustion with supercritical CO₂ for efficient, carbon-neutral baseload power aimed at data centers, utilities, and industrial customers. - learn more
- Dialogue AI raised a $6M seed led by Lightspeed Venture Partners to scale its AI-native research platform, which uses a live conversational AI interviewer to run real-time customer interviews and deliver insights faster. Participants include Seven Stars, Uncommon Projects, the Tornante Company, and notable angels, and the funds will accelerate product and go-to-market efforts with early customers such as Wayfair, Square, Nextdoor, and Suno. - learn more
LA Venture Funds
- March Capital participated in Uniphore’s $260M Series F, joining strategic investors NVIDIA, AMD, Snowflake, and Databricks. The funding will accelerate development and adoption of Uniphore’s Business AI Cloud and expand its partner ecosystem, alongside investors like NEA, BNF Capital, National Grid Partners, and Prosperity7 Ventures. - learn more
- Beast Ventures participated in Nutropy’s latest funding round to scale precision-fermented casein for next-gen dairy ingredients. The France-based startup will use the capital to ramp production and deliver larger samples of its “cheeseable milk” powder to food manufacturers as it targets a 2027 launch. - learn more
- Patron participated in Notch’s $8M seed financing round, alongside investors such as Wing, Samsung, and Balaji, to scale the company’s AI platform for generating performance ads. Notch has since launched a “URL-to-animated-ads” feature that turns a product link into ready-to-run animated creatives within minutes, supporting a faster workflow for marketers rolling out motion ads. - learn more
- B Capital participated in CurbWaste’s $28M Series B, which was led by Socium Ventures with Flourish Ventures, TTV Capital, and Squarepoint Capital also joining. The funding brings total capital to $50M and will accelerate product and go-to-market work on CurbWaste’s operating system for independent waste haulers, including AI-driven dispatch, reporting, and payments. - learn more
- Thin Line Capital participated in SenseNet’s $14M Series A to scale its AI wildfire-detection network in the United States. The round was led by Stormbreaker with Fusion Fund, Plaza Ventures, FOLD36 Capital, and B Current also joining; funds go toward new offices and installations as SenseNet fuses gas sensors, AI cameras, satellites, and weather data to spot fires before they are visible. The company says it already monitors about 130 million acres and can flag ignitions within minutes. - learn more
- MANTIS Venture Capital participated in Keycard’s $38M financing for its identity and access platform for AI agents. The combined seed and Series A were led by Andreessen Horowitz, Acrew Capital, and Boldstart Ventures, and coincide with Keycard’s early-access launch. Keycard says its system issues short-lived, auditable identity tokens to help developers govern agent actions and data across apps. - learn more
- WndrCo participated in Defakto’s $30.75M Series B, a round led by XYZ Venture Capital with The General Partnership and Bloomberg Beta also joining. Defakto, formerly SPIRL, builds a Non-Human Identity and Access Management platform that replaces static credentials with dynamic, auditable identities for services, pipelines, workloads, and AI agents across multi-cloud environments. The company will use the capital to accelerate product development and expand go-to-market efforts. - learn more
- CIV co led 1001’s $9M round alongside General Catalyst and Lux Capital to build an AI native operating system for decision making in critical industries. 1001 combines live data ingestion, operational mapping, AI driven decisioning, and governance to help operators act in real time, with early pilots in aviation, logistics, and large infrastructure projects. The raise also includes backers like Chris Ré and Amjad Masad and will fund early deployments and hiring in Dubai, London, and beyond. - learn more
- Brentwood Associates led Throne Labs’ $15M Series B initial close to expand the company’s smart restroom infrastructure across new and existing U.S. markets. Existing investors including Uncorrelated Ventures, DiPalo Ventures, Rabil Ventures, and Arpiné Capital participated as Throne scales its network of sensor-equipped, ADA-compliant restrooms and city partnerships. - learn more
- M13 led Estuary’s $17M Series A, with participation from FirstMark and Operator Partners, to scale the company’s “right-time data” platform. Estuary unifies change data capture, streaming, and batch into one managed system with BYOC deployment so enterprises can control latency and feed AI applications more reliably; funds will support product and go-to-market expansion. - learn more
- Strong Ventures provided follow-on funding in Unjeonseonsaeng’s ₩2.8B (~$2.0M) Series A, backing the driving-school comparison and booking platform as it scales nationwide. New investors Fast Ventures and Korea Credit Guarantee Fund joined the round, with proceeds going to expand the company’s SaaS tools for driving schools and enhance data-driven features like AI recommendations and advertising. The startup reports monthly GMV above ₩1B and its first profitable quarter in 2025. - learn more
- Interlagos led Adaptyx Biosciences’ $14M seed, with Hyperlink Ventures participating alongside Overwater Ventures, Starbloom Capital, Stanford University, the Chan Zuckerberg Biohub, and others. Adaptyx is developing a biowearable for continuous, multi-analyte molecular monitoring; the raise brings total funding to about $23M and supports R&D, clinical progress toward FDA clearance, and platform scaling. - learn more
- B Capital participated in Faeth Therapeutics’ new $25M financing, which brings the company’s total funding to $92M and supports a randomized Phase 2 trial of its PIKTOR regimen in endometrial cancer with the GOG Foundation. The raise, led by S2G Ventures with additional new and existing backers, follows Phase 1b data showing an 80% overall response rate and 11-month median PFS when PIKTOR was combined with paclitaxel. - learn more
- Btech Consortium participated in PortX’s strategic growth round, joining renewed backers alongside new investors Allied Solutions and the American Bankers Association. The funding extends PortX’s Series B and underscores industry support for its AI-powered data integration platform for banks and credit unions. - learn more
LA Exits
- Breez was acquired by JumpCloud to bolster JumpCloud’s identity threat detection and response capabilities and accelerate its security roadmap. The deal brings Breez’s ITDR technology and team into JumpCloud’s platform; terms were not disclosed. The Breez group is led by former Adobe executive Abhinav Srivastava. - learn more
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On June 23rd, California's Largest Subscription Economy Event Comes to Culver
01:11 PM | June 13, 2022
Photo by Sutton Capital Partners
Read Part One of our coverage here.
The Recurring Revenue Conference, hosted by Sutton Capital Partners, returns to Culver City on June 23 for the first time in two years with a new hybrid live and virtual model.
The conference, which centers on Software as a Service (SaaS) and its connection to Fintech, started in 2015, after Sutton Capital Partners co-founder Peter Cowen attended Salesforce’s annual DreamForce conference in Northern California and recognized the need for a companion event down south.
“There were 150,000 people at the pulse of what's going on,” Cowen recalled. “You leave that micro environment and people didn't even know what recurring revenue was. Even smart, capable software people, investors and the like.”
2022 Recurring Revenue Conference
At the time, there weren’t any events in Southern California specifically dealing with this growing side of the technology business, offering entrepreneurs who were new to the space an opportunity to learn. It was Nancy Hammerman, Sutton’s co-founder, who first suggested the concept for the conference.
By this point, Sutton Capital Partners were already embedded in the software and technology scene in Los Angeles as angel investors and limited partners in a number of local early-stage funds. (Cowen is also a professor at UCLA’s business school.)
Cowen and Hammerman saw the conference as a way to spotlight new trends in the industry, surface founders and startups with exciting new ideas and business models, and to grow a local community of like-minded founders, investors, and other entrepreneurs.
“We look at the conference as a wonderful way to stay connected with the tech community on the specific focus of SaaS and subscription businesses, but also to watch the cross-fertilization---you might have an ecommerce merchant talking with a SaaS founder in completely different verticals,” Hammerman said.
Bringing together individuals from different corners of the tech world to foster greater collaboration and innovation has always been at the heart of the project. But what neither co-founder could have been predicted was how Los Angeles would find itself at the dynamic center of the SaaS world.
“Southern California has always been a hotbed of creativity, with the entertainment community out here,” Cowen said, noting that the emergence of the influencer economy has upended the traditional Hollywood studio model as the main barometer of success in Tinseltown. “The power of these influencers can really be measured in marketing. Many companies in Southern California now are coming in and offering influencers as a channel.”

“We have really enjoyed great entrepreneurs who can articulate so clearly not only strategies but actual, usable tactics that can bring immediate, measurable results,” said Cowen. “Among my favorites have been Perry Wallack, co-founder of Cornerstone OnDemand, who talked about how to keep great talent; and Kevin McGibben, CEO of LogicMonitor, who discussed key interviewing techniques to optimize hiring. And of course, there are always discussions about when and how to raise capital. Alan Rich, serial entrepreneur, talked about how empowering it was to self-fund initially, which gave him more control in the early stages.”
Beyond marketing and promotion, the financial and funding side of the business has also shifted dramatically.
“When we started seven years ago, there wasn't that strong of a venture community here,” Cowen noted. “The tech people had always been in Los Angeles, despite recent articles claiming that the city is only newly a tech hub. But on the business end of things, the number of businesses being founded and headquartered in Los Angeles were few and far between. Now, fast-forward, you have serial entrepreneurs; and you've got serial entrepreneurs who have funds. You've got lots of funds, period, not just the ones popping down from Silicon Valley.”
And when it comes to SaaS specifically, the changes have been even more dramatic and propulsive: a boon for revenue, but compounding exponential stressors for founders. These are the kinds of challenges that the conference attempts to address through ongoing education and refinement.

“The whole software industry has become so SaaS-centric, it's replaced the legacy systems that were out there,” Cowen said. “Now it's become much more sophisticated, because companies need to compete against other scrappy SaaS companies. The flywheel effect sees the next round of SaaS startups scaling faster than their predecessors, and LA has been by far one of the largest beneficiaries of that.”
Somehow the conference covers all of this ground and more within the span of a single day, through a combination of keynote speeches, informative panels, breakout sessions, and of course networking opportunities.
This year’s agenda includes an opening panel focused on leading edge analytics and AI, with moderator and CRM pioneer Jon Ferrara in conversation with two leading customer insight company founders: Emad Hasan of Retina and Saumya Bhatnagar of Involve.ai.
Another key theme, raising capital, will be the focus of the returning Meet the Money panel, featuring 3 of the most active and well respected VCs in Southern California: TX Zhou of Fika Ventures, Alex Rubalcava of Stage Ventures and Minnie Ingersoll of TenOneTen Ventures. Another hot panel will center on valuation trends and the impact of the recent stock downturn on funding, and features some surprising data.
“We think the conference is very much the style of LA,” said Cowen. “It's informative, it's meaty and it's easy to follow up and talk to somebody.” Turns out one of the S’s in SaaS actually stands for schmooze.
Venue information: Hilton Los Angeles Culver City
For tickets and info: Recurring Revenue Conference
Enter Promo Code: DOTLA229 and save over $200 for dot.LA readers (limited availability).
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