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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
Swipe Less, Know More, Build Faster: LA’s AI Push
10:25 AM | November 07, 2025
🔦 Spotlight
Happy Friday LA!
This week was about AI moving from side feature to core product strategy. Tinder is testing an opt-in “Chemistry” flow that learns your interests with permission, including signals from your camera roll, to propose fewer, higher quality matches. Snap is wiring Perplexity’s conversational, source linked answers directly into Snapchat. And Rivian spun out Mind Robotics to take the industrial AI it built for its own lines to a broader market.
Tinder Bets on AI for Quality Over Quantity
Tinder is piloting Chemistry, an opt-in experience that starts with a short Q&A and, with permission, analyzes cues from your camera roll to build a richer picture of what you like. The aim is to cut through swipe fatigue by presenting a smaller set of high intent matches each day, first in New Zealand and Australia, as part of Match Group’s larger 2026 product overhaul. The pitch is relevance and control, with phased rollout and consent front and center; if engagement lifts, expect tighter loops between real world signals and match recommendations.
Snap Brings Perplexity Answers into Snapchat
Snap struck a deal with Perplexity to deliver conversational, source linked results inside Snapchat starting in early 2026, backed by a one year cash and equity package reportedly worth about 400 million dollars. Ask a question where you already spend time and get a cited answer without hopping to a mobile browser, with Snap emphasizing that Snapchat data will not train Perplexity’s models. The announcement landed alongside improving fundamentals, signaling Snap’s plan to make trustworthy answers feel native to social habits rather than a separate destination.
Rivian Spins Out Mind Robotics
Rivian formed Mind Robotics to productize the software and systems that coordinate its own manufacturing, raising roughly 110 to 115 million dollars led by Eclipse. The goal is to sell factory floor intelligence beyond vehicles, including adaptive quality control, smarter material handling, and autonomous workflows that reduce downtime. With Rivian’s headquarters in Irvine and a growing regional robotics talent base, this puts Southern California on the map for next generation industrial automation tied to the EV supply chain.
Bottom line
LA’s tech scene is pushing AI toward measurable outcomes: better match quality, faster answers with clear citations, and more efficient production. Keep an eye on the unsexy details, including privacy choices and user consent, data boundaries between partners, and how each team turns these features into monetization. That is where this week’s announcements will turn into lasting advantage.
🤝 Venture Deals
LA Companies
- Evotrex exited stealth with a $16M Pre-A round led by Xstar Capital, with Unity Ventures, Kylinhall Partners, Vision Plus Capital, and founders of Anker Innovations participating; the capital will expand engineering and speed commercialization of its first product. The California startup plans to debut what it calls the world’s first power-generating RV trailer at CES 2026, designed to provide off-grid power and help extend EV range while towing. - learn more
- Zest AI, which provides AI-driven credit underwriting and lending intelligence for banks and credit unions, closed an oversubscribed, customer-led financing round from SchoolsFirst, Members 1st, ORNL, and Truliant credit unions, with participation from Citi Ventures. The company says the round came at a higher valuation than its prior growth raise and will fund more automation across the borrower journey and a broader rollout of LuLu, its generative AI lending-intelligence platform. - learn more
- Estate Media, the social first real estate media startup co-founded by “Million Dollar Listing” star Josh Flagg, says it has surpassed $6M in revenue and closed a $1M seed round, bringing total funding to $2.65M. New investors include Tinder co-founder Justin Mateen and real estate and media figures such as Samir Mezrahi (“Zillow Gone Wild”), Tracy Tutor, and Hudson Advisory, which the company says positions it for profitability and further growth. - learn more
LA Venture Funds
- Cedars Sinai Ventures joined Amae Health’s $25M Series B, led by Altos Ventures with participation from Quiet Capital, Bling Capital, Healthier Capital, and 8VC. The company, which is building an AI enabled clinic model for severe mental illness, says the funding will accelerate nationwide clinic openings, advance its AI care platform, and support research into conditions like schizophrenia, bipolar disorder, and treatment resistant depression. Total funding now tops $50 million. - learn more
- Magnify Ventures participated in MiSalud Health’s new funding round led by IGNIA, alongside Ulu Ventures, Redwood Ventures, Amplifica Capital, and client investor Taylor Farms. MiSalud, which delivers bilingual virtual and on-site care for blue-collar workforces, says the capital will help it expand into 20 new states and add services typically offered only in person; reports peg total funding at about $18.3 million. - learn more
- Alexandria Venture Investments participated in Accipiter Biosciences’ $12.7M seed round, which was co-led by Takeda and Flying Fish Partners. The Seattle startup is developing AI-designed de novo protein therapeutics that can combine multiple mechanisms in a single molecule, and it also announced partnerships with Pfizer and Kite Pharma alongside the financing. The company says the funds will advance preclinical programs in immunology and oncology and further build out its computational design platform. - learn more
- Rebel Fund participated in Cactus’s $7M seed round alongside Wellington Management, Y Combinator, and Pelion Venture Partners. Cactus builds a 24/7 AI copilot for home service businesses that answers calls, qualifies leads, books jobs, and manages follow ups to capture after hours demand. The company says the funding will support product expansion and go to market growth in the United States. - learn more
- B Capital joined the angel round for Microtide Biotechnology (also known as Weitao Bio), which raised over RMB 100 million, led by Qiming Venture Partners. The Shanghai company, spun out from Sile Biomedicine’s in vivo CAR T platform, is developing targeted LNP delivered in vivo CAR T therapies for blood cancers and autoimmune diseases, and will use the funds to advance its first candidate and further develop its core platform. - learn more
- Patron co led Flint’s $15M Series A, with participation from the USC Viterbi School of Engineering alongside Basis Set Ventures, AME Cloud Ventures, Afore Capital, and Y Combinator. Flint builds an AI platform that helps teachers personalize K 12 learning, and the company says the funding will accelerate product development and scale the service to more schools. - learn more
- Rebel Fund participated in Freya’s $3.5M round alongside Y Combinator, 212 VC, N1 Tech, BD Partners, and others. Freya is building voice automation tools that let companies create and manage natural language voice workflows, aiming to replace brittle IVR systems with more flexible, AI powered voice agents. The company says the funding will accelerate product development and early go to market efforts. - learn more
- Regeneration.VC led Hullbot’s roughly $10.6M Series A, with participation from Climate Tech Partners, Katapult Ocean, Folklore, Trinity Ventures, Rypples, NewSouth Innovations, and Bandera Capital. The Australian startup builds autonomous hull-cleaning robots that remove biofouling to cut ship fuel use and emissions, and it plans to use the funding to ramp manufacturing, expand global service hubs, and develop larger robotic platforms. - learn more
- M13 led Teleskope’s $25M Series A, with continued participation from Primary Venture Partners and Lerer Hippeau. Teleskope builds an agentic data security platform for the AI era, and says the capital brings total funding to $32.2M to accelerate product development and scale go to market. - learn more
- SmartGateVC participated in Coherence Neuro’s $10M seed round led by Topology Ventures and Artesian, alongside Blackbird, Possible Ventures, XEIA, Jumpspace, Divergent, Spacewalk VC, and others. San Francisco based Coherence Neuro is developing a closed-loop, bi-directional neurotechnology platform to treat cancers like glioblastoma by decoding and modulating electrical signals; the funding will support its first human trials and further product development. - learn more
- Rebel Fund participated in Mecha Health’s $4.1M seed round led by Valia Ventures, alongside Y Combinator, Reach Capital, and Phosphor Capital. Mecha Health is an applied AI lab that builds foundation models for radiology which read medical images and generate fully structured reports, and the new capital supports continued development and deployment of these systems. - learn more
LA Exits
- Green Econome was acquired by VCA Green, the sustainability practice of VCA Consultants. The Los Angeles firm is known for lifecycle strategies, building performance reporting, and compliance services like ENERGY STAR, LEED, CALGreen, and Title 24; combining it with VCA Green’s energy modeling, project management, and field verification creates a single team serving both new construction and existing buildings. Marika Erdely, Green Econome’s founder, is joining VCA Green as a principal. - learn more
- InData Consulting was acquired by The 20 MSP as part of a three-company deal that also included Red Level Group and iStreet Solutions. The additions expand The 20 MSP’s footprint in California, Arizona, Michigan, and the Sacramento area, bringing its total to 44 acquisitions in about three years. The company says it sources targets from its peer group to speed integrations and reduce attrition. - learn more
- Caulipower was acquired by Urban Farmer, a Paine Schwartz Partners portfolio company, creating a vertically integrated “better for you” frozen foods platform that pairs Urban Farmer’s manufacturing with Caulipower’s nationwide brand and distribution. Caulipower will continue operating under its name, with founder Gail Becker joining Urban Farmer’s board; financial terms were not disclosed. - learn more
- StudyOS was acquired by Sitero, a technology-enabled CRO, which simultaneously launched SiteroAI to position itself as the industry’s first fully AI-powered CRO. StudyOS’s Ash clinical-trial agent will be integrated with Sitero’s Mentor eClinical suite, with Sitero projecting 20–30% efficiency gains across the trial lifecycle beginning in 2026; terms were not disclosed. - learn more
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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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