The Innovation Attorney Podcast

17:30

How Do State AI Hiring Laws Affect Startups

The Innovation Attorney Podcast ·

2026/10/02

Colorado’s legislature killed its own flagship AI statute before it ever took effect. The Colorado AI Act, Senate Bill 24-205, was supposed to start governing employment screening tools on June 30, 2026, after an earlier delay pushed it from its original February 1, 2026 date. Instead, Governor Jared Polis signed SB 26-189, the Automated Decision-Making Technology Act, on May 14, 2026, repealing the mandatory impact assessment program and replacing it with a narrower notice and human review model

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14:45

Nvidia’s Circular Financing Web

The Innovation Attorney Podcast ·

2026/10/02

Jensen Huang told Goldman Sachs’ Communacopia and Technology Conference in September 2026 that Nvidia collects roughly $100 in customer orders for every $1 it commits to artificial intelligence labs, and he treated that ratio as a complete answer to circular financing criticism. It is not a complete answer for the founder who signed a three year capacity reservation on a frontier model application programming interface, or the general counsel drafting a term sheet for an infrastructure round,

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30:06

Hiring Junior Engineers or AI

The Innovation Attorney Podcast ·

2026/10/02

A founder who reads SignalFire’s 2026 State of Talent Report and concludes that artificial intelligence has made junior engineers obsolete is reading the easy half of the data. The harder half, several pages past the headline decline in entry level hiring, is a randomized trial showing that the same AI coding tools made experienced developers 19 percent slower on the kind of codebase a startup actually has three years after it stops hiring juniors. The founders acting on the easy half of this report

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35:03

China Shipped Most of the World’s Humanoid Robots...

The Innovation Attorney Podcast ·

2026/10/02

Agibot shipped roughly 8,400 humanoid robots in the first half of 2026, more than the entire global industry shipped in all of 2023. The company passed Unitree for the top global shipment position inside a market that grew between 272 percent and 432 percent year over year, depending on which tracker counted the units. Between 77.9 percent and 97 percent of every humanoid robot shipped in the first half of 2026 came out of a Chinese factory, and the two leading companies controlled roughly three

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19:36

How Does AI Washing Become Securities Fraud

The Innovation Attorney Podcast ·

2026/10/02

Ilit Raz stood before United States District Judge Alvin K. Hellerstein on September 11, 2026 and admitted what investors had suspected since the middle of 2023: the 100 customers, the seven figure revenue, and the 100,000 active candidates she described to raise $27 million for Joonko were largely invented. The admission closes a case the Securities and Exchange Commission opened as a civil matter in June 2024, SEC v. Ilit Raz, and it confirms a pattern that had been building since March 2024, when

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33:43

How Should Saas Companies Price AI Agent Features

The Innovation Attorney Podcast ·

2026/10/02

Two customers on the same 49 dollar monthly plan for an AI agent feature can cost a vendor 2 dollars and 200 dollars respectively in model inference, a spread of roughly a hundred to one that no flat subscription price can absorb. Hybrid pricing, a base subscription fee layered with a usage meter and a spending cap, reached 37 percent adoption among business to business software companies in 2026, up from 25 percent a year earlier. The reason is not fashion. Per seat pricing was built for a product

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14:34

The Valuation Cap in a SAFE Decides Most Founder...

The Innovation Attorney Podcast ·

2026/10/02

A founder signing a Simple Agreement for Future Equity in 2026 gives up more ownership through the valuation cap than through the discount rate or the most favored nation clause, because the cap alone fixes the price at which the entire investment converts to shares. Nationwide 2026 seed data put the median post money valuation near $24,000,000, and a cap negotiated even $2,000,000 below the market range for a founder’s own sector can shift several percentage points of the company permanently onto

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15:27

Why LinkedIn Networking Fails Working Professionals

The Innovation Attorney Podcast ·

2026/10/01

LinkedIn networking in 2026 fails working professionals because over 40 percent of long posts are machine generated, cold pitches fill inboxes, and Microsoft’s growth is led by advertising. A July 2026 analysis of 1,002,627 posts found that LinkedIn supplied about one third of the content scanned and 62 percent of everything flagged as AI written. Outreach data covering 13.2 million connection requests shows that 28 to 30 percent are accepted and that 10.4 percent of messages sent after acceptance

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12:01

SpaceX’s IPO Shows How Narrow the IPO Window Really Is

The Innovation Attorney Podcast ·

2026/10/01

Space Exploration Technologies Corp. priced its initial public offering at $135.00 a share on June 11, 2026, raised close to $75 billion, and watched its stock fall roughly 14 percent from that price within weeks of trading on the Nasdaq Global Select Market under the ticker SPCX. A venture backed company without that kind of scale should not assume the same door will open on the same calendar, and a board setting a 2027 listing date should put a private tender offer or a continuation fund on the

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14:30

How Do Founders Verify Accredited Investor Status

The Innovation Attorney Podcast ·

2026/10/01

On March 12, 2025 the Securities and Exchange Commission’s Division of Corporation Finance told Latham and Watkins LLP it would not recommend enforcement action against an issuer that skips tax returns and bank statements entirely, so long as the purchaser writes a check of at least $200,000 and signs two sentences of representations. Founders who spent the last decade collecting W-2s and brokerage statements from every investor in a Rule 506(c) raise now have a shorter path, and the dollar figures

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26:48

Open Source Robot Models Carry Licensing Risk

The Innovation Attorney Podcast ·

2026/10/01

A humanoid robot startup that fine tunes Physical Intelligence’s pi zero checkpoint for a customer pilot is not running one open source license. It is running at least three: Physical Intelligence’s own Apache 2.0 terms on the training code, Google’s Gemma Terms of Use on the language model buried inside the checkpoint, and, if that startup ever ships the fine tuned weights to a customer instead of only running them as a service, a redistribution question that neither company’s documentation answers

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14:01

Does an AI Drafted S-1 Change Section 11 Liability

The Innovation Attorney Podcast ·

2026/10/01

On September 17, 2026, Cooley LLP turned on GO Public, an artificial intelligence tool built with OpenAI that drafts the initial version of a Form S-1 registration statement in minutes rather than the days a first year associate used to need. Every general counsel watching a public offering approach in 2026 should read the announcement carefully, because the tool changes who types the first draft of the most consequential document a company will ever file, and it changes nothing about who answers

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17:34

How To Negotiate Outcome Based Pricing In An AI Contract

The Innovation Attorney Podcast ·

2026/10/01

A startup that still prices its enterprise AI product by the seat is negotiating last year’s contract. Enterprise buyers in 2026 want to pay for a completed outcome, and the master service agreement that gets that wrong on pricing, service levels, or liability will not survive its first renewal.The mechanic most founders miss is not the pricing model itself. It is the sequence. A company that lets a customer adopt its product for free or at a steep discount during a pilot, then proposes a market

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29:21

What Context Engineering Practice Should Be Adopted...

The Innovation Attorney Podcast ·

2026/10/01

A HumanLayer engineering team spent four months last year proving that an AI coding agent left to write, review, and deploy its own code will quietly ruin a codebase well before anyone notices, and the specific reason it happened is the same reason your own agent feature is at risk right now.Dex Horthy, the chief executive and cofounder of HumanLayer, told The Pragmatic Engineer’s Gergely Orosz in a July 15, 2026 interview that his company ran a fully unattended coding system between July and

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11:37

What AI Representations Should Founders Review Before...

The Innovation Attorney Podcast ·

2026/10/01

In February 2025, a federal judge in Delaware told Ross Intelligence that training a competing legal research product on Thomson Reuters’s copyrighted headnotes was not fair use, and venture lawyers on both coasts started rewriting their diligence checklists before the ink on Thomson Reuters Enterprise Centre GmbH v. Ross Intelligence Inc. had dried. A year later, a guide published for venture backed companies raising capital across borders sorted every artificial intelligence representation now

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11:34

What AI Startups Should Document Before A Funding Round

The Innovation Attorney Podcast ·

2026/10/01

Training data licensing, model output ownership, and open source compliance are the three gaps a founder’s counsel must close before financing, as Bartz v. Anthropic now confirms. The Northern District of California approved a $1.5 billion settlement in that case on July 20, 2026, paying roughly $3,000 per copyrighted work, four times the statutory minimum, after the court found that training on purchased books was fair use but training on pirated copies was not. Thomson Reuters Enterprise Centre

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31:56

Stack Overflow Survey Exposes the AI Code Review Gap

The Innovation Attorney Podcast ·

2026/10/01

Stack Overflow’s 2025 Developer Survey, covered by ADTmag on January 20, 2026, found developer trust in AI generated code fell from 40 percent to 29 percent even as adoption reached 84 percent. That gap between how much developers use AI generated code and how much they trust it is not a confidence problem a better rollout plan fixes. It is a missing control, and the fix is a provenance tagged human review gate that catches an AI authored pull request before it reaches a production system, not

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31:06

ChartMogul Finds the Churn Metric Teams Are Missing

The Innovation Attorney Podcast ·

2026/10/01

ChartMogul’s December 2025 SaaS Retention Report found that artificial intelligence native software retains revenue at a median gross rate of only 40 percent. A company in that category can still show a net revenue retention of 48 percent and look stable on paper, because the accounts that stopped using the product did not cancel, they simply stopped expanding while someone kept the login active. The gap between those two numbers is not a product quality problem in the ordinary sense. It is a

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15:36

Why Is Venture Capital Funding AI Data Infrastructure...

The Innovation Attorney Podcast ·

2026/10/01

Cyera raised $400 million at a $12 billion valuation and Snorkel AI raised $350 million at a $3.5 billion valuation on September 22, 2026, and neither sold a foundation model. Cyera sells the map of where an enterprise’s sensitive data sits and who, or what software agent, is allowed to touch it. Snorkel AI sells the labeled, rights cleared data that frontier laboratories feed into the models everyone else is racing to build. The capital went to the toll booth, not the highway.The detail most

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18:00

The Price of Venture Debt After Silicon Valley Bank

The Innovation Attorney Podcast ·

2026/10/01

Stifel arranged a $40 million venture debt facility for Quartermaster on September 29, 2026, the same week the maritime intelligence company closed a $100 million Series B led by Insight Partners, and the pairing previews exactly the covenant and warrant terms a company should expect to negotiate the next time it layers debt onto an equity round. The debt equaled 40 percent of the equity tranche, a common ratio, but the covenant package behind that number is where a founder either protects the

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