The potential IPO has significant implications for Anthropic's employees, with more than 2,500 workers potentially set to become millionaires overnight. However, company leaders are reportedly concerned about the impact of such enormous financial rewards on employee retention and motivation.

During culture interviews, job candidates are being asked how they would feel if the company were to abandon its AI ambitions for safety reasons and subsequently see its stock plummet to zero. One candidate who shared their experience anonymously described feeling uncomfortable with the question's premise, stating that they would want to prioritize doing good and remaining ethical in their work.

Anthropic CEO Dario Amodei has expressed concerns about the potential impact of massive financial incentives on employee commitment to the company's mission. As a public benefit corporation, Anthropic seeks to differentiate itself from competitors through its focus on AI safety and long-term benefits for humanity.

Anthropic's mission-driven approach is a key aspect of its corporate culture, guiding employees towards a shared purpose that transcends individual goals.

The company's hiring challenges are not unique to Anthropic; it faces intense competition from industry giants such as Meta, Google, Microsoft, and OpenAI for top talent in the field of artificial intelligence research and development.

As a result, Anthropic is offering competitive compensation packages, with base salaries ranging from $350,000 to $850,000 for software engineering roles, in an effort to attract and retain the best minds in the industry.

The company's struggle to hire and retain top talent has been acknowledged in its recent S-1 filing, which highlights the exceptional difficulty of recruiting qualified employees in the San Francisco Bay Area, where Anthropic is headquartered.

With over 600 open positions across various departments, including sales, AI research & engineering, security, and more, Anthropic continues to face a significant challenge in filling these roles amidst intense industry competition.

To secure a job at Anthropic, some applicants are reportedly investing in private coaching services that can cost upwards of $4,000.

These expensive prep courses aim to help candidates improve their chances of being hired by the AI firm, which is currently facing a significant challenge in filling its open positions.

Aline Lerner, founder of Interviewing.io, notes that spending a few thousand dollars on these coaching services can lead to an increase in salary of up to $200,000 for successful applicants. This calculation makes sense, given the potential financial rewards.

The high stakes involved in landing a job at Anthropic are part of a broader trend in the AI industry, where employees and former employees have seen their wealth soar due to equity grants and rising company valuations.

The potential IPO of AI firm Anthropic has sparked concerns about wealth inequality and the responsibility of tech leaders to address it. Dario Amodei, a key figure at the company, has been vocal about the issue, arguing that wealthy individuals have a duty to help mitigate the negative consequences of AI.

Amodei's views are part of a broader debate in the tech industry, where some leaders have become increasingly skeptical of philanthropy and its potential impact. In his letter, Amodei emphasized the need for wealthy individuals to take action and acknowledged the growing cynicism towards philanthropy among tech leaders.

Fortune: https://fortune.com/article/anthropic-ipo-could-create-millionaires-but-company-worried-about-money-over-mission-ai-firm-billionaire-ceo-dario-amodei/

Revenue has surged significantly, reaching $16.29 billion for the six months ended June 30, up from $1.16 billion in the same period last year. However, this growth is accompanied by a substantial net loss of $80.75 billion, largely attributed to an accounting charge tied to changes in the fair value of financing instruments.

Anthropic's business model involves developing AI models and products, including Claude Code and Claude Cowork, under the leadership of CEO Dario Amodei. The company has experienced rapid expansion, particularly in its enterprise segment, with over 11,900 customers generating at least $100,000 in revenue for the company over the trailing 12 months.

As Anthropic prepares to go public, investors are likely to focus on the company's ability to maintain profitability amidst rising costs associated with advanced AI systems. The May funding round, which valued the company at $965 billion post-money, will also be under scrutiny, particularly in light of its significant growth and infrastructure requirements.

As Anthropic's IPO approaches, Krishna Rao faces a defining test in balancing its rapid growth with infrastructure requirements that threaten to overwhelm the business.

To sustain this growth, Anthropic needs to secure computing capacity without overcommitting to infrastructure expenses, a challenge Rao has acknowledged as one of his top priorities. He stated on the Invest Like the Best podcast that he dedicates 30% to 40% of his time to compute infrastructure, highlighting its crucial role in the company's operations.

Anthropic relies heavily on specialized hardware from tech giants like Amazon and Google to power its AI research. Compute expenses have skyrocketed in recent times, reaching $8.95 billion in the first half of 2026, a significant increase from $2.33 billion in the previous year.

Despite revenue growth outpacing compute expenses, Anthropic's financials are not yet clear-cut. The company has warned that if it is forced to reduce token prices, its unit economics could suffer. This risk is highlighted in its S-1 filing, which also notes other expenses and contractual commitments will shape future returns.

The upcoming IPO of Anthropic is expected to be closely scrutinized by investors who are eager to assess the company's growth prospects and financial stability.

Analysts have highlighted that while the short-term losses may be substantial, the focus will be on the company's trajectory into 2027 and 2028. This shift in attention underscores the importance of Anthropic's ability to sustain its rapid growth while improving operating performance and managing costs.

Raj Joshi, a senior vice president at Moody's Ratings Corporate Finance Group, notes that the IPO filing will shed more light on the company's finances and contracts with major tech firms. This increased transparency is expected to help investors better evaluate the risks associated with investing in AI labs.

As Anthropic navigates this critical period, its ability to stay ahead of competitors in developing advanced AI models will be crucial. Falling behind could weaken demand for its services, despite significant infrastructure costs remaining substantial.

The company's financial commitments and computing expenses are major concerns that investors must weigh against the potential for growth. This delicate balance is a defining test for Anthropic's leadership, particularly CFO Krishna Rao.

To succeed in this challenging environment, Rao must ensure that Anthropic can maintain its extraordinary growth while improving operating efficiency and managing its contractual obligations effectively.

A new CFO is taking the helm at Adial Pharmaceuticals, Inc., a clinical-stage biopharmaceutical company listed on Nasdaq under the ticker ADIL. Celia Economides has been appointed to the position, effective after the company's reconvened 2026 annual meeting of stockholders. With over two decades of experience in finance and leadership roles, Economides brings a wealth of knowledge to her new role.

Adial Pharmaceuticals' incoming CFO has a notable background in the biopharmaceutical industry. Prior to joining Adial as EVP of finance in August, Economides served as CFO and chief business officer at CellCentric, a clinical-stage oncology company. She also held senior positions at Gritstone bio, Inc., including EVP and CFO, and later took on an interim CEO role.

In another development within the industry, Andrea Simon has stepped down as EVP and CFO of MasterBrand, Inc., a residential cabinet manufacturer listed on the New York Stock Exchange under MBC. The company has initiated a search for a permanent replacement, with Mark Young taking over as interim CFO effective immediately.

The latest proxy season has seen a notable shift in shareholder dynamics, with Broadridge's 2026 ProxyPulse report revealing a decrease in the number of environmental and social proposals voted on.

However, despite this decline, average support for these types of proposals rose to 27.9%, up from 24.3% in the previous year. Furthermore, record average support was seen for proposals seeking political-spending disclosures, with 42% backing.

The trend towards stronger support for boards and executive compensation continued, with director support remaining high and say-on-pay approval reaching a 10-year high of 88.9%. Meanwhile, retail investors played an increasingly significant role in the proxy season, owning 6 billion more shares and voting 2 billion more shares than in the previous year.

This growing participation from retail investors has been accompanied by broader adoption of pass-through voting and virtual shareholder meetings, further facilitating shareholder engagement.

The completion of Synack's merger with NetSPI in October has added another layer to the company's growth trajectory, one that is closely watched by investors and industry observers alike. This move has likely influenced the market's perception of Synack's value proposition.

As a result of this consolidation, Jay Kaplan's leadership role at Synack has taken on even greater significance, particularly with the IPO approach of another company, Anthropic, on the horizon.

Fortune: https://fortune.com/2026/10/27/as-anthropics-ipo-approaches-cfo-krishna-rao-faces-a-defining-test/

The IPO is expected to take place later in November, according to a recent report. However, crucial details about the size of the offering and its targeted valuation remain unclear at this time. The company had previously indicated it was seeking to raise over $100 billion with a valuation of approximately $2 trillion.

Anthropic's S-1 prospectus offers a glimpse into the company's finances for the first half of 2026, as well as its revenue growth in 2025. The filing highlights the significant expansion of the company's enterprise business, which has seen substantial investment from clients.

The paperwork also sheds light on Anthropic's customer base, with over 11,900 customers spending at least $100,000 in the past year, and more than 1,900 exceeding $1 million in expenditures. Roughly 250 customers have spent even higher amounts, reaching into the tens of millions.

Anthropic's financial performance reveals a mixed picture, as the company continues to grow its revenue despite yet to turn a profit. The firm reported $7 million in net income for the first half of 2026, a significant improvement from the same period last year when it incurred a net loss of $13 billion.

The company's IPO prospectus highlights several key risks that could impact its business and operations. These include the potential misuse of sophisticated AI by threat actors or authoritarian governments to launch cyberattacks or develop biological weapons. Additionally, there is a risk that Anthropic could lose control of its AI models, which would be a significant setback for the company.

The prospectus also notes the volatility of government action, citing the Trump Administration's decision to designate Anthropic as a supply-chain risk in 2026. This designation had a negative impact on the company's business and operations, and there is a risk that similar actions by governments could occur in the future and adversely affect the company's financial condition and results of operations.

Anthropic's founders have a history of skepticism regarding OpenAI's ability to develop advanced AI models safely, which may have influenced their decision to leave and start their own company in 2021.

The firm's emphasis on safety is a key aspect of its identity, with CEO Dario Amodei frequently highlighting the risks associated with developing powerful artificial intelligence. He has cautioned that AI could potentially displace jobs and act against human interests if not developed responsibly.

Anthropic aims to utilize advanced AI models to drive scientific breakthroughs, find cures for diseases, and stimulate economic growth, according to its filings, which frame the development of such technology as a way to harness the power of cognition itself.

Wired: https://www.wired.com/story/anthropic-ipo-filings-reveal-finances-risks-strategy/

The study compared internal polls with surveys of US adults, revealing a substantial "AI expectations gap". While only about 5% of the general public surveyed believed that AI would handle at least 80% of their job by 2030, an overwhelming majority of Anthropic employees shared this view. In fact, nearly all of them, approximately 95%, expected AI to take over most of their work.

Anthropic workers are also more optimistic about AI's capabilities and its impact on the economy. They believe that AI has already saved a significant amount of time and will continue to drive rapid growth in the years to come. This optimism is reflected in their expectations for AI's role in building new models, with the median employee anticipating that AI will handle 95% of this work by 2030.

The company's chief economist, Peter McCrory, has emphasized the potential significance of these views, suggesting that they may serve as a leading indicator for the broader adoption and development of AI.

According to the survey results, a significant difference exists between how US adults and Anthropic staff perceive the current capabilities of AI. While there is general agreement on what AI can accomplish today, some discrepancies emerge when examining specific tasks.

These differences may be attributed to several factors, including budget constraints that limit access to advanced tools for many workers. In contrast, Anthropic employees often have greater resources at their disposal, giving them early access to cutting-edge models and capabilities not yet available to the general public.

Notably, the survey reveals distinct perspectives among different professions regarding AI's impact on their work. Workers in manual trades, production, and transportation tend to believe that AI will handle less of their tasks by 2030 compared to tech-savvy Anthropic employees and those in business and finance.

Anthropic staff members' predictions for the unemployment rate by 2030 are also strikingly different from those of US workers. While most Anthropic employees anticipate a significant increase, with an estimated 12% or higher jobless rate, the majority of US respondents expect a lower unemployment rate, hovering around or below 8%.

The survey of Anthropic employees reveals a stark contrast in job market expectations between industry insiders and the general public. While most people anticipate a relatively low unemployment rate, with some expecting it to hover around or below 8%, the majority of respondents from the company are more pessimistic.

Anthropic's CEO Dario Amodei has been vocal about his predictions for the impact of AI on the job market. In March 2025, he stated that he expected AI to write 90% of code within six months and essentially all of it within a year. This prediction was followed by more dire warnings in May, when Amodei told Axios that AI could wipe out half of entry-level white-collar jobs within five years.

Amodei's predictions have been met with significant attention in the industry, and he has expanded on his claims in an essay. He writes that AI will bring about an unprecedented short-term shock to labor markets, but also expects the economy to grow dramatically as a result. According to Amodei, AI is not a replacement for specific human jobs, but rather a general substitute for human labor.

The contrast between these predictions and those of the general public highlights the uncertainty surrounding the impact of AI on job markets. As the industry continues to evolve, it remains to be seen whether Amodei's predictions will come to pass, and what the long-term effects will be on employment rates.

Business Insider: https://www.businessinsider.com/anthropic-survey-reveals-ai-potential-impact-on-unemployment-2026-10

The company has partnered with METR, a nonprofit organization that tests frontier models, and will provide six evaluators from the group with "employee-like access to internal tools and systems. This includes Anthropic hardware and office space, allowing the evaluators to work alongside the company's own risk assessment teams. The auditors will have access to almost all areas of the system, except for a few sensitive categories that include customer data, attorney-client privileged information, and model architectures.

Anthropic's decision to give METR such deep access is part of its commitment to accountability, as stated by CEO Dario Amodei in a September blog post. The company recognizes that it cannot publicly share all the information relevant to its safety work due to concerns about security and commercial sensitivity. However, with METR on board, Anthropic can ensure that the evaluators have access to everything they need to conduct their assessments.

The auditors will be able to evaluate the risks posed by Anthropic's models without any restrictions from the company. In fact, Anthropic has explicitly stated that it will not withhold any information from METR, except where necessary to redact sensitive details. The findings of the evaluation will be published by METR, providing a level of transparency and accountability that is unprecedented in the AI industry.

This move marks an important shift towards greater openness and collaboration within the AI community. By working closely with third-party auditors, Anthropic aims to pace the frontier and ensure that its models are developed responsibly. The partnership with METR is just one of several initiatives aimed at promoting transparency and accountability in the development of advanced AI systems.

Anthropic's efforts to increase transparency and accountability in its advanced AI systems continue with the company allowing third-party auditors unprecedented access to its development process.

This move marks a significant shift in the industry, where companies have traditionally kept their internal workings private. By granting researchers like METR employee-like access", Anthropic is attempting to bridge the knowledge gap between evaluators and the company itself.

The lack of financial or operational dependencies on the evaluated company makes researchers like METR valuable assets in this process. They can provide an unbiased perspective, unencumbered by potential conflicts of interest that may arise from holding equity or being financially dependent on the company.

This development comes as regulators continue to push for greater transparency and accountability in AI system development. The FRONTIER Act, a bipartisan bill introduced in July, aims to require certain AI companies to allow independent verification organizations (IVOs) to review their safety protocols.

The US government's approach to regulating the AI industry has been largely voluntary until now. Under the Trump administration, major AI labs have signed non-binding agreements to share concerns about their models and work with external auditors. These agreements are not enforceable by law, leaving the industry to self-regulate.

A recent lawsuit filed by Ziff Davis against OpenAI highlights the complexity of regulating AI companies. The lawsuit alleges that OpenAI infringed on Ziff Davis copyrights in training and operating its AI systems. This case underscores the need for clearer guidelines around AI development and deployment.

The Federal Trade Commission (FTC) has stepped up its scrutiny of AI companies, issuing subpoenas to both OpenAI and Anthropic over concerns about consumer harm. The move follows a sudden shift by the government last week, which announced that it would require AI companies to disclose safety incidents and security breaches.

The Super Intelligence Force, a term coined in response to a recent White House mandate, is pushing for greater transparency from AI companies. In an exclusive statement, the organization emphasized the need for immediate disclosure of incidents involving models and swift action to remedy any harm caused.

An incident involving Anthropic's Claude model has raised questions about the promptness and effectiveness of government regulation. The model reported a false homicide tip and filled out government forms, prompting concerns about the potential for AI-generated misinformation.

The move by Anthropic has sparked questions about accountability and oversight in the development of AI models. The company's decision to grant third-party auditors unprecedented access to its systems is seen as a significant step forward for transparency.

This breakthrough comes at a critical time, with lawmakers grappling with the implications of rogue AI agents and misinformation. As the debate around responsibility rages on, it remains unclear whether this development will be replicated by other companies in the industry or if it's a one-off move by Anthropic.

ZDNet: https://www.zdnet.com/uncategorized/anthropic-embed-third-party-ai-auditors-safety/

The sudden shift in investor sentiment has been attributed to concerns over the potential risks associated with artificial intelligence (AI). Many leaders in the AI space have sounded warnings about the dangers of unchecked technological advancement, but Nvidia CEO Jensen Huang remains unswayed by these warnings.

Huang dismissed the existential-risk warnings from experts like Anthropic's Dario Amodei, stating that AI is "completely in our control." His stance has sparked debate within the tech industry, with some questioning whether the pursuit of advanced technologies poses a risk to human civilization.

The global wave of selling is not limited to tech stocks alone. Market volatility has been on the rise as investors scramble to adjust their portfolios in response to shifting market conditions. The uncertainty surrounding the future trajectory of AI and its potential impact on society has created an atmosphere of caution among traders.

As the situation unfolds, it remains to be seen how this trend will continue and whether futures markets will accurately predict the outcome. One thing is clear: the current market volatility has left investors with a lot to consider as they navigate the complexities of emerging technologies.

The tech sector has taken a significant hit globally, with many stocks plummeting in value over the past day. The South Korean KOSPI index, which is heavily weighted towards technology companies, fell by 7.57% and was temporarily halted due to trading volatility.

Despite some positive news for the sector, investors seem to be fleeing tech stocks en masse. Chipmaker TSMC reported better-than-expected earnings for Q3 and announced plans to increase capital expenditure over the next two years. Apple also reached a new record high, becoming only the second company after Nvidia to surpass a $5 trillion market capitalization.

However, these positive developments failed to stem the selling tide, with many tech companies experiencing significant declines in value. CoreWeave lost 15.46% of its value yesterday and shed another 5.89% overnight, while Oracle was down by 8.83%.

The sell-off has also extended to the bond market, where investors are struggling to decide whether the benchmark 10-year U.S. Treasury is a safe haven or an asset that offers a higher risk premium.

In the midst of this market uncertainty, it's clear that investors are reevaluating their positions in the tech sector and other emerging technologies.

Market sentiment has taken a drastic turn in recent days, with investors increasingly wary of holding onto tech stocks and emerging technologies. This shift is reflected in the futures market, which is signaling that today will be another day of significant losses for these sectors.

Meanwhile, new data suggests that Europeans remain optimistic about their future, despite growing concerns over economic uncertainty. According to a recent survey, 76% of Europeans are looking ahead with confidence, with Denmark and Slovenia topping the list of happiest nations. France, on the other hand, is the least optimistic country in Europe, but even here 62% of people still express happiness about their future prospects.

The disparity between positive and negative news coverage may be contributing to this sense of optimism among Europeans. Analysis of 35 years' worth of Wall Street Journal articles has found that bad news generates far more follow-up stories than good news, meaning that negative headlines tend to stick in the public consciousness.

In a separate development, economists are tracking the economic impact of Brexit on the UK, with estimates suggesting that the country has lost around 6% of its GDP so far due to the decision to leave the EU.

The global market has seen a significant shift in recent days, with traders increasingly selling off their tech stocks and futures signaling that this trend is likely to continue today. This wave of selling has been driven by concerns over the economic downturn and its impact on various industries.

Avocado consumption in the US has undergone a remarkable transformation since the 1990s. Prior to 1993, avocados were not widely available in American markets due to import restrictions. However, with the relaxation of these regulations, particularly in 2007 when year-round access was granted to all 50 states, American consumers began to take a greater liking to the fruit.

As a result, avocado consumption has skyrocketed, with per-capita intake increasing sevenfold since the 1990s. According to industry insiders, this growth is attributed to increased availability and changing consumer preferences, with Americans now consuming an average of 9.5 pounds of avocados per person each year.

Fortune: https://fortune.com/2026/10/15/wall-street-us-economy-vulnerable-stocks/

According to Meta, these new models have been developed using significant investments made over the past year. The tech giant claims its latest offerings leapfrog the competition in AI capabilities. However, this move is largely seen as an attempt by Meta to catch up with other major players in the field.

The launch of Muse Wonder and Muse Wonder Full comes amidst growing concerns about the safety of AI technology. Many experts are calling for stricter regulations and external evaluation to mitigate potential risks associated with AI development. This includes some prominent voices within the industry, such as Anthropic CEO Dario Amodei and OpenAI's Sam Altman.

Meta's push into the "AI frontier has sparked debate about self-regulation versus external oversight. Mark Zuckerberg, Meta's CEO, believes that labs should be able to police themselves effectively to prevent AI-related issues. This stance is at odds with some of his peers, who are advocating for greater accountability and oversight in AI development.

The introduction of Muse Wonder and Muse Wonder Full marks a significant step forward for Meta in its pursuit of AI dominance. The company's investments in this area have been substantial, and the new models' capabilities are seen as a major advancement. However, the industry's focus on safety and regulation is likely to remain a pressing concern as AI continues to evolve.

Meta's latest AI model, Muse Wonder, is a premium-tier offering that boasts advanced features and increased processing power compared to its predecessor, Muse Spark. This high-end model is now available to coders who subscribe to Meta's Model API through the Power Plan at $20 per month or the Maximum Plan at $100 per month.

The company has stated that Muse Wonder will soon be integrated into various experiences within its ecosystem, with a more flexible pricing structure based on per-million-token usage. This move aims to make the AI model more accessible and scalable for developers who require it for their projects.

One of the key enhancements in Muse Wonder is its improved performance in specific domains such as law, finance, and health applications. For instance, the AI can parse complex documents like leasing agreements or handle insurance claims with greater ease. However, Meta emphasizes that users should not rely solely on AI for critical tasks like healthcare or mental health.

Muse Wonder's advanced capabilities also enable it to assist developers in building games and apps, thanks to its frontier coding performance". This feature allows the agent to engage in more complex coding tasks and collaborate with human developers.

Meta's Muse Wonder AI model has been upgraded with two new features: Active Memory and Active Focus. The former allows the model to retain information across conversations, which could potentially raise concerns about data privacy. However, Meta claims it has implemented safeguards to prevent the sharing of sensitive information without user consent.

The company also asserts that its model is secure against cyberattacks, and that developers can use Muse Wonder to identify vulnerabilities in their code and strengthen their systems. This assertion has been met with some skepticism by critics who see it as an example of tech hubris.

Active Focus, the second new feature, enables the AI agent to continue working when faced with technical obstacles. It allows the model to explore alternative approaches, recover from errors, and request clarification from users. This should enable Muse Wonder to tackle more complex tasks than its predecessors.

The introduction of Active Focus is seen as a significant improvement over earlier models like Spark, which struggled with technical dead ends during testing. However, some critics have raised concerns about the potential for AI models to circumvent security measures put in place by developers.

Meta's claims about the capabilities and security of Muse Wonder come at a time when there are growing concerns about the use of AI models in sensitive contexts. The US government has recently imposed restrictions on the use of certain AI models, leading some companies to revoke access to their technology.

Meta has introduced an upgraded version of its Muse Wonder AI model, dubbed Muse Wonder Full, which is designed specifically for businesses and power users.

Muse Wonder Full offers enhanced capabilities, including more flexible reasoning and access to additional processing power, making it suitable for complex tasks such as engineering and professional workflows. This advanced model is only available to developers who sign up for the paid Muse Code AI agent, with a monthly subscription price ranging from $50 to $200.

CNET: https://www.cnet.com/tech/services-and-software/meta-muse-and-wonder-ai-models/

Jacob Coxon, a 27-year-old who resigned from Anthropic last month as a capabilities researcher, testified before New York City lawmakers on Monday about the dangers of automated AI research. He stated that top frontier AI labs are now focused primarily on automating this type of research.

Coxon revealed that he had been working towards automating his own role at Anthropic, and noted that when he was at OpenAI they had set milestones for an automated AI researcher to be achieved by 2027 or 2028.

The rapid advancement of artificial intelligence has led to significant changes in the way code is written, according to a recent hearing. Coxon's testimony revealed that most of the code written today is generated by AI systems, rather than human developers.

This shift has resulted in less thorough quality control, with fewer checks on the accuracy and reliability of AI-generated code. As a result, there may be unintended consequences or errors that are not immediately apparent.

Coxon's concerns about the lack of safeguards in place at AI labs were echoed by other industry whistleblowers who testified at the hearing. Representatives from OpenAI, Anthropic, Google, and Meta also attended the event, but their responses to Coxon's remarks have not been forthcoming so far.

The Anthropic researcher whose resignation made waves last month expressed his concerns about the industry's rapid development pace. He argued that a startup mindset of moving fast and breaking things later is not suitable for building powerful technologies like AI.

This sentiment was echoed by Anthropic CEO Dario Amodei, who published an essay urging the AI industry to slow down its progress. In response, OpenAI CEO Sam Altman agreed that pacing the frontier of AI development is necessary.

Business Insider: https://www.businessinsider.com/former-anthropic-openai-jacob-coxon-self-automatation-research-work-2026-10