Ricky Chan, a distinguished professor and entrepreneur, will present an innovative TEDx CSTU talk in 2025 that redefines startup success. His presentation reveals a transformative approach to entrepreneurship by fusing statistical analysis with cutting-edge AI technologies. Challenging the traditional reliance on guesswork, Chan's vision is to empower investors and founders with confident, informed decisions that dramatically increase success rates. With the sobering statistic that 99 out of 100 startups fa ...

General Information - The content is a wrap-up and call to action to reshare with the network [1] - The author shares tutorials and insights on DS (Data Science), ML (Machine Learning), LLMs (Large Language Models), and RAGs (Retrieval-Augmented Generation) daily [1] Author's Focus - Avi Chawla focuses on explaining function calling & MCP (likely referring to a specific concept within LLMs) for LLMs with visuals [1]

I have a lot of memories and uh I'm going to try to create some impact through this talk because I live eat and breathe data and AI and I want to make sure that if you guys who knows about data knows about numbers and doesn't even know about numbers can you do data AI and data science or not that's what I'm going to talk about today so who is she any ideas. Uh, so she's Craigslistwood, someone who studied operations research at Stanford, didn't have any idea about data, AI, numbers, and ended up being VP of ...

AI Implementation & Business Impact - Seix, a global building material company, utilizes AI to enhance maintenance, supply chain optimization, smart operations, health and safety, and commercial efforts [1] - AI helps Seix's salespeople improve customer engagement [1] - Data ingestion process improved significantly, reducing time from approximately 3 weeks to less than a day with Lama Cloud [2] - The company is experiencing real results, insights, and measurable gains from AI implementation [2] Strategy & Recommendations - It's recommended to prioritize business problems over technology when implementing AI [2] - Choosing a framework with a strong community is crucial for staying updated and collaborating with others [2] - The goal should be to drive meaningful improvements and "move the needle" [2]

That's a wrap!If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):3 expert ways to use GROUP BY in SQL, clearly explained (with code): ...

LLM Insights - Tutorials and insights on DS (Data Science), ML (Machine Learning), LLMs (Large Language Models), and RAGs (Retrieval-Augmented Generation) are shared daily [1] - Temperature in LLMs is clearly explained with code [1] Engagement - The author encourages readers to reshare the content if they found it insightful [1]

Financial Data and Key Metrics Changes - For Q2 2025, the company reported investment income of $5.5 million or $0.81 per share, down from $6 million in the prior quarter due to decreased yield on CLO equity investments caused by market-wide loan spread compression [15] - Total expenses for the quarter were $2.4 million or $0.35 per share, resulting in net investment income of $3.1 million or $0.46 per share [15] - The net income for the quarter was $3.5 million or $0.52 per share, with recurring cash flows totaling $8 million or $1.18 per share, exceeding distributions and expenses by $0.16 per share [16][18] - As of June 30, total assets were $166.1 million and total net assets were $123.6 million, leading to a net asset value (NAV) per share of $18.19, which increased to $18.48 by July 31 [17] Business Line Data and Key Metrics Changes - The weighted average GAAP yield on the portfolio decreased to 12.75% as of June 30 from 15.57% as of March 31, primarily due to market-wide loan spread compression [7][8] - The company maintained a diversified portfolio with 52 unique CLO positions managed by 31 distinct CLO manager platforms, consisting of approximately 1,800 unique loans across over 30 industry sectors [12][13] Market Data and Key Metrics Changes - The CLO market showed resilience during macroeconomic uncertainty, with loan fundamentals remaining strong and managers adapting quickly to market conditions [6] - The trailing twelve-month payment default rate rose to approximately 1.1% as of June, up from 0.91% as of December 2024, but still below the post-pandemic peak of 1.75% [40] Company Strategy and Development Direction - The company emphasized its data-driven investment approach, utilizing machine learning and proprietary algorithms to maintain a competitive edge in the CLO market [9][10] - The management plans to continue leveraging its unique infrastructure to identify mispricings and attractive investment opportunities, with a focus on both primary and secondary market opportunities [10][31] Management's Comments on Operating Environment and Future Outlook - Management expressed confidence in the long-term resilience of the CLO asset class despite macro uncertainties, highlighting the efficient access to senior secured corporate loans [20] - The company anticipates continued refinancing and reset activity into 2025, with five minority positions successfully reset or refinanced in Q3 [35] Other Important Information - The company distributed dividends of $0.22 per common share in April, May, June, and July, with plans to continue this distribution in August, September, and October, representing an annualized dividend yield of approximately 14.7% [18] Q&A Session Summary Question: Recurring cash flow comparison with the prior quarter - Management confirmed that recurring cash flow for Q1 was $7.7 million, similar to the current quarter's level [22][24] Question: Thoughts on increasing leverage - Management stated that leverage levels will vary over time, and they evaluate investment opportunities daily, considering the cost of leverage compared to expected returns [23][24] Question: Composition of current pipeline in terms of primary vs secondary opportunities and U.S. vs European CLO positions - Management indicated that the relative value of opportunities drives their decisions, noting interesting opportunities in the primary market while the secondary market has provided better relative value recently [25][28] Question: Quantifying opportunities for resets and refinancings - Management expects refinancing and reset activity to continue, with five minority positions successfully reset or refinanced in Q3 [35] Question: NAV reaction to the credit environment post-sell off - Management noted that NAV increased post-sell off due to strong loan technicals and significant refinancing activity, with credit fundamentals remaining stable [39]

Core Viewpoint - Pearl Diver Credit Company Inc. reported solid financial results for the second quarter of 2025, maintaining net asset value per share and leveraging a machine learning approach to CLO equity investing to enhance portfolio returns [2][5]. Financial Performance - Net asset value per share was $18.19 as of June 30, 2025, down from $18.33 as of March 31, 2025 [5]. - GAAP net income for the quarter was $3.5 million, or $0.52 per share [5]. - Net investment income for the quarter was $3.1 million, or $0.46 per share [5]. - Investment income for the quarter totaled $5.5 million, or $0.81 per share [5]. - Total expenses for the quarter were $2.4 million, or $0.35 per share [5]. - The net change in unrealized appreciation on investments was $0.5 million, or $0.07 per share, compared to unrealized depreciation of $9.6 million, or $1.41 per share, in the previous quarter [5]. - Recurring cash flows from CLO investments for the quarter were $8.0 million, or $1.18 per share [5]. Portfolio and Investment Strategy - The Company had leverage of $40.4 million, representing 24.3% of total assets as of June 30, 2025, compared to 23.2% as of March 31, 2025 [5]. - The weighted average effective yield of the CLO portfolio was 12.75%, down from 15.57% as of March 31, 2025, due to market-wide loan spread compression [5]. - 95% of CLOs in the portfolio have reinvestment end dates from 2026 through 2030, indicating potential for favorable reinvestment opportunities [5]. - The Company had indirect exposure to approximately 1,285 unique corporate obligors and over 1,800 underlying loans, totaling $24.4 billion [5]. - The largest look-through obligor represented 0.7% of the loans in the CLO equity portfolio, while the top ten largest obligors represented 4.7% [5]. Dividends and Future Outlook - Net asset value per share increased to $18.48 as of July 31, 2025, a 1.6% increase from June 30, 2025 [5]. - The Company declared monthly dividends of $0.22 per share for August, September, and October 2025 [5].

Core Insights - F.N.B Corporation has appointed Frank Schiraldi as the Director of Corporate Strategy for its banking subsidiary, First National Bank, to enhance growth strategies and corporate decision-making [1][2] Company Overview - F.N.B. Corporation is a diversified financial services company headquartered in Pittsburgh, Pennsylvania, operating in seven states and the District of Columbia, with total assets nearing $50 billion and approximately 350 banking offices [5][6] - The company provides a full range of commercial banking, consumer banking, and wealth management solutions through its subsidiary network, with First National Bank of Pennsylvania being the largest affiliate [6] Leadership and Strategy - Frank Schiraldi, who has over 20 years of experience in the banking sector, previously served as Managing Director and Senior Research Analyst at Piper Sandler, specializing in regional banking [3][4] - Schiraldi's role involves leading a team that analyzes business metrics, financial information, and macroeconomic factors to strategically position the company for growth [2][4] - The corporate strategies team is now integrated with experts in digital technology, AI, and data science, highlighting the importance of these areas in strategic planning [4] Market Position - F.N.B. Corporation's common stock trades on the New York Stock Exchange under the symbol "FNB" and is included in the S&P MidCap 400 Index [7]

Core Insights - HEALWELL AI Inc. reported a record revenue growth of 645% in Q2-2025, achieving quarterly revenue of $40.5 million compared to $5.4 million in Q2-2024, primarily driven by the acquisition of Orion Health [4][7][8] - The company achieved its first positive Adjusted EBITDA of $1.9 million in Q2-2025, a significant improvement from an Adjusted EBITDA loss of $3.7 million in Q2-2024, reflecting strong operational fundamentals [4][7][8] - HEALWELL's strategy is focused on becoming a pure-play software and services company, divesting its clinical research and patient services business units to enhance its AI and data science offerings [3][4][5] Financial Highlights - Revenue for Q2-2025 was $40.5 million, a 645% increase from $5.4 million in Q2-2024, with the Healthcare Software business experiencing a 1,064% year-over-year increase [4][7][13] - Gross Profit reached $21.3 million in Q2-2025, up 764% from $2.5 million in Q2-2024, resulting in a Gross Margin of 52.5%, compared to 45.2% in Q2-2024 [7][8][13] - The company had $19 million in cash as of June 30, 2025, an increase from $9.4 million at the end of 2024, positioning it well for future growth and acquisitions [5][7] Business and Operational Highlights - The acquisition of Orion Health, completed on April 1, 2025, is expected to contribute approximately $100 million in annual SaaS and services revenue, enhancing HEALWELL's global reach and customer base [4][7][8] - HEALWELL's AI segment achieved revenues of $5.1 million in the first half of 2025, representing a 223% year-over-year growth [8] - The company has identified several potential tuck-in M&A opportunities as part of its growth strategy [3][4] Strategic Initiatives - HEALWELL is focusing on integrating its AI solutions into public and private health systems, leveraging existing customer bases to accelerate adoption [3][4] - The company officially entered the U.S. healthcare market on June 11, 2025, launching AI-enabled tools targeting health systems and life sciences organizations [7][8] - The Board of Directors is exploring strategic alternatives for the clinical research and patient services business units to streamline operations and focus on high-margin software and services [4][5]