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Seasoned data leader sharing strategies in data, AI/ML, and engineering to build effective systems and teams.

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Vercel's analysis reveals that AGENTS.md enhances agent performance by providing persistent context, outperforming traditional Skills in agent programming.
IBM's strategy of increasing entry-level hiring amidst AI-driven job cuts aims to build a stronger workforce and preserve institutional knowledge in the tech industry.
The post challenges the conventional understanding of risk-taking, arguing that the terms 'risk takers' and 'non-risk takers' are misleading. It posits that many labeled as risk takers, like startup founders, often have safety net...
The post debates the future of Engineering Managers in an AI-driven world, weighing the potential for replacement against the enduring need for accountability and governance.
AI may enhance productivity in software engineering but is unlikely to replace software engineers entirely, contrary to claims likening them to horses replaced by steam engines.
The post analyzes the current state of AI and data markets, highlighting concerns about an impending AI bubble and the competitive dynamics between Big Tech and startups.
The AI industry is facing a critical correction phase, highlighted by Nvidia's recent earnings report, which, despite beating expectations, led to a stock decline. Concerns about the sustainability of the AI boom are rising, parti...
The post argues for a reformed bonus system that decouples individual performance from company performance to foster fairness and motivation among employees.
The software industry is experiencing a downturn, but experts believe the fears of a 'SaaSpocalypse' may be exaggerated as not all SaaS products are equally at risk.
The effectiveness of propensity models for lead scoring in B2B relies more on real-world constraints than on model accuracy, questioning their necessity when costs are low.
The post discusses the current state of the AI industry, questioning whether it has entered a bubble phase similar to past economic bubbles. It references comments from notable figures like Mark Zuckerberg and Jeff Bezos, who expr...
The author explores the limitations of AI tools like GitHub Copilot Spaces in generating accurate SQL queries due to a lack of understanding of specific data environments. The piece emphasizes that while AI can automate the queryi...
The author reflects on a conference presentation by a Chief Data Officer (CDO) that highlighted the success of building a data organization. While the presentation showcased achievements, the author notes a pattern of survivorship...
AI will not doom SaaS but rather catalyze a hyper-personalization of software solutions, creating more opportunities and expanding the market.
The post highlights the tension between sales and marketing in data product development, advocating for integrity and realistic metrics over political compromises.
A balanced approach to data governance is essential, involving collaboration between data and business teams to ensure effective management without excessive overhead.
The post argues that AI could exacerbate inequality unless progressive taxation is implemented, while counterarguments suggest humans will adapt and AI won't fully replace jobs.
Effective management requires balancing between being involved in team tasks and empowering team members to take ownership of their work.
'Disagree and commit' should foster open dialogue and trust within organizations, rather than serve as a top-down directive that stifles genuine input from all levels.
The author reflects on their experience at the Driven by Data Live 2025 event in London, discussing the contrasting roles of data functions in 'EnterpriseLand' and 'ProductLand.' In EnterpriseLand, data teams serve as back-office ...
The post discusses the challenges of measuring the impact of AI on productivity, highlighting the lack of consistent numerical evidence despite significant investments in data center capacity for AI. It explores the complexities o...
The post discusses the frustration A-players feel when they are managed by individuals they perceive as incompetent. It emphasizes the importance of distinguishing between actual incompetence and a lack of visibility in managerial...
The post discusses the capabilities of GitHub's Code Review feature, particularly its asynchronous operation within repositories. It explains how to enable Code Review settings, create custom instructions, and shares a personal ex...
The author shares their year-long journey of building a personal brand through blogging and social media, emphasizing key influences and strategies for growth.