INDEPENDENT RESEARCH / PRACTICE NOTES

Ideas in motion, not ideas behind glass.¶

This is my working notebook on AI engineering, strategy, knowledge infrastructure, organizational transformation, and the human systems that determine whether innovation becomes real capability.

The notes range from emerging research questions to practical operating models. Some will become papers, tools, talks, or products. Others are here because thinking improves when it is made visible.

Evidence before theater Systems over slogans Useful, accountable AI

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Latest writing

May 29, 2025
in Government Technology, Legacy Modernization, Operating Models
3 min read

The backlog of oversight is part of the architecture

The U.S. Government Accountability Office's (GAO) May 29 report identifies 54 open recommendations under the Department of Defense (DoD) Chief Information Officer's purview. They span cybersecurity, information-technology acquisition, business-systems modernization, and financial management.

It is tempting to treat that list as legacy administration while attention shifts to artificial intelligence and autonomy. That would be a mistake. The unresolved management system is part of the architecture on which new capability has to run.

May 22, 2025
in AI Assurance, AI Governance, Agentic AI
3 min read

Capability releases need operational gates

Anthropic's May 22 release of Claude 4 comes with a less ordinary announcement: the company is activating stronger Artificial Intelligence Safety Level 3 (ASL-3) safeguards for Claude Opus 4 even though it has not concluded that the model definitively crosses the relevant capability threshold.

That provisional decision is worth examining. It treats uncertainty as a reason to strengthen a control, not as permission to continue under the old one.

May 14, 2025
in AI Assurance, AI Security, Innovation Management
2 min read

A bug bounty is a learning system

Anthropic's May 14 opening of a bug bounty for unreleased safety defenses invites researchers to find universal jailbreaks in classifiers intended to block a narrow set of dangerous chemical, biological, radiological, and nuclear requests.

The bounty is an evaluation mechanism. More importantly, it is a way to bring outside knowledge into the development process.

May 5, 2025
in AI for Science, Knowledge Infrastructure, Trustworthy AI
3 min read

AI for science needs an evidence supply chain

Anthropic launches a program for using artificial intelligence (AI) in research—AI for Science—on May 5, offering application programming interface credits to researchers, with an initial emphasis on biology and the life sciences.

Access matters. Many scientific teams cannot afford sustained experimentation with frontier models. But access to a model is only one input to discovery. The harder work is building a trustworthy path from generated idea to scientific claim.

April 28, 2025
in AI Adoption, AI Engineering, Operating Models
3 min read

Software productivity is a systems question

Anthropic's April 28 analysis of artificial intelligence (AI) use in software development finds that a substantial share of coding interactions appears automation-oriented. It also finds user-facing application work is common, suggesting some people use AI to build beyond their previous technical reach.

These are useful observations. They still do not tell a leader whether an engineering organization is more productive.

April 23, 2025
in AI Security, Cybersecurity, Operating Models
2 min read

AI threat intelligence should change the product backlog

Anthropic's April 23 report documents case studies on the malicious use of Claude. The cases include influence operations, credential-related activity, recruitment fraud, and a novice actor using artificial intelligence to advance malware development.

The details matter, but the report's most important feature is the loop it implies: observe abuse, interpret the pattern, change defenses, and share what others can use.

April 15, 2025
in Agentic AI, Knowledge Infrastructure, Decision Systems
3 min read

Deep research raises the standard for evidence, not just speed

Anthropic's April 15 update adds Research and Google Workspace integration to Claude. The system can search iteratively across the web and an organization's email, calendar, and documents, then return a cited synthesis.

The immediate promise is hours of research in minutes. The larger change is that research assistants can now cross the boundary between public information and institutional memory.

April 8, 2025
in AI Adoption, Knowledge Strategy, Human-Centered AI
3 min read

Students are showing us what AI adoption actually looks like

Students do not wait for an institutional operating model. They find a useful tool and fold it into the work.

Anthropic's April 8 Education Report analyzes roughly one million anonymized conversations associated with higher education. The study identifies four interaction patterns spanning direct and collaborative problem solving and output creation. It also finds that students frequently delegate analytical and creative work—not only routine recall.