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Fragments, models, and editorial traces from ongoing work.

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Data Foundation2026-03-01

Clinical Development Data Foundation Layered Panorama

From source systems to semantic products and agents: a full-stack, auditable architecture view for clinical development.

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Advanced AI2026-02-08

Agentic Learning Loops in Clinical Operations

Real gains come when agents can learn from feedback loops without breaking governance boundaries.

open log

Advanced AI2026-02-18

Beyond GenAI: Clinical AI Modality Map

Clinical AI value comes from modality composition, not from one model family.

open log

Responsible AI2026-02-12

Data Governance for Multi-Agent Clinical Systems

As agents multiply, governance must track delegation paths, not just data lineage.

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Responsible AI2026-02-21

Responsible AI as Workflow Design

Responsible AI fails when treated as policy text only; it works when embedded in operating steps.

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Data Foundation2026-02-24

Study Entity Modeling with USDM Bridge

Entity consistency across protocol, execution, and reporting is the real scalability lever.

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Data Foundation2026-03-01

Clinical Data Foundation as Control Plane

A usable foundation is not a warehouse; it is an operating surface with governance and latency constraints.

open log

AI2026-02-05

Latent Workflow Maps

Why operators need map-like interfaces instead of chat-only surfaces.

open log

Clinical2026-01-20

Clinical Feedback Latency

Operational lag hides inside reporting cadence, not only in execution.

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Books2026-01-03

Books as Model Weights

Reading does not add facts only, it reshapes decision priors.

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Thinking2025-12-16

Designing for Ambiguity

Interfaces should reveal where certainty ends instead of faking closure.

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Thinking2025-11-30

Editing Tempo and Attention

Video editing reveals how rhythm engineering can transfer to product UX.

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Books2025-10-22

Architecture and Interface Memory

Spatial sequencing in architecture can teach interface wayfinding.

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