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Technical Blog

Deep dives into AI, systems architecture, and modern technology

How Large Language Models Actually Work

4-Part Series • 19 min read • December 2025

A comprehensive deep dive into the foundations, constraints, and real-world implications of large language models. From architectural basics to alignment challenges, this series establishes the minimum shared technical vocabulary needed to reason accurately about modern LLM systems.

Part 1 of 4 December 2025

From Sequence Modeling to Scalable Language Systems

Establishing the minimum shared technical vocabulary required to reason accurately about modern large language models. From RNNs to Transformers, understanding the architectural foundations.

5 min read
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Part 2 of 4 December 2025

Scaling, Optimization, and When Size Changes Behavior

Understanding scaling laws, emergent capabilities, and why architecture alone doesn't explain modern LLM performance. When size fundamentally changes behavior.

5 min read
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Part 3 of 4 December 2025

From Models to Systems: Retrieval, Distribution, and Operational Risk

Moving beyond standalone models to production systems. RAG, vector databases, MoE architectures, and why deployment is a distributed systems problem.

5 min read
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Part 4 of 4 December 2025

Alignment, Safety, and the Limits of Statistical Intelligence

RLHF, Constitutional AI, emergent behavior, and the unresolved questions that define the next phase of LLM research. Where certainty gives way to trade-offs and open problems.

4 min read
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Personal Cybersecurity for High-Value Targets vs Enterprise Cybersecurity

2-Part Series • 26 min read • December 2025

Drawing from years of managing enterprise SOCs and building security programs for ultra-high-net-worth individuals, this series examines how threat actors adapt their methodology based on target type while maintaining consistent objectives. Learn the strategic defense framework that translates between enterprise and personal security contexts, from threat landscape analysis to operational resilience under the assume breach model.

Part 1 of 2 December 2025

Threat Landscape & Attack Surface Reduction

How threat actors target enterprises versus high-value individuals, building defensible architecture for both contexts, and operating under the assume breach model. From enterprise tooling to personal security stacks that scale.

12 min read
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Part 2 of 2 December 2025

Detection, Response, and Recovery

Operational implementation of assume breach: detection strategies that compress timelines, containment techniques that minimize blast radius, and recovery processes that build long-term resilience. Security as operational discipline.

14 min read
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New articles and series in development. Check back soon!