Embracing Functional Architecture in Agent Engineering
How functional architecture helps with durability, security, scalability, and maintainability in agent systems.
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Thoughts on ML models, AI applications, distributed systems, and data platforms.
From PPO to GRPO: The Evolution of Fine-Tuning for Reasoning Models
From PPO to GRPO: tracing the evolution of policy optimization algorithms for efficient LLM alignment and comparing their real-world applications.
The Recommender's Lesson: How Scalable Learning Augments Human Insight
From collaborative filtering to generative AI: tracing the evolution of recommender systems through the lens of the bitter lesson
Arc-Graph: Declarative Machine Learning for the Age of AI Agents
How declarative ML creates a shared language for human-agent collaboration.
DeepSeek V3 and R1: Innovative Architectures and Advanced Reasoning Capabilities in Open-Source LLMs
A comprehensive analysis of DeepSeek V3 and R1 models, covering key innovations like MLA, MoE, MTP, GRPO, and the evolution from base models to reasoning-capable systems.
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