LLM Trends

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• Verification Architecture for Autonomous AI Wed, 18 Mar 2026

  Autonomous agents are useful only when their actions can be trusted. Constrain workflows, verify intermediate outputs, and design explicit checks before granting autonomy.

• Cool LLM CLI Python uses — with agents Thu, 24 Jul 2025

  LLM command-line workflows can automate everyday Python tasks, then grow into agents that execute code and perform reliable calculations with tools like Pydantic AI.

• LLM Data Visualization Wed, 29 Oct 2025

  LLMs can generate, interpret, and even invent visualizations. The analyst's role shifts toward asking better questions, testing novelty, and judging whether a visual is useful.

• LLM Psychology Podcast Mon, 1 Dec 2025

  I joined a podcast on LLM Psychology and demonstrated how to repurpose video into sketch-notes, slides, and articles. Using LLMs to transform complex documents makes information more accessible by matching my preferred consumption style.

• Things I Learned - 22 Jun 2025 Sun, 22 Jun 2025

  I explored multi-agent architectures, refined my AI coding workflows using MCP and Cursor, and experimented with GPT 4.1 prompting. I also learned handy uv and jq tricks while investigating application-specific LLM evaluations.