AI Agents in Python
A three-part progression from simple decision agents to LLM-powered agents and clarifying loops that ask before acting.
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oldws.anupshinde.comTechnology
This pillar collects the engineering side of the site: AI agents, Go systems, JavaScript, browser tooling, static site infrastructure, and the older experiments that still say something useful about how I work.
Recurring pattern
I usually end up here when I want more control than an abstraction is willing to give me. That could mean a custom generator, a Go library validated against a Python reference, or an AI workflow that starts with requirements before any code is written.
Technology projects
A three-part progression from simple decision agents to LLM-powered agents and clarifying loops that ask before acting.
A Chrome extension for running SOQL and SOSL queries directly against Salesforce with no intermediate server.
A custom backtesting engine built for strategies that stopped fitting neatly inside off-the-shelf Python frameworks.
A Go ephemeris toolkit born from porting a real Skyfield-based workflow instead of treating astronomy code as a toy exercise.
A flexible Node.js static site generator I built when existing tools felt too rigid and too tied to someone else's content model.
A beginner-friendly series on compiling Quake 3 source and modifying missile behavior to create a homing rocket.
A sitemap-driven SEO analysis workflow built almost entirely with AI agents, then corrected by hand where the agents drifted.
Technology writing
Feb 25, 2026
AI-assisted port of Skyfield (Python) to a Go ephemeris library. Validation-first approach, golden tests, and bug hunts.
Sep 3, 2025
From simple rules to clarifying loops: explore this 3-part series on building AI agents in Python, with examples.
Aug 31, 2025
Build a Clarifying Agent in Python with GPT-5 that asks follow-up questions until inputs are clear, providing a safer, smarter, and user-friendly experience.
Aug 28, 2025
Build an LLM-powered agent in Python: use GPT-5 to turn natural language into structured data, then apply simple rules for smart meal suggestions.
Aug 28, 2025
Learn how to build a simple rule-based decision-making agent in Python. Perfect for beginners, this is Part 1 of the Building Agents series and includes code, logic flow, and real-world analogies.
Aug 23, 2025
High-level look at building an SEO analysis tool with GitHub Copilot and Claude Sonnet 4 - what worked, what broke, and why AI speed still needs human direction.