Bits of Thought

Everyday Chapters

This blog is where I share insights, reflections, and projects related to my work and interests. Whether it’s technology, creativity, or personal growth, each post aims to inform, inspire, or spark new ideas.

CrewAI Example to generate python code.

This project uses CrewAI to orchestrate a software workflow with four agents: engineering lead, backend engineer, frontend engineer, and test engineer. Tasks flow from design to implementation, UI creation with Gradio, and unit testing. crew.py assembles agents and tasks, while main.py launches execution seamlessly ...

Example about Chroma and Ollama.

RAG application that answers mobile phone questions using Amazon reviews. It uses Ollama embeddings and Chroma vector search to find relevant reviews, then generates answers with a local LLM. Runs entirely on your machine with no external APIs. ...

Building Intelligent Web Research Agents with MCP and OpenAI

This project automates web research using AI agents with the Model Context Protocol (MCP). Built with Python 3.12+ and OpenAI's agents framework, it integrates Playwright for browser automation and a custom filesystem MCP server. The system enables automated property and financial research by combining multiple MCP servers through async context management, allowing agents to browse websites, extract data, and save results as markdown files. ...

Agentic AI Systems

AI is evolving from passive assistants to active agents capable of making decisions and executing multi-step workflows independently. These systems …

Shadow Productivity in the Workplace

Employees increasingly use AI tools privately to enhance productivity, bypassing company policies. This “shadow productivity” reveals both the potential of AI and the need for thoughtful governance …

Ambient Intelligence & Spatial Computing

Technology is evolving from discrete devices and screens to environments that sense, adapt, and respond — often called ambient intelligence — shifting human-computer interaction into the physical world …

Post-Quantum Cryptography & Disinformation Security

With quantum computing threatening traditional encryption, researchers are building post-quantum methods while grappling with AI-driven disinformation that tests the resilience of social systems …