As AI agents evolve from tools into autonomous actors, the question shifts from “What can the agent do?” to “How do we govern what it does?” If you have spent time designing Cloud Operating Models, aligning DevOps practices, platform teams, and shared-responsibility (RACI) matrices, this challenge will feel familiar. The difference: agentic AI doesn’t just execute pipelines. It makes decisions. And that demands a new governance framework similar to decisions which are written down and governed in corporate environments. ...
How does an LLM become an Agent? - The Agentic Loop
How does an LLM become an Agent? LLM are stateless, they predict the next token based on a sequence of previous tokens. They dont have memory between calls, no ability to execute code, and no way to reach the outside world. So how do Agents autonomously call tools and make decisions? The answer is surprisingly simple: a loop. Your application code sends a request to the LLM, parses the response, and if the model requested a tool call, executes it locally, appends the result to the conversation, and calls the LLM again. The “intelligence” lives in the model; the “agency” lives in the loop. The diagram below illustrates this. ...
Stock Analysis with LLMs and AWS Bedrock Agents
Stock Analysis with LLMs and AWS Bedrock Agents This project aims to develop an automated system for stock analysis and portfolio management, using different data sources such as balance sheet data, technical indicators, news, industry information, and general market sentiment — powered by large language models (LLMs) like Claude 3 and leveraging the AWS Bedrock infrastructure. Key Features Stock Analyst Module The system runs weekly stock analysis on the S&P 500, Nasdaq 100, and EURO STOXX 50, ranking each stock within its respective industry based on balance sheet information, technical indicators, and relevant news. The LLM ranks stocks within their industries, stores its reasoning, and outputs BUY/SELL recommendations for each stock. All results are stored in a database for further analysis and trend tracking. ...
Hello world.
This is my blog. I will write about things I find interesting.