Idempotency for Agents: The Production-Safe Pattern You’re Missing
How to use LLM tool call IDs as database locks, build execution ledgers in LangGraph, and safely replay state without duplicate API calls.Continue reading on Towards AI »
How to use LLM tool call IDs as database locks, build execution ledgers in LangGraph, and safely replay state without duplicate API calls.Continue reading on Towards AI »
Why NVIDIA’s NemoClaw is the “Safety First” breakthrough that finally makes personal AI agents safe for everyone — not just engineers.Continue reading on Towards AI »
In 2026, being an AI Engineer is not about knowing how to fine-tune a transformer or call an API. It is about building reliable systems…Continue reading on Towards AI »
As a product analyst, how I turned a supply chain constraint into a step by step optimization engine.AI Agent for FMCG Route OptimizationIntroduction: The Real ProblemWhen on-time delivery in a major FMCG (Fast-Moving Consumer Goods) territory sat at 7…
Every LLM you have ever talked to learned everything it knows by reading an enormous amount of text before you ever typed a single word. Books, research papers, websites, code, and Wikipedia. Billions of tokens, ingested during training. Once training …
From point-obsessed Transformers to patch-native intelligence — every building block, every equation, every battle scar.Continue reading on Towards AI »
A full working implementation that autonomously researches any stock — financials, news sentiment, technical indicators — and produces a structured buy/sell brief.I track Indian equities pretty closely. I follow individual names like ICICI, HDFC, Relia…
Prompt engineering is free. RAG costs infrastructure. Fine-tuning costs time. Most teams get this backwards — they reach for the expensive…Continue reading on Towards AI »
I’ve audited 47 Power BI implementations in the last 3 years. 42 of them had the same fundamental data modeling mistake — a mistake that…Continue reading on Towards AI »
One of the core challenges of data science is drawing meaningful causal conclusions from observational data. In many such cases, the goal is to estimate the true impact of a treatment or behaviour as fairly as possible. This article explores Propensity…