The Loop: How an AI Swarm Surfaced a Governance Limitation, Then Tested the Fix
Author(s): Selfradiance Originally published on Towards AI. AgentGate is a runtime accountability layer for AI agents: before an agent can execute a high-impact action, it must lock a bond as collateral. Good outcomes release the bond. Bad outcomes slash it. The mechanism …
Meta Just Built an AI That Rewrites the Rules of How It Gets Smarter. Then It Rewrote Those Rules Too.
Author(s): DrSwarnenduAI Originally published on Towards AI. The complete breakdown of HyperAgents — what metacognitive self-modification actually means, why the old way always hits a ceiling, and the result that made the AI safety community sit up straight. Meta Just Built an …
Why Drug Toxicity Can’t Be Predicted in Isolation — Building EIRION with Graph Neural Networks
Author(s): Ajay Originally published on Towards AI. How we built a graph neural network that finally sees the whole play — not just the audition Every year, drugs that passed early safety tests go on to harm people in ways nobody predicted. …
LLM Benchmarks Are Junk Science
Author(s): Kaushik Rajan Originally published on Towards AI. An Oxford review of 445 benchmarks found 84% lack basic statistical testing. Models score 90% on standard tests but 2% on unseen problems. A 5-question smell test for any benchmark claim. Over the past …
Building a Long-Running Conversational AI Agent with Intelligent Context Management
Author(s): Jageen Shukla Originally published on Towards AI. Learn how to build an AI agent that remembers unlimited conversation history using Redis, ChromaDB vector search, and intelligent context management. Full source code available on GitHub and you can read this blog free …
Why NO One Uses AI Code Review Tools
Author(s): Hari Ohm Prasath Originally published on Towards AI. 1. Introduction With tools like Cursor and Claude, writing code is actually the fastest part of the job now. But that means code review has become a massive bottleneck. A developer can finish …
AGI Is Not a Compute Problem. ARC-AGI-3 Just Proved It.
Author(s): Siddhant Nitin Patil Originally published on Towards AI. On March 22, 2026, Jensen Huang sat across from Lex Fridman and said four words that traveled at the speed of light through every AI Slack channel and investor deck on the planet: …
I Passed the DP-600 Fabric Analytics Engineer Exam — Here’s My Honest Study Plan (With What I’d Skip)
Author(s): Sheth Priyanka Originally published on Towards AI. Six weeks, two failed practice runs, one embarrassingly wrong assumption about what the exam actually tests, and the exact study approach that finally got me there. No sponsored course recommendations. No affiliate links. Just …
Crack ML Interviews with Confidence: Data Preparation (20 Q&A)
Author(s): Shahidullah Kawsar Originally published on Towards AI. Data Scientist & Machine Learning Interview Preparation Data preparation is the foundation of every successful machine learning project. Before algorithms can learn, raw data must be collected, cleaned, understood, and transformed into a form …
TAI #198: Real-Time Speech AI Gets Serious: Google and OpenAI Race to Own the Voice Layer
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie Real-time speech AI has been progressing quietly for the past year, but the past few weeks have delivered enough to warrant a dedicated look. …
We Gave ChatGPT Our Raw Sales Data and Asked It to Build a Dashboard. A Senior Analyst Reviewed the Results.
Author(s): Gulab Chand Tejwani Originally published on Towards AI. We uploaded 14 months of real client sales data — 127,000 transactions, 8 product categories, 12 regions — to ChatGPT and asked it to build a complete analytics dashboard. Then I sat down …
The Smallest Thing in PyTorch Opens Half the GPU Stack
Author(s): Akilesh KR Originally published on Towards AI. This Image was generated by Gemini We are living in a time when AI systems are introduced with the kind of language people used to reserve for moon missions. Agents that browse.Agents that code.Agents …
From Extraction to Accuracy: Evaluating Extracted Invoice Data with LLM-as-a-Judge
Author(s): Krishnan Srinivasan Originally published on Towards AI. (A practical, end-to-end guide to building a ground-truth-based evaluation pipeline, complete with synthetic data and runnable SQL on Snowflake) In the earlier parts of this Agentic AI series, we explored how AI systems can …
Nobody Invented Attention. A Frustrated PhD Student Ran Out of Other Options.
Author(s): DrSwarnenduAI Originally published on Towards AI. Nobody Invented Attention. A Frustrated PhD Student Ran Out of Other Options. Dzmitry Bahdanau was not trying to invent the architecture that would eventually run inside every large language model on earth. Completely gibberish at …
Part 9: Data Manipulation in Data Merging and Joins
Author(s): Raj kumar Originally published on Towards AI. Every analysis that combines data from multiple sources faces the same fundamental question: how should these datasets align? Which records match? What happens when they don’t? These aren’t just technical decisions. They shape what …
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