The 4 Positional Encoding Methods: Why Word Order Is Everything in AI
Author(s): TANVEER MUSTAFA Originally published on Towards AI. The 4 Positional Encoding Methods: Why Word Order Is Everything in AI Understanding how Transformers learn sequences without sequential processing Image generated by Author using AIThis article delves into four distinctive methods of positional …
30 Days with Perplexity’s Comet
Author(s): Felix Pappe Originally published on Towards AI. What if your browser didn’t just open pages, but did the work for you? For the last month, I made Perplexity’s Comet my default browser and treated it like my search assistant. I asked …
The 4 Gradient Clipping Methods: How to Prevent Training from Exploding
Author(s): TANVEER MUSTAFA Originally published on Towards AI. The 4 Gradient Clipping Methods: How to Prevent Training from Exploding You’re training a deep neural network. Image generated by Author using AIThis article explores the critical issue of exploding gradients in deep learning, …
Google Just Built an AI Olympics Where Models Play Poker and Hunt Werewolves
Author(s): JP Caparas Originally published on Towards AI. Your guide to Game Arena, where AI models face off in chess, social deduction, and Texas Hold’em Picture this: eight AI models sitting around a virtual campfire, trying to figure out which two of …
What the Claude Opus 4.6 Benchmarks Won’t Tell You
Author(s): MohamedAbdelmenem Originally published on Towards AI. Anthropic forced a pivot from budget_tokens to adaptive thinking. If you ship AI systems, this is your new playbook. On February 5th, Anthropic announced a new state-of-the-art. Independent benchmarks confirmed Opus 4.6 leads the proprietary …
I Gave Moltbot Access to My Computer for 7 Days: Here’s What Actually Happened (And Who Should Try It)
Author(s): Ampatishan Sivalingam Originally published on Towards AI. An honest account of living with an autonomous AI agent that can actually do things, from the thrilling wins to the terrifying security moments At 2:47 AM on a Tuesday morning, I woke up …
Stop Building Over-Engineered AI Agents: How I Built a BigQuery Analyst with Just a Markdown File.
Author(s): Pritha Saha Originally published on Towards AI. Stop coding “Agents.” Start teaching “Skills.” A guide to the new decoupled architecture of AI. Last year, in August I wrote an article on creating a text to SQL agent using Langchain. Skill file …
RAG — Retrieval Full Matrix Evaluation
Author(s): Lorenzo Pozzi Originally published on Towards AI. 1 ] Introduction Choosing the right retrieval model is often the “make or break” moment for any Retrieval-Augmented Generation (RAG) system. While many developers focus on the LLM, the quality of the response is …
I Deleted the Admin Panel. And I’m Never Going Back.
Author(s): Adi Insights and Innovations Originally published on Towards AI. Why building CRUD apps is a waste of your engineering talent Every startup has that project. It sits in the corner of the backlog, ignored and loathed. Image by authorThe article discusses …
He built Terraform, Vagrant, and Ghostty. Here’s how he stopped fighting AI and started using it.
Author(s): JP Caparas Originally published on Towards AI. Mitchell Hashimoto’s six-step path from AI sceptic to pragmatic adopter landed differently because of who he is. He’s not the only one who changed his mind. Mitchell Hashimoto doesn’t work for an AI company. …
Crafting the Eyes for Thinking Machines: Rewiring the Retina- The Anatomy of ViTStruct
Author(s): Anagha Sharma M Originally published on Towards AI. Blending everything and trying to fetch the tastes 🙁 “There is no joy in a dinner where the soup, the main course, and the dessert are blended into a single, beige slurry. The …
Crafting the Eyes for Thinking Machines: The “White Box” VLM
Author(s): Anagha Sharma M Originally published on Towards AI. “In a voyage to build an open foundation for enthusiasts — to brainstorm and invent, rather than becoming sheep in the herd who call VLMs ‘expensive black boxes’ and settle for whatever crumbs …
OntoGuard: I Built an Ontology Firewall for AI Agents in 48 Hours Using Cursor AI
Author(s): Pankaj Kumar Originally published on Towards AI. The $4.6M Mistake That Changed Everything Last month, a financial services company learned an expensive lesson about AI agents. Their automated refund processing agent — working perfectly in demos — made a catastrophic error …
From Power BI Dashboard to AI Agent in 30 Minutes: I Built the Tool That Unlocks 20 Million Hidden Ontologies
Author(s): Pankaj Kumar Originally published on Towards AI. A hands-on tutorial showing how to extract formal ontologies from Power BI models — and why I built it in 48 hours with Cursor AI Follow-up to: “The Power BI Ontology Paradox” [Image Caption]This …
Inside Claude Code’s Agent Teams and Kimi K2.5’s Agent Swarm
Author(s): JP Caparas Originally published on Towards AI. Anthropic and Moonshot shipped competing multi-agent systems within 10 days. One trusts developers. The other trusts reinforcement learning. Pick your side. On January 27, 2026, Moonshot AI quietly released Kimi K2.5 with a feature …
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