The 3 Files That Make Claude Code Much Smarter
Author(s): Codebook Fusion Originally published on Towards AI. Learn the three files that make Claude Code smarter: CLAUDE.md, settings.json and SKILL.md. Real examples, setup steps, and honest...
View ArticleSystem 1 (Jev) Models: Faster and Cheaper Proxy to Frontier Models — With a...
Author(s): Muhammad Soliman Originally published on Towards AI. Jev, Laya, Kev and Nimble in one place — plus a short, open proof of concept that puts one in front of a LiteLLM proxy and picks the...
View ArticleThe Number That Matters in Cloudflare’s Clef System-One Model Isn’t 38.8 ms —...
Author(s): Muhammad Soliman Originally published on Towards AI. The Number That Matters in Cloudflare’s Clef System-One Model Isn’t 38.8 ms — Jev and Laya compared Cloudflare just open-sourced Clef and...
View ArticleWhat Constrained Decoding Does That Prompting Never Can
Author(s): “The AI Engineer” Originally published on Towards AI. Subtitle You asked the model for JSON. You wrote “return valid JSON only” in capital letters. You added an example. You added a second...
View ArticleWhy Is Microsoft Foundry’s Content Filter Blocking Legitimate Medical Questions?
Author(s): Dave R | Microsoft Azure & AI MVP ☁️ Originally published on Towards AI. An AB-100 case study: read the guardrail annotation, find the category and severity, and relax one threshold...
View ArticleProduction RBAC, Cost Optimization, and Deployment Patterns for Cortex Agents
Author(s): Satish Kumar Originally published on Towards AI. The developer-to-production pipeline for Snowflake’s Cortex Agent GA enhancements — Personal Database sandboxes, temporary agents, COPY...
View ArticleCoding an Agent: Steering a Local Model
Author(s): Enzo Lombardi Originally published on Towards AI. Directional Edits in DS4, or why a slider can do what a fork of the weights cannot Most of what you change about a language model’s...
View ArticleMachine Learning Basics 5 Things I Wish I Knew First
Author(s): Programming India Originally published on Towards AI. Five simple ideas that make ML tutorials, code and errors finally make sense The first time my model scored 98% accuracy, I took a...
View ArticleThe Fundamental Theorem of Calculus, Explained Like a Friend Would
Author(s): Kamrun Nahar Originally published on Towards AI. See why the area grows at the curve’s height, why plus C cancels, and where it finally breaks. Next time you’re in a car, look at the...
View ArticleDeepseek-V3: Multi-Token Prediction — Part 3
Author(s): Prachi rise Originally published on Towards AI. Deepseek-V3: Multi-Token Prediction — Part 3 This is the full series of Deepseek-V3 technical report, where i explain all the technical...
View ArticleStructured Data Extraction With AI That “Can’t Hallucinate”
Author(s): Umair Ali Khan, Ph.D. Originally published on Towards AI. How AI decision models offer a fast and cost-effective approach to turning unstructured text into decisions Most of the...
View ArticleStructured Data Extraction With AI That “Can’t Hallucinate”
Author(s): Umair Ali Khan, Ph.D. Originally published on Towards AI. How AI decision models offer a fast and cost-effective approach to turning unstructured text into decisions Most of the...
View ArticleClaude’s New addTools() Can Reuse 98.7% of Your Next Request. Editing tools[]...
Author(s): Chew Loong Nian – AI ENGINEER Originally published on Towards AI. Anthropic’s SDK 0.128.0, released with Claude Opus 5.5, can hand the model a new tool mid-run without touching tools[]. It...
View ArticleClaude’s New addTools() Can Reuse 98.7% of Your Next Request. Editing tools[]...
Author(s): Chew Loong Nian – AI ENGINEER Originally published on Towards AI. Anthropic’s SDK 0.128.0, released with Claude Opus 5.5, can hand the model a new tool mid-run without touching tools[]. It...
View ArticleFour Ways to Reach a Model in Another Azure Region From Microsoft Foundry
Author(s): Dave R | Microsoft Azure & AI MVP ☁️ Originally published on Towards AI. How each pattern handles identity, routing, and private networking, and which Foundry features stop working when...
View ArticleFour Ways to Reach a Model in Another Azure Region From Microsoft Foundry
Author(s): Dave R | Microsoft Azure & AI MVP ☁️ Originally published on Towards AI. How each pattern handles identity, routing, and private networking, and which Foundry features stop working when...
View ArticleBuild an AI Agent Evaluation with JEV
Author(s): Quan Huynh Originally published on Towards AI. Build an AI Agent Evaluation with JEV Build a small eval harness for a tool-using AI agent: code checks the work it did, and JEV judges the...
View ArticleConfidence Comes From Experience: What XConf Changes About How We Measure LLM...
Author(s): luisacsfreitas Originally published on Towards AI. Confidence Comes From Experience: What XConf Changes About How We Measure LLM Confidence Anyone who has put an LLM in charge of a real...
View ArticleQwen-Image-2.1 Is the Best Local Image Model in 2026. The Download Is 33 GB.
Author(s): Ankit Agrawal Originally published on Towards AI. Qwen-Image-2.1 tops both blind image arenas among downloadable models. Here is the VRAM, the speed on a 4090, and the licence....
View ArticleJev Doesn’t Write, It Decides: Games Today, Company Data with Care, Computer...
Author(s): luisacsfreitas Originally published on Towards AI. Jev Doesn’t Write, It Decides: Games Today, Company Data with Care, Computer Vision Next Most of what we build with LLMs is not writing. It...
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