Trust Propagation Is Becoming the Hardest Problem in AI Systems
Author(s): Monica Mock-Sipos Originally published on Towards AI. Source: Author-generated image created with OpenAI image generation model DALL·E. Trust Propagation Is Becoming the Hardest Problem in AI Systems Introduction Enterprise AI systems are evolving into distributed operational environments rather than collections of …
SGLang: the AI Tool You’ve Never Heard of Just killed Hugging Face’s Own Inference Engine
Author(s): allglenn Originally published on Towards AI. SGLang: the AI Tool You’ve Never Heard of Just killed Hugging Face’s Own Inference Engine SGLang started as a UC Berkeley research paper in 2023. By 2026 it was running on 400,000+ GPUs, generating trillions …
The Next AI Breakthrough May Not Be a Bigger Model
Author(s): Anubhav Originally published on Towards AI. The Next AI Breakthrough May Not Be a Bigger Model In 2019, a researcher named François Chollet built a benchmark called ARC-AGI. The puzzles were simple enough that a child could solve them. They were …
Why RAG Systems Fail in Production?
Author(s): ML Point Originally published on Towards AI. The Launch-day Failure Nobody Expects Most failures in production are independent of the model’s architecture or output. If we blame the model for all the issues, it will create a false sense of security …
The Inkling Model: What OpenAI’s Former CTO Has Been Cooking
Author(s): allglenn Originally published on Towards AI. Mira Murati’s Thinking Machines Lab just shipped its first model, and led with the line “this is not the strongest model available.” Here’s what Inkling actually is, and why that admission is the interesting part. …
Anthropic’s Claude Certified Architect Exam (CCA-F): The Schema Validated. The Data Was Still Wrong. V
Author(s): Rick Hightower Originally published on Towards AI. CCA-F Part 5: A passing JSON schema proves your output has the right shape. It proves nothing about whether the values are true. That gap is the single most punishing area on the live …
How A Tiny Spoonful Can Know The Whole Pot
Author(s): Kamrun Nahar Originally published on Towards AI. Sampling And Sampling Bias For Beginners Here is a secret. You already understand sampling. You do it every time you cook. You do not drink the entire pot to check if the soup needs …
From Gandalf to garak: Automating the AI Attacks I Used to Type by Hand
Author(s): Neha Khan • AI & Software Engineer Originally published on Towards AI. From Gandalf to garak: Automating the AI Attacks I Used to Type by Hand Part 2 of my AI security journey — where I let a real scanner find …
Ralph Loop: The $297 AI Coding Trick Anthropic Just Made Official
Author(s): Divy Yadav Originally published on Towards AI. Named after Homer Simpson’s least competent son, built as an offhand joke, and now the technique behind some of the most reliable autonomous coding agents running today. The most reliable way to get an …
From Jira Ticket to Pull Request: Building a Governed AI Agent Framework for Enterprise Frontend Development
Author(s): Chidanandan P Originally published on Towards AI. From Jira Ticket to Pull Request: Building a Governed AI Agent Framework for Enterprise Frontend Development A spec-driven, human-gated agentic pipeline that takes a Jira ticket end-to-end to a pull request — with enforced …
Apache Airflow Fundamentals: A One-Stop Theory and Hands-On Lab Guide
Author(s): Faizulkhan Originally published on Towards AI. Apache Airflow Fundamentals: A One-Stop Theory and Hands-On Lab Guide Lab version: Apache Airflow 2.10.4Runtime model: Docker Compose + CeleryExecutor + Redis + PostgreSQLAudience: Developers, DevOps engineers, data engineers, and MLOps engineersGoal: Learn Airflow concepts …
🦀 Building AI Agents in Rust – part 11
Author(s): Enzo Lombardi Originally published on Towards AI. Crossing into C Part 10 got Eugene talking to DwarfStar without a socket, but it didn’t get rid of the process boundary. DwarfStarProvider still spawns ds4 as a child, writes a line to its …
I Tested 7 AI Search Tools for Agent Use. Here’s What Actually Happened.
Author(s): Jamieparker Originally published on Towards AI. I spend most of my time thinking about how AI agents connect to the outside world. I watch what breaks, what costs more than expected, and what vendor changes force teams to rewire their setups …
TAI #214: Kimi K3 Brings Open Weight Closer to the Frontier
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie After a wave of strong new closed models last week, Moonshot AI’s Kimi K3 is the closest a model headed for open release has …
When Your Agents Go Dark: Observability in Multi-Agent Systems with OpenTelemetry
Author(s): MongoDB Originally published on Towards AI. Written by Matteo Rossi. In recent months, AI applications have radically evolved. Earlier, prototypes looked like a single loop: prompt, model call, optional tool call, response. In production, an agent often becomes a small system: …
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