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In this tutorial, we implement how to run the Bonsai 1-bit large language model efficiently using GPU acceleration and PrismML’s optimized GGUF deployment stack. We set up the environment, install the required dependencies, and download the prebuilt llama.cpp binaries, and load the Bonsai-1.7B model for fast inference on CUDA. As we progress, we examine how […]
In this tutorial, we explore property-based testing using Hypothesis and build a rigorous testing pipeline that goes far beyond traditional unit testing. We implement invariants, differential testing, metamorphic testing, targeted exploration, and stateful testing to validate both functional correctness and behavioral guarantees of our systems. Instead of manually crafting edge cases, we let Hypothesis generate
Anthropic has launched Claude Opus 4.7, it’s latest frontier model and a direct successor to Claude Opus 4.6. The release is positioned as a focused improvement rather than a full generational leap, but the gains it delivers are substantial in the areas that matter most to developers building real-world AI-powered applications: agentic software engineering, multimodal
With Imax more popular than ever, a new way to watch movies – HDR by Barco – has been quietly rolling out but what difference does it really make?At this year’s CinemaCon, an annual gathering where film studios show off their upcoming wares to excite the exhibitors they hope to showcase them, Disney announced a
Screenmaxxing: why Hollywood is supersizing the big screen experience Read More »
Molotov cocktail attack on OpenAI CEO’s home comes amid growing discontent against artificial intelligenceIn the early hours of 10 April, a man approached the gate of OpenAI CEO Sam Altman’s house in San Francisco and hurled a molotov cocktail at the building before fleeing. The suspect, 20-year-old Daniel Moreno-Gama, was arrested less than two hours
How a fiery attack on Sam Altman’s home unfolded Read More »
If you have ever stared at thousands of lines of integration test logs wondering which of the sixteen log files actually contains your bug, you are not alone — and Google now has data to prove it. A team of Google researchers introduced Auto-Diagnose, an LLM-powered tool that automatically reads the failure logs from a
In this tutorial, we explore how to run OpenAI’s open-weight GPT-OSS models in Google Colab with a strong focus on their technical behavior, deployment requirements, and practical inference workflows. We begin by setting up the exact dependencies needed for Transformers-based execution, verifying GPU availability, and loading openai/gpt-oss-20b with the correct configuration using native MXFP4 quantization,
Table of contentsWhat Is AI Red Teaming?Top 19 AI Red Teaming Tools (2026)Conclusion What Is AI Red Teaming? AI Red Teaming is the process of systematically testing artificial intelligence systems—especially generative AI and machine learning models—against adversarial attacks and security stress scenarios. Red teaming goes beyond classic penetration testing; while penetration testing targets known software
Top 19 AI Red Teaming Tools (2026): Secure Your ML Models Read More »
In this tutorial, we explore how to build a fully functional background task processing system using Huey directly, without relying on Redis. We configure a SQLite-backed Huey instance, start a real consumer in the notebook, and implement advanced task patterns, including retries, priorities, scheduling, pipelines, locking, and monitoring via signals. As we move step by
Adult video platform to sell minority stake to increase stability after death of its founder Leonid RadvinskyBusiness live – latest updatesOnlyFans, the UK adult video platform, is in talks to sell a minority stake to a US investor that will value the business at more than $3bn (£2.2bn).The London-based company is in advanced talks to
UK’s OnlyFans tops $3bn valuation amid talks to sell stake to US investor Read More »
