On this tutorial, we present how we deal with prompts as first-class, versioned artifacts and apply rigorous regression testing to massive language mannequin habits utilizing MLflow. We design an analysis pipeline that logs immediate variations, immediate diffs, mannequin outputs, and a number of high quality metrics in a completely reproducible method. By combining classical textual content metrics with semantic similarity and automatic regression flags, we show how we are able to systematically detect efficiency drift attributable to seemingly small immediate modifications. Alongside the tutorial, we concentrate on constructing a workflow that mirrors actual software program engineering practices, however utilized to…
Author: Naveed Ahmad
After a better-than-expected opening weekend in theaters, field workplace for Amazon’s “Melania” fell 67%, to an estimated $2.37 million, in its second weekend. The documentary about First Melania Trump has grossed a total of $13.5 million so far (virtually all of that in the US), which suggests it’s extraordinarily unlikely the movie — which Amazon spent $40 million to amass and $35 million to market — will break even in theaters. Earlier than “Melania”’s launch, a former Amazon movie govt asked how the price tag could be motivated by anything other than “currying favor” with the Trump administration or “an…
Following final yr’s development of showcasing AI in multimillion-dollar advert spots, the 2026 Tremendous Bowl ads took it a step additional by leveraging AI each to create the commercials and to advertise the most recent AI merchandise. Adore it or hate it, the know-how has grow to be a star in its personal proper, alongside the most recent film trailers and snack manufacturers. Let’s discover the most important moments from this yr’s Huge Sport adverts, which featured the whole lot from robots and AI glasses to a contact of drama involving tech founders. Svedka Vodka model Svedka went with what…
When a startup introduced plans final fall to recreate misplaced footage from Orson Welles’ basic movie “The Magnificent Ambersons” utilizing generative AI, I used to be skeptical. Greater than that, I used to be baffled why anybody would spend money and time on one thing that appeared assured to outrage cinephiles whereas providing negligible business worth. This week, an in-depth profile by the New Yorker’s Michael Schulman offers extra particulars in regards to the venture. If nothing else, it helps clarify why the startup Fable and its founder Edward Saatchi are pursuing it: It appears to return from a real…
Simply in time to create a brand new Tremendous Bowl advert, Crypto.com founder Kris Marszalek has made the priciest area buy in historical past, shopping for AI.com for $70 million, according to the Financial Times. The deal, paid totally in cryptocurrency to an unknown vendor, shatters earlier data. (Dealer Larry Fischer, who facilitated the sale, is presumably celebrating his success.) Marszalek plans to debut the positioning throughout Sunday’s massive recreation, providing shoppers a private AI agent for messaging, app utilization, and inventory buying and selling. “Should you take a long-term view — 10 to twenty years – [AI] goes to…
How shut can an open mannequin get to AlphaFold3-level accuracy when it matches coaching knowledge, mannequin scale and inference finances? ByteDance has launched Protenix-v1, a complete AlphaFold3 (AF3) replica for biomolecular construction prediction, launched with code and mannequin parameters beneath Apache 2.0. The mannequin targets AF3-level efficiency throughout protein, DNA, RNA and ligand constructions whereas protecting all the stack open and extensible for analysis and manufacturing. The core launch additionally ships with PXMeter v1.0.0, an analysis toolkit and dataset suite for clear benchmarking on greater than 6k complexes with time-split and domain-specific subsets. What’s Protenix-v1? Protenix is described as ‘Protenix:…
A march supporting California’s billionaires didn’t precisely appeal to an enormous crowd on Saturday — the San Francisco Chronicle counted round three dozen attendees, together with one other dozen tongue-in-cheek counter-protesters. To be honest, organizer Derik Kauffman had predicted attendance of solely “a number of dozen” beforehand. However the incongruous thought of the “March for Billionaires” has provoked an outsized response on social media. And according to Mission Local, journalists practically outnumbered demonstrators on the occasion itself, the place marchers carried indicators with messages like “We ❤️ You Jeffrey Bezos” and “It’s very troublesome to write down a nuanced argument…
Welcome again to TechCrunch Mobility — your central hub for information and insights on the way forward for transportation. To get this in your inbox, enroll right here without cost — simply click on TechCrunch Mobility! Waymo’s acceleration over the previous 18 months is plain. The Alphabet-owned self-driving firm now operates business robotaxi providers in six markets, together with the San Francisco Bay Space, Phoenix, Los Angeles, Austin, Atlanta, and Miami. It has plans to develop its fleet of driverless taxicabs this yr to greater than a dozen new cities internationally, together with London and Tokyo. And now it has…
On this tutorial, we stroll by a sophisticated, end-to-end exploration of Polyfactory, specializing in how we are able to generate wealthy, reasonable mock knowledge instantly from Python kind hints. We begin by establishing the atmosphere and progressively construct factories for knowledge lessons, Pydantic fashions, and attrs-based lessons, whereas demonstrating customization, overrides, calculated fields, and the technology of nested objects. As we transfer by every snippet, we present how we are able to management randomness, implement constraints, and mannequin real-world constructions, making this tutorial instantly relevant to testing, prototyping, and data-driven growth workflows. Take a look at the FULL CODES here. import…
Deep tech startups in sectors resembling house, semiconductors, and biotech take far longer to mature than standard ventures. Due to that India is adjusting its startup guidelines, and mobilizing public capital, hoping to assist extra of them make it to industrial merchandise. This week, the Indian authorities updated its startup framework, doubling the interval for which deep tech corporations are handled as startups to twenty years and elevating the income threshold for startup-specific tax, grant, and regulatory advantages to ₹3 billion (about $33.12 million), from ₹1 billion (round $11.04 million) beforehand. The change goals to align coverage timelines with the…