192 results found

Microsoft has launched ASSERT, an open-source framework designed to simplify AI behavior testing. It enables developers to create comprehensive, application-specific evaluations using natural language descriptions, ensuring AI systems act as intended for particular products and services. The tool translates high-level goals into structured tests, generates scenarios, scores results, and logs execution paths.

President Trump has signed an executive order creating a voluntary framework for AI companies to share advanced models with the federal government before release. This initiative aims to bolster secure innovation and protect critical infrastructure, reflecting a shift from the administration's previous hands-off approach to AI safety. Companies opting for pre-release review may receive confidentiality protections.

Blue Origin announced that critical fuel tanks and key launch pad components survived last week's New Glenn rocket explosion, paving a faster path back to flight. CEO Dave Limp pledges a return to orbital missions before year-end, which is crucial for NASA's Artemis lunar program to maintain its tight schedule for crewed landings.
As fellow developers, we’re constantly scanning the landscape for companies pushing the boundaries, especially in the rapidly evolving AI space. Great Question, a Y Combinator W21 alumnus, has caught our eye with an

The international AI landscape presents unique challenges and opportunities, requiring developers to think beyond traditional tech hubs. Key aspects include adapting AI models to local languages and cultures, navigating the complex global supply chain for critical hardware like semiconductors, and understanding how venture capital assesses these international ventures. Success hinges on deep local market understanding, robust technical solutions for localization, and resilience against logistical hurdles.
As developers, we're constantly tasked with solving complex problems, whether it's optimizing a database query or architecting a distributed system. But what if the 'bug' we're trying to fix is biological, with global

This guide demonstrates how to self-host an S3-compatible object store using MinIO on your staging server. By leveraging Docker Compose and Traefik for HTTPS, you can significantly reduce cloud storage costs while maintaining a production-like environment for development and testing. It covers setup, application configuration, and secure file interactions.

Quick Verdict Origin Code's 256GB (2x128GB) DDR5-8000 CUDIMM memory kits mark a monumental shift, bringing previously enterprise-exclusive quad-rank memory to the mainstream. With unheard-of capacities and impressive
This article explores how a 10-year-old Intel Xeon E5-2620 v4 server with 128 GB DDR3 RAM and no GPU can run a modern LLM like Gemma 4 26B-A4B at reading speed. It highlights that LLM inference is often memory-bound and showcases deep optimization techniques using `ik_llama.cpp`, including speculative decoding, CPU-aware MoE routing, advanced memory management, and specialized attention kernels. The success demonstrates that granular software control can unlock significant performance on older, abundant-RAM hardware.
Reclaiming Privacy in Home Security with Secluso For many developers, the allure of smart home technology, including security cameras, is strong. Yet, the widespread reliance on cloud-based services for video storage

The narrative around AI capital expenditure (capex) often feels monolithic: NVIDIA, hyperscalers, data centers, power demand—all bundled into a single "AI infrastructure" idea. As fellow developers, we know real-world

Every software company champions speed. Roadmaps highlight velocity, leadership discussions center on reducing cycle time, and quarterly goals target faster execution. Yet, many organizations inadvertently adopt a

Cognition, the AI coding agent startup behind Devin, secured $1 billion at a $26 billion valuation this week. Despite this, CEO Scott Wu insists AI agents shouldn't replace humans, aiming for augmentation to free programmers from tedious tasks. Wu envisions Devin as a "buddy" that enhances creativity, even as it handles 89% of Cognition's internal code.
Volkswagen Locks Down: Home Assistant Integration Fails For developers and enthusiasts leveraging platforms like Home Assistant to integrate their digital lives, a recent change by Volkswagen Group has thrown a

Building a Retrieval Augmented Generation (RAG) system often begins with exciting prototypes, quickly demonstrating the power of injecting external knowledge into large language models (LLMs). However, the journey from

This article dives into advanced error handling in Dart, moving beyond basic `try-catch` blocks to build robust, type-safe failure mechanisms. It covers Dart Records for lightweight results, sealed `AppResult` classes with monadic `map` and `flatMap` for enforced handling, integration with `dartz`'s `Either` for functional purity, and Freezed for creating exhaustive, typed exceptions. The goal is to make failures visible, compiler-enforced, and impossible to ignore in production applications.

A Delaware judge ruled that "artificial entities" like corporations and LLCs can vote in certain local elections, citing their recognition as "persons" under Delaware law. This decision, stemming from a challenge to Fenwick Island's charter, highlights the state's unique corporate legal framework and its reliance on business entities.

AI agent usage has nearly doubled, yet developers maintain a strong preference for human oversight. A recent survey reveals single-agent workflows are dominant, driven by concerns for accuracy and security, even as work quality improves. Fintech and media lead adoption, leveraging tools like GitHub Copilot and LangChain under careful monitoring.
The Ferrari Luce represents a significant engineering paradigm shift, blending traditional Ferrari performance with spaciousness and an electric power source. It features a radically new architecture, a sophisticated digital-physical UI/UX co-designed with LoveFrom, and advanced aerodynamics. Key innovations include a functional sound system that translates axle vibrations into driver feedback and long-term support for its high-voltage components, offering valuable lessons for complex system design in software development.

Quick Verdict Turning your Android tablet into a secondary monitor for your laptop is a surprisingly effective, free, and portable solution that can dramatically enhance productivity for mobile workers. While it falls

AI agents are inadvertently causing significant, untracked production incidents by acting without full system context, blurring the lines between autonomous remediation and chaos engineering. Enterprises lack the frameworks to categorize these failures, leading to cascades stemming from narrow agent perspectives. Experts advocate for integrating agent governance with chaos engineering by treating agent actions as experiments and managing a shared “resilience budget” based on live system signals.

AI's explosive demand for high-bandwidth memory (HBM) is causing an unprecedented reallocation of DRAM production from consumer devices to data centers, leading to massive price surges for smartphone memory. This crisis is pushing affordable smartphones out of reach for millions, particularly in developing nations, and impacting premium brands as memory makers prioritize highly profitable AI chips.

Apple, Google, and Meta have rolled out new opt-in features to combat sophisticated government spyware targeting at-risk individuals like journalists and dissidents. These protections, including Apple's Lockdown Mode, Google's Advanced Protection Program, Android's Advanced Protection Mode, and WhatsApp's Strict Account Settings, harden devices and accounts against tools that grant attackers full data access. Experts strongly recommend activating these proven defenses.

The intersection of international politics, data governance, and cloud infrastructure has recently taken a concerning turn for European developers and organizations. Recent reports indicate that major US tech firms,

Learn to dramatically improve your Bluetooth headphone audio quality by adjusting 4 key Android settings in just a few steps, no new hardware needed.