Programming tutorials, developer tools, frameworks, APIs, and engineering insights.
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.
ZeroDrift, an AI compliance startup, has secured $10 million in seed funding from investors like a16z Speedrun. The company's service acts as a crucial intermediary, detecting compliance violations in AI-generated messages and rewriting them to meet regulatory standards like SOC 2 and GDPR. This rapid, oversubscribed funding round highlights the urgent demand for robust AI governance solutions as businesses scale AI adoption.
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.
The Pelsee P1 Pro 4K Front and Rear Dashcam Bundle is currently an unbeatable deal on Amazon, dropping to just $49.99 with a special coupon code. This bundle offers a high-resolution 4K front camera with a premium Sony STARVIS 2 sensor for superior low-light recording, a 1080p rear camera, and includes all necessary accessories like a 64GB memory card. It's a fantastic value for enhanced road safety and recording.
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.
Our in-depth review of Pearl (PRL), the new AI-compute cryptocurrency, reveals an innovative concept quickly overshadowed by plummeting mining profitability. What began as a potential gold rush has rapidly transformed into a cautionary tale of diminishing returns, making Pearl a highly questionable investment for anyone eyeing their next big crypto windfall.
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.
AI infrastructure firm CoreWeave has doubled its Bellevue office space to 36,000 square feet, signifying a major expansion of its engineering hub. This move highlights Bellevue's accelerating emergence as a premier AI development center in the Seattle region, attracting significant investment and talent. The company's growth reflects the broader trend of AI leaders converging on the Eastside.
The Musician Hand robot demonstrates rapid, human-like learning, playing music after just two minutes of self-practice. This USC project, dubbed "motor babbling," offers a glimpse into future efficient, experiential AI for rehabilitation robotics.
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
Blue Origin's New Glenn rocket is set to return to flight, launching 48 Amazon Leo satellites after FAA clearance. This mission marks a significant step for both Jeff Bezos-founded companies, especially after New Glenn's recent launch failure, and will bolster Amazon's rapidly expanding satellite broadband constellation.
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.
AI startups in the Bay Area are investing heavily in high-production hype videos for social media, exemplified by Daydream Lab's $80,000 *Alice in Wonderland* themed ad for its $15 million funding round. This trend, fueled by venture capital and intense competition, aims to attract attention and recruit talent, with companies consciously choosing traditional video production to maintain professionalism.
In a significant career pivot, Hadi Partovi, the visionary founder who recently stepped down as CEO of Code.org, has announced his new role as Chief Executive Officer of Payam Music. The Bothell, Washington-based piano
