Author: Carter

Overview of adaptive parallel reasoning. Imagine a reasoning model that could independently determine when to break a problem into separate subtasks and process them in parallel, how many simultaneous threads to create, and how to manage them based on the specific challenge it faces. In this post, we take a close look at the latest developments in parallel reasoning, with a particular focus on Adaptive Parallel Reasoning.

(not so long ago) being a data scientist meant spending most of your time inside a notebook, fine-tuning hyperparameters like your career depended on it — and in many cases, it really did. Do you recall those marathon grid search sessions that stretched through the night? Or crafting feature engineering pipelines that felt more like creative expression than technical work? And that rush of pride when you managed to boost your XGBoost model’s accuracy by just 0.7%? That was the reality of a data scientist’s job back in 2019 — and it made perfect sense. If you wanted a powerful…

With the future of the Combined Federal Campaign uncertain, Democratic members of Congress are pressing the Trump administration to preserve the decades-old charitable giving initiative for federal workers. A coalition of lawmakers, spearheaded by Rep. Jamie Raskin (D-Md.), along with Sens. Chris Van Hollen (D-Md.) and Angela Alsobrooks (D-Md.), cautioned that ending the CFC would “disrupt and destabilize” thousands of nonprofit organizations that count on its support. They are calling on the Office of Personnel Management to keep the program running in 2026 and into the future. “OPM has taken several steps that weaken the CFC,” the Democrats stated in…

By Alastair MacLeod, CEO, Ground Control Throughout the water industry, monitoring data is facing growing examination. Once gathered mainly to satisfy regulatory obligations, it is now being leveraged much more proactively—both in day-to-day operations and in public-facing contexts. Regulators are demanding higher levels of openness, and when incidents arise, the accuracy and completeness of monitoring records often come under intense review. This evolving expectation is revealing a long-standing weakness in many IoT implementations: the disconnect between data collected at the field level and data that can be consistently transmitted, validated, and acted upon. In remote water monitoring, unreliable connectivity frequently…

As AI-powered coding assistants become more powerful, a fundamental issue has become increasingly apparent: rapid output without clear direction. Engineers can produce functional code in mere minutes, yet often realize days afterward that it fails to align with what the system truly required. Spec-driven development (SDD) tackles this head-on — by positioning a well-defined specification as the authoritative blueprint and treating code as the derived artifact, not the starting point. This guide highlights the 9 AI tools developers are actively leveraging to adopt SDD workflows in 2026. AWS Kiro 🔗 kiro.dev | Docs | Models Kiro is an AI-native IDE…

BMNR shares fell 4% to $22.00 on May 7, dragged down alongside the broader crypto-treasury sector after chairman Tom Lee indicated BitMine could ease off its Ethereum buying pace. The stock is trading inside an ascending channel that looks constructive at first glance, but several flow and positioning indicators hint that a deeper pullback may be on the horizon. BMNR Stock Price Holds an Ascending Channel After a 59% Drop BitMine Immersion Technologies (BMNR) closed at $22.00 on May 7, slipping 3.97%. Speaking at Consensus Miami, Chairman Tom Lee said the firm is likely to scale back its weekly Ethereum…

If your organization performs regular vulnerability scans and labels them as penetration testing, you’re in good company. A 2025 SANS Institute survey found that more than 60% of organizations confuse vulnerability scanning with penetration testing in their security reports. This distinction is far more critical than most security leaders appreciate, because the two activities address fundamentally different questions about your security posture. A vulnerability scanner checks whether your systems run software with known weaknesses. It compares signatures against databases, flags potential issues, then proceeds. At no stage does it try to exploit anything. It doesn’t confirm whether a vulnerability is…

# Introduction Ever typed a search query and gotten back results that matched your words but missed your point entirely? Or noticed a recommendation engine suggest something surprisingly relevant even though you never explicitly looked for it? The difference between “matching exact words” and “grasping what you actually mean” is what separates a basic search tool from a truly powerful one. Vector search bridges this gap by turning text into points within a high-dimensional space, where geometric closeness reflects semantic similarity. Two sentences can have zero words in common yet still sit right next to each other — because the…

The U.S. Postal Service is exploring the possibility of seeking additional financial support from Congress to prevent the largely self-funded agency from depleting its cash reserves early next year. Postmaster General David Steiner noted that while USPS has not formally proposed the idea to lawmakers, it remains a viable option for stabilizing the agency’s finances. He added that USPS will spend the next month finalizing its list of legislative requests before presenting them to Congress. During a March hearing before the House Oversight Committee, Steiner warned that USPS could run out of money by early 2027 if it continues meeting…

Kyle Kucharski/ZDNETFollow ZDNET: Add us as a preferred source on Google.When shopping for a new laptop or desktop, you’ve likely come across options from Dell and Lenovo. These two brands lead the PC industry, offering everything from affordable models to high-end notebooks and workstations. That said, each company follows a distinct design philosophy.Also: Lenovo ThinkPad vs. Apple MacBook: Which is the better laptop for you?After extensive hands-on experience with both brands, I’ve noticed two very different approaches. Dell tends to focus on sleek aesthetics, targeting creative professionals and everyday users who appreciate refined looks. Lenovo, meanwhile, prioritizes functionality, offering more…