Author: Carter

Getting prompts right is still the hardest part of shipping reliable LLM applications. Small wording changes can swing accuracy by 20 percent. What works on a few examples often breaks at scale. When a multi-step pipeline returns a wrong answer, finding the failing step means inspecting intermediate outputs by hand. Cisco AI introduced FAPO to address that bottleneck. FAPO stands for Fully Automated Prompt Optimization. It is a Claude Code-driven system that optimizes LLM pipelines from baseline prompts to target accuracy. You supply a dataset and an initial prompt. FAPO then evaluates, classifies failures, proposes variants, validates them, and iterates.…

US federal energy regulators have directed six regional grid operators to establish quicker connection procedures for major power consumers, such as AI data centres, that need access to the high-voltage transmission network.On Thursday, the Federal Energy Regulatory Commission unanimously voted to mandate that these operators demonstrate how they will process requests from large electricity consumers more swiftly and systematically. The directive covers grid operators serving approximately 200 million people, representing around two-thirds of FERC’s oversight area.AP News reported that FERC instructed regional grid operators to guarantee AI data centres and other significant power consumers can connect to the transmission network…

Elyse Betters Picaro / ZDNETFollow ZDNET: Add us as a preferred source on Google. ZDNET key takeaways Exchange outdated electronics for Amazon gift cards and enjoy savings on new purchases.Enjoy complimentary shipping with a prepaid UPS label provided by Amazon.Your credit will be issued within 10 business days once your trade-in is received.Prime Day 2026 is just around the corner, and if you’re gearing up for some serious shopping like I am, remember that Amazon provides an excellent opportunity to cut costs while responsibly recycling your old devices.In essence, Amazon will provide you gift cards to use on future purchases.…

This companion piece is part of the Enterprise Document Intelligence series, which constructs an enterprise RAG system from four foundational components. It builds on Article 5 (document parsing) by focusing on a single table: image_df, which pinpoints every image embedded in the PDF without actually interpreting any of them. In this installment, we assemble the reading toolkit — a cascade of methods arranged by cost (a low-cost filter, a type check, traditional OCR, a vision model) — that converts the small number of images worth investing in into searchable text. This companion’s position in the series: it extends Article 5…

In brief On June 12, OpenRouter rolled out Fusion, a server-side API that simultaneously distributes a prompt across several AI models and then combines their responses using a judge model and a synthesizer to produce the best single answer. In Perplexity’s DRACO benchmark tests, a budget-friendly mix of different AI models came within 1% of Fable 5 performance at just half the price. This approach gained relevance after a U.S. export control directive led Anthropic to abruptly suspend access to Fable 5 and Mythos 5. OpenRouter has introduced an API based on a straightforward idea: a group of affordable AI…

French President Emmanuel Macron called on leading democratic nations to collaborate on governing cutting-edge artificial intelligence during a high-profile gathering that featured top AI industry leaders. OpenAI CEO Sam Altman echoed this sentiment at the Group of Seven summit in France, advocating for a global platform where countries can establish AI safety guidelines. He emphasized that ensuring AI safety shouldn’t fall solely on technology firms. The AI discussions were overshadowed by the Trump administration’s recent order barring foreign users from accessing Anthropic’s most advanced AI models. Macron described the U.S. acknowledgment of potential risks from frontier AI as positive, but…

This month marks twelve years since Cloudflare launched a bold initiative rooted in a straightforward principle: no one should be silenced or pushed offline simply because a more powerful entity opposes their views. Today, Project Galileo offers complimentary cybersecurity protection to over 3,400 websites run by journalists, human rights advocates, and various nonprofit organizations across 120 countries. We remain committed to the belief that a stronger Internet is one where every person with an idea can connect with a worldwide audience.Each year, on Project Galileo’s anniversary, we unveil new products, initiatives, and strategic alliances. To mark our 12th anniversary this…

pros and cons Pros Affordable price pointExceptional battery longevityCrisp 2K OLED display Cons Dull-sounding speakersDim screen brightness more buying choices Follow ZDNET: Add us as a preferred source on Google.The 2026 HP OmniBook 3 is a no-frills laptop. It may not take home any awards for groundbreaking design or top-tier performance, but what it brings to the table is sheer value. So much so, that it has earned a spot among my top laptops of the year — simply because HP nailed the fundamentals to confidently deliver on that promise.Also: The best HP laptops of 2026: Expert tested and reviewedIt’s…

Introduction When it comes to data engineering, most AI use cases focus on one core task: repairing broken pipelines. A typical scenario involves an engineer opening Claude Code, pasting in some error logs, and letting the system generate a pull request automatically. The language we use here matters a great deal. When teams talk about “self-healing” systems, they’re really describing something more accurately called “self-managing” systems. What truly sets successful AI implementations apart isn’t how well humans step in to fix things—it’s how rarely they need to. What every data team ultimately wants is a system where pipelines and workflows…

TLDR YaFF is Yandex’s open-source zero-copy wire format for Protobuf — Apache 2.0, currently C++, v0.1.0. The .proto file remains the source of truth; only the physical memory layout changes. On Yandex’s benchmarks, the Flat Layout reads hot data ~3.8× faster than FlatBuffers, within 1.2× of a raw C++ struct. Four layouts — Fixed, Flat, Sparse, Dynamic — trade read speed for schema flexibility; Dynamic is the default. YaFF runs in its advertising recommendation system, where it reports 10–20% CPU savings at production scale. Adoption is incremental: drop it into one hot path, with two-way Protobuf conversion at the edges.…