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The most important number an agent produces isn’t its answer — it’s how sure it is. Compose that number from independent signals, check it’s calibrated, grade the high-stakes calls with a second model, and route the rest to humans well. This is Level 3 of a six-level maturity mod

(Subscribe to Brian Sullivan's "Power Insider" newsletter here.) A supertanker was recently chartered to sail from the U.S. Gulf Coast to China for $76 million, a source familiar told CNBC, as shipping costs soar globally due to the crisis in the Middle East. The Alexandros was c

If you can deploy a prompt change without an eval failing the build, you don’t have evals — you have a notebook. And once the gate is green, the slow leaks are still coming for you. Here’s the gate, the baseline, and the shadow-eval loop that catch both. This is Level 2 of the ma

Deep clean your PC in seconds with cordless duster deals from $19 — save hundreds on canned air with unlimited high-RPM dusting power While compressed air is affordable, it becomes less practical if you clean your system frequently. You could unknowingly spend hundreds of dollars

Israelis mourn 7 October attack victims three years after deadly Hamas raid - Published Memorial events have taken place in Israel on the third anniversary of the devastating Hamas-led attack there that sparked the war in Gaza. Families paid tribute to their loved ones at some of

Microsoft said its new laptop containing an Nvidia AI chip will start at $2,599, as the software maker tries to bring more artificial intelligence capabilities to its consumer devices. The Surface Laptop Ultra is now available on preorder and will begin shipping on Oct. 16, Pavan

Microsoft said its new laptop containing an Nvidia AI chip will start at $2,599, as the software maker tries to bring more artificial intelligence capabilities to its consumer devices. The Surface Laptop Ultra is now available on preorder and will begin shipping on Oct. 16, Pavan

SpaceX is lending more support to the bull case on Nvidia, according to Jim Cramer. The Elon Musk-led rocket and AI company is looking to raise $40 billion to buy more Nvidia chips. In a story first reported by the Financial Times and later confirmed by CNBC, Apollo Global Manage

AI - Microsoft is about to let Copilot loose on your file system But don't worry, it's totally safe because the agents and models will (probably) be running locally. Routers never break right? - Microsoft N1Xes Intel in favor of Nvidia's shiny new SoCs in Surface Laptop Ultra Pov

Dell has announced the first XPS laptop built on NVIDIA’s RTX Spark superchip, the XPS 16 Creator Edition, alongside a compact Dell Creator Edition Desktop on the same silicon and a Windows version of its GB300 deskside AI workstation, which is now called Dell Pro Precision with

Back in June, Nvidia announced that it had secured agreements with Microsoft and a host of other PC makers to develop AI- and agent-ready PCs for Windows based on its RTX Spark chip, but details on the machines were scant at the time. On Wednesday, at an event held in San Francis

The trick to putting LLM agents in high-stakes systems isn’t a smarter model — it’s containing the model to one node so the rest of the system is ordinary, testable code. Here are the structural moves, with the contracts and types to implement them. Demos love autonomous agents t

Guardiola set to attend Man City v PSG next week - Published Pep Guardiola is expected to attend Manchester City's Champions League tie against Paris St-Germain next week - the club's first home match since they were found guilty of the majority of the 115 charges brought against

All three major US stock indexes were modestly lower, with the S&P 500 and the Dow poised to snap their four-day winning streaks. The Nasdaq was on track for its first down day in six. The small-cap Russell 2000 underperformed its larger cap counterparts. In the wake of Tuesday's

Save 40% on Hoto’s cordless rotary toolkit, now just $29.99 — great for 3D printing and other DIY tasks, get a powerful 25,000 RPM motor, 2,000 mAh battery, and 35 accessories on the cheap Save $20 on this versatile tool. Hoto (short for Home Tools) makes some of the most aesthet

U.S. Treasury yields came off their highs after a solid sale of 10-year notes. Earlier, the 10-year yield rose to its highest level in more than two decades. The 10-year Treasury last traded more than 1 basis point higher at 5.286%. Earlier in the session, it reached 5.35%, its h

The first session with a coding agent is crisp: it reads the code, makes a clean change, writes a test. By the thirtieth, something has rotted — it re-discovers the same files, contradicts a decision it made three weeks ago, guesses the test command, and quietly stops writing tes

The Federal Communications Commission said Wednesday it will vote on a proposal to auction 25 megahertz of "prime spectrum" to support "direct-to-device" services from satellites to smart phones. The FCC, in a press release, also said it would vote Oct. 29 on taking public commen

The Federal Communications Commission said Wednesday it will vote on a proposal to auction 25 megahertz of "prime spectrum" to support "direct-to-device" services from satellites to smart phones. The FCC, in a press release, also said it would vote Oct. 29 on taking public commen

Implementing a Modular Master-Agent Telemetry & Diagnostic Framework in Python: Prime-Sentinel Command (PSC) Tags: python architecture oop design-patterns distributed-systems When engineering distributed monitoring agents or designing low-latency health-checking pipelines, separa

* US 30-year Treasury yield hits 24-year high * Fed minutes reveal division over rate hike rationale * SpaceX falls after reports of $40 billion financing push * Philadelphia chip index falls more than 2% (Updates to market close) By Stephen Culp and Tharuniyaa Lakshmi NEW YORK,

Pennsylvania’s explosive measles outbreak is now the largest the US has seen since the highly infectious virus was declared eliminated in 2000. With well over 1,000 cases, it’s the largest on record since 1991. Pennsylvania’s health officials reported 1,078 measles cases in all o

Watch: What we know about Christa Pike's ‘shock’ recovery in hospital Christa Pike is "conscious and speaking" and expected to make a recovery, nearly a week after her failed execution, her attorneys have said. They added that at this time, Pike's future remains uncertain. In cou

AI - Microsoft is about to let Copilot loose on your file system But don't worry, it's totally safe because the agents and models will (probably) be running locally. Routers never break right? - Microsoft N1Xes Intel in favor of Nvidia's shiny new SoCs in Surface Laptop Ultra Pov

TP-Link is facing more legal troubles in the US as Florida and three other states filed lawsuits alleging that it lied to consumers about its connections to China and the risks of its routers being exploited by Chinese state hackers. The lawsuits were filed yesterday, about six m

Our favorite budget gaming chair just hit an all-time low of $189 — save $110 on the Razer Iskur V2 X ergonomic gaming chair Finding a budget gaming chair that checks all the right boxes is rare. Our top recommendation, the Razer Iskur V2 X, is now available at a record-low price

Americans are increasingly worried about their financial outlook amid expectations that inflation could worsen in the year ahead, according to a New York Federal Reserve survey released Wednesday. The central bank's monthly Survey of Consumer Expectations found that consumers exp

AI - Microsoft is about to let Copilot loose on your file system But don't worry, it's totally safe because the agents and models will (probably) be running locally. Routers never break right? - Microsoft N1Xes Intel in favor of Nvidia's shiny new SoCs in Surface Laptop Ultra Pov

AI - Microsoft is about to let Copilot loose on your file system But don't worry, it's totally safe because the agents and models will (probably) be running locally. Routers never break right? - Microsoft N1Xes Intel in favor of Nvidia's shiny new SoCs in Surface Laptop Ultra Pov

HARARE, - Zimbabwe recorded lithium export sales worth $2.16 billion during the nine months to September 30, nearly four times the total sales for last year, the government's minerals marketing agency said on Wednesday.* The increase was mainly due to a 283% increase in the price

Some of the best PC speakers and soundbars we've tested are on sale starting at just $27.99 — save up to 36% off a new pair of PC speakers from Creative, Edifier, and Onkyo Upgrade your audio setup with a bit of savings. One of the simplest upgrades you can make to your desktop s

Ex-Spurs player Vega set to run for Fifa president - Published Former Tottenham Hotspur defender Ramon Vega says he intends to stand as a candidate in next year's Fifa presidential election. The 55-year-old is the first person to confirm they want to challenge Gianni Infantino, w

Constellation Brands beat quarterly earnings and revenue expectations as its beer brands gained market share, but continued consumer caution tempered results. As it navigates high food and fuel prices and choosy shoppers, Constellation is turning to special occasions and diversif

Fraudster jailed over multi-million pound PPE scam - Published A fraudster has been jailed for helping to scam medical companies out of millions of pounds through bogus personal protective equipment (PPE) deals during the Covid-19 pandemic. Craig Morris, 43, and Jogesh Bhandari,

OpenAI is launching a new Intelligent UI feature in ChatGPT that allows the chatbot to answer your questions with interactive visuals. The update, which is rolling out to all users alongside GPT-6, gives ChatGPT the ability to combine a text response with diagrams, charts, forms,

By Georgina McCartney HOUSTON, - Oil prices settled lower on Wednesday following a choppy session after the International Energy Agency agreed to speed up a release of oil stocks and prioritize diesel in a bid to curb record-high fuel prices as the Iran war squeezes global suppli

I just gave the first two versions of a talk about how our augmented coding tools are making us feel bad & how they should be reoriented around human needs instead of technical capabilities. This is a similar argument to one we made in favor of XP. I’m anticipating an objection:

This is the nineteenth video in Part 5 of the Performance-Aware Programming series. Please see the Table of Contents to quickly navigate through the rest of the course as it is updated, and the code repository for downloadable code listings. Read more