All posts tagged: refusal

Monitoring LLM behavior: Drift, retries, and refusal patterns

Monitoring LLM behavior: Drift, retries, and refusal patterns

Published by skeptic

The stochastic challenge Traditional software is predictable: Input A plus function B always equals output C. This determinism allows engineers to develop robust tests. On the other hand, generative AI is stochastic and unpredictable. The exact same prompt often yields different results on Monday versus Tuesday, breaking the traditional unit testing that engineers know and love. To ship enterprise-ready AI, engineers cannot rely on mere “vibe checks” that pass today but fail when customers use the product. Product builders need to adopt a new infrastructure layer: The AI Evaluation Stack. This framework is informed by my extensive experience shipping AI products for Fortune 500 enterprise customers in high-stakes industries, where “hallucination” is not funny — it’s a huge compliance risk. Defining the AI evaluation paradigm Traditional software tests are binary assertions (pass/fail). While some AI evals use binary asserts, many evaluate on a gradient. An eval is not a single script; it is a structured pipeline of assertions — ranging from strict code syntax to nuanced semantic checks — that verify the AI system’s intended …

Elaine Paige’s refusal to marry former toyboy boyfriend 23 years her junior

Elaine Paige’s refusal to marry former toyboy boyfriend 23 years her junior

Published by Daniella Wilson

Dame Elaine Paige has found love off the stage before, including a romance with a man 23 years her junior. But while she was in a long-term relationship, the theatre legend never tied the knot – and she once revealed why exactly that’s the case. Elaine, 78, is best known for her theatrical talents, for which she will be recognised with the Special Award at this year’s Olivier Awards on Sunday night. While fans might be most familiar with her work in Cats or Evita, in her personal life, she was previously linked to marketing executive Justin Mallinson, whom she once proclaimed she would likely never marry. Elaine reportedly began dating Justin, who is 23 years younger than her, around 2010 and reportedly split from him in 2018. Years into their romance, the theatre legend admitted: “I doubt very much that Justin and I will get married.” “I’m happy with the way it is,” she told the Daily Mail in 2017. “It seems to work and I think, ‘If it ain’t broke, don’t fix it.”  …

Russia Executing Soldiers Over Refusal To Obey Orders, Troops Say

Russia Executing Soldiers Over Refusal To Obey Orders, Troops Say

Published by Sam Flores

Russia is executing soldiers in Ukraine for refusing orders, according to Vladimir Putin’s own troops. The servicemen offered up horrifying tales of what life is like for the Russian army as the Ukraine war enters its fifth year, including how the soldiers are forced to kill one another. Speaking to the BBC’s documentary, The Zero Line: Inside Russia’s War, one man said he saw a soldier killed on the order of his commander who was previously rewarded as a “Hero of Russia” in 2024. Another said he saw 20 bodies of fellow soldiers lying in a pit after being executed by their own side. The men have given detailed accounts of how they were tortured for refusing to take part in the offensives which they say amounted to suicide missions. Troops reportedly call these moves “meat storms”. One soldier told the BBC he is the only survivor from a group of 79 men whom he was mobilised with. He claimed he was tortured and urinated on because he refused to go on the frontline, while …

The Refusal of Moral Resignation

The Refusal of Moral Resignation

Published by Sam Flores

Human dignity is inherent—but indignity is the condition of being treated as if it were not. Modern life increasingly normalizes this contradiction. We affirm intrinsic worth while organizing society around metrics, incentives, and systems that treat human beings as disposable inputs. We speak the language of dignity even as daily life is structured to deny its expression. Freedom is proclaimed while agency is eroded. The problem is not merely political or economic.It is moral—and personal. Dignity does not disappear when it is violated. But it is denied in practice when people are treated, or come to treat themselves, as means rather than ends. To live as an input is to live as if one’s worth were contingent—valuable only insofar as it serves a function to a system. That condition, whether imposed externally or accepted internally, is indignity. Indignity is not born of oppression—it is the product of slowly accepting that oppression is deserved. Agency does not disappear under pressure; it is merely tested. Stoic humanism begins here. It is a secular humanist ethic concerned not …

Rep. Crow on grand jury’s refusal to indict six Democrats: ‘They always will fail’

Rep. Crow on grand jury’s refusal to indict six Democrats: ‘They always will fail’

Published by Sam Flores

Rep. Jason Crow (D-Colo.) on Wednesday applauded a grand jury’s decision not to indict him and five other Democratic lawmakers over their participation in a controversial video last year, arguing that the Department of Justice “failed, and they will always fail.” The failed federal indictment was pursued by the office of U.S. Attorney for the… Source link

Trump would decide whether to investigate Fed pick Warsh over refusal to cut rates: Bessent

Trump would decide whether to investigate Fed pick Warsh over refusal to cut rates: Bessent

Published by Sam Flores

Sen. Elizabeth Warren (L), and Treasury Secretary Scott Bessent during a Senate Banking Committee hearing on Feb. 5th, 2026. Getty Images | Reuters Treasury Secretary Scott Bessent on Thursday refused to rule out the possibility of a criminal investigation of Kevin Warsh, President Donald Trump’s nominee for Federal Reserve chair, if Warsh ends up refusing to cut interest rates. Sen. Elizabeth Warren of Massachusetts, the top Democrat on the Senate Banking, Housing and Urban Affairs Committee, questioned Bessent about a joke Trump made over the weekend about suing Warsh if he does not reduce rates to the president’s liking, according to The Wall Street Journal. “I think it was a joke, but just in case, this should be an easy one, Mr. Secretary: can you commit right here and now that Trump’s Fed nominee Kevin Warsh will not be sued, will not be investigated by the Department of Justice if he doesn’t cut interest rates exactly the way that Donald Trump wants?” Warren asked.  “That is up to the president,” Bessent said, as the questioning devolved …

NAHT loses appeal against judicial review refusal

NAHT loses appeal against judicial review refusal

Published by skeptic

Union leader speaks of ‘disappointment’ as leaders report ‘massive’ demands of new inspections Union leader speaks of ‘disappointment’ as leaders report ‘massive’ demands of new inspections The NAHT leaders’ union has lost its appeal against a decision by the High Court to throw out its legal challenge to new Ofsted inspections. The union filed a claim for judicial review at the High Court in May, warning members feared the increase in the number of sub-judgments under new report cards “will only increase high-stakes accountability and pressure”. The new inspections, which began this month with volunteer schools, involve settings being judged with one of five grades in up to eight judgment areas. The union opposed the report card proposals on legal grounds, “arguing that adequate consultation has not been conducted regarding the plan for a new five-point scale to grade schools”. Its action was supported by the National Education Union and ASCL leaders’ union. But earlier this month the High Court denied the NAHT permission for a judicial review, At the time, the Honourable Mr Justice …

Does Ancient Assyrian Bulla Address King Hezekiah’s Refusal to Pay Tribute? – OpentheWord.org

Does Ancient Assyrian Bulla Address King Hezekiah’s Refusal to Pay Tribute? – OpentheWord.org

Published by Sam Flores

Assyrian Bulla informing Judah their tribute payment was lateCredit: Israel Antiquities Authority It’s amazing how a small insignificant piece of pottery can punch above its weight. In its news release, Israel Antiquities Authority (IAA) stated that was the case for a small fragment found in an excavation near Jerusalem’s Western wall. It was less than one inch wide (2.5 cm) and is approximately 2,700 years old. It also has Assyrian cuneiform writing on it. It is dated to around 700 BC, when Assyria had subjugated Judah. As was typical for the day, Assyria demanded regular tribute from Judah. When King Hezekiah came to power, he initiated a revival returning the country to the worship of Jehovah in 2 Kings 18. Then in verse 7, we read that Hezekiah “rebelled against the king of Assyria and refused to submit to him.” This meant only one thing. King Hezekiah was no longer paying the tribute. We see this clearly in verse 14, after the Assyria’s King Sennacherib sent his army to quell this rebellion. It destroyed several …