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Who decides what AI tells you? Campbell Brown, once Meta’s news chief, has thoughts

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Campbell Brown has spent her career chasing accurate information, first as a renowned TV journalist, then as Facebook’s first, and only, dedicated news chief. Now, watching AI reshape how people consume information, she sees history threatening to repeat itself. This time, she’s not waiting for someone else to fix it.

Her company, Forum AI — which she discussed recently with TechCrunch’s Tim Fernholz at a StrictlyVC evening in San Francisco — evaluates how foundation models perform on what she calls “high-stakes topics” — geopolitics, mental health, finance, hiring — subjects where “there are no clear yes-or-no answers, where it’s murky and nuanced and complex.”

The idea is to find the world’s foremost experts, have them architect benchmarks, then train AI judges to evaluate models at scale. For Forum AI’s geopolitics work, Brown has recruited Niall Ferguson, Fareed Zakaria, former Secretary of State Tony Blinken, former House Speaker Kevin McCarthy, and Anne Neuberger, who led cybersecurity in the Obama administration. The goal is to get AI judges to roughly 90% consensus with those human experts, a threshold she says Forum AI has been able to reach.

Brown traces the origin of Forum AI, founded 17 months ago in New York, to specific moment. “I was at Meta when ChatGPT was first released publicly,” she recalled, “and I remember really shortly after realizing this is going to be the funnel through which all information flows. And it’s not very good.” The implications for her own children made the moment feel almost existential. “My kids are going to be really dumb if we don’t figure out how to fix this,” she recalled thinking.

What frustrated her most was that accuracy didn’t seem to be anyone’s priority. Foundation model companies, she said, are “extremely focused on coding and math,” whereas news and information are harder. But harder, she argued, doesn’t mean optional.

Indeed, when Forum AI began evaluating the leading models, the findings weren’t exactly encouraging. She cited Gemini pulling from Chinese Communist Party websites “for stories that have nothing to do with China,” and noted a left-leaning political bias across nearly all models. Subtler failures abound too, she said, including missing context, missing perspectives, straw-manning arguments without acknowledgment. “There’s a long way to go,” she said. “But I also think that there are some very easy fixes that would vastly improve the outcomes.”

Brown spent years at Facebook watching what happens when a platform optimizes for the wrong thing. “We failed at a lot of the things we tried,” she told Fernholz. The fact-checking program she built no longer exists. The lesson, even if social media has turned a blind eye to it, is that optimizing for engagement has been lousy for society and left many less informed.

Her hope is that AI can break that cycle. “Right now it could go either way,” she said; companies could give users what they want, or they could “give people what’s real and what’s honest and what’s truthful.” She acknowledged the idealistic version of that — AI optimizing for truth — might sound naive. But she thinks enterprise may be the unlikely ally here. Businesses using AI for credit decisions, lending, insurance, and hiring care about liability, and “they’re going to want you to optimize for getting it right.”

That enterprise demand is also what Forum AI is betting its business on, though turning compliance interest into consistent revenue remains a challenge, particularly given that much of the current market is still satisfied with checkbox audits and standardized benchmarks that Brown considers inadequate.

The compliance landscape, she said, is “a joke.” When New York City passed the first hiring bias law requiring AI audits, the state comptroller found more than half had violations that went undetected. Real evaluation, she said, requires domain expertise to work through not just known scenarios but edge cases that “can get you into trouble that people don’t think about.” And that work takes time. “Smart generalists aren’t going to cut it.”

Brown — whose company last fall raised $3 million led by Lerer Hippeau — is uniquely positioned to describe the disconnect between the AI industry’s self-image and the reality for most users. “You hear from the leaders of the big tech companies, ‘This technology is going to change the world,’ ‘it’s going to put you out of work,’ ‘it’s going to cure cancer,'” she said. “But then to a normal person who’s just using a chatbot to ask basic questions, they’re still getting a lot of slop and wrong answers.”

Trust in AI sits at extraordinarily low levels, and she thinks that skepticism is, in many cases, justified. “The conversation is sort of happening in Silicon Valley around one thing, and a totally different conversation is happening among consumers.”

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EuroMatch NPFL: “Your Support Means Everything” — Qamar Adegoke Thanks Shooting Stars Fans After Kano Pillars Draw

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Shooting Stars midfielder Qamar Adegoke has expressed his appreciation to the club’s supporters following the Oluyole Warriors’ goalless draw against Kano Pillars in the rescheduled Matchday 3 fixture of the EuroMatch Nigeria Premier Football League.

Sports247 reports that the encounter, played at the Lekan Salami Stadium, Ibadan, ended 0–0 as Shooting Stars were unable to convert their home advantage into maximum points.

Despite the frustrating result, Adegoke acknowledged the unwavering support of the club’s fans, praising them for standing by the team through every moment of the campaign.

“To our fans who continue to stand with us, your support means everything.”

The midfielder further stressed the importance of the supporters to the team, appreciating their continued presence and encouragement regardless of the outcome on the pitch.

“Through every moment, you’ve been there, and we truly appreciate you.”

Shooting Stars came into the fixture looking to return to winning ways after being held to another goalless draw by Nasarawa United in their previous home league outing.

However, Kano Pillars proved difficult to break down as both sides battled for supremacy without finding the decisive goal.

For Adegoke, the result will undoubtedly leave the team wanting more, but his message to the supporters underlined the importance of maintaining unity as the season progresses.

The midfielder concluded his message with a rallying call for the team and its supporters to remain together and continue working towards their objectives.

“Together, we keep pushing.”

The Oluyole Warriors will now turn their attention to their next assignment, with the team hoping to build on the positives from the fixture and end their run of home draws.

For Adegoke and his teammates, the backing of the Shooting Stars faithful remains a crucial source of motivation as they continue their EuroMatch NPFL campaign.

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Orbih rejected inducements to abandon my 2015 governorship ambition – Wike 

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Minister of the Federal Capital Territory, Nyesom Wike, has said the late National Vice-Chairman of the Peoples Democratic Party, South South, Chief Daniel Orbih, rejected several inducements and pressure to abandon his support for his 2015 governorship ambition in Rivers State.

Wike disclosed this on Wednesday in Abuja at a night of tributes held in honour of Orbih, who died on August 31 at the age of 64.

The former Rivers State governor said Orbih remained loyal to him during a difficult political period between 2013 and 2014, despite attempts by his political opponents to frustrate his ambition.

Wike recalled that the then Rivers State governor sent people to Orbih with offers aimed at persuading him to withdraw his support.

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“There was nothing in this world that was not done to induce him. My governor then sent people to Dan, offered him everything in this world, but Dan stood firm and said, ‘No, I will not accept, I will not agree,’” Wike said.

He described Orbih as the person God used to pave the way for his emergence as governor of Rivers State in 2015.

“Today I am a Minister of the FCT; yesterday I was a governor. Who did God use for me to become governor? It was Dan,” he said.

According to Wike, Orbih went beyond political support by helping to strengthen his campaign and security arrangements, including donating two bulletproof Mercedes-Benz buses.

He said the late politician also mobilised political structures across the South South in support of his ambition.

Wike described Orbih as a politician more interested in loyalty and service than personal benefits, saying he never approached him for contracts or favours during his eight years as governor.

“Dan is not a typical Nigerian politician. Throughout my eight years as governor, he never came for one day, either by phone or coming to my house to say, ‘I need this contract.’ Never,” he said.

The FCT minister said Orbih’s loyalty and commitment were qualities that had also been demonstrated by his family over the years.

He credited the late politician with helping to protect the political interests of the South South, saying many politicians who currently occupy elective offices benefited from his efforts.

Wike said Orbih’s contributions to politics and the development of Edo State deserved greater recognition, urging stakeholders in the state to consider giving him a state burial.

He also promised to maintain his relationship with Orbih’s family and support efforts to preserve his political legacy.

Also speaking at the event, Chairman of the Board of the Nigeria Upstream Petroleum Regulatory Commission, Senator Magnus Abe, said Orbih played a major role in introducing him to politics.

Abe described the deceased as a bridge builder whose political influence extended beyond party lines.

Similarly, former Edo State governor and Senator representing Edo North, Adams Oshiomhole, said Orbih contributed to making him a better governor despite their political differences.

Oshiomhole said he often considered how Orbih and the opposition would interpret his decisions before taking major actions while he was governor.

He thanked Wike for helping to reconcile him with Orbih after years of political disagreement, recalling that their reconciliation began at Wike’s residence in Port Harcourt.

In his tribute, former PDP presidential candidate, Senator Sandy Onor, described Orbih as a public intellectual, patriot, family man and defender of Edo heritage.

He said the late politician left a lasting impact on the people around him through his public service and commitment to his community.

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