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How to Build Transparent AI Agents: Traceable Decision-Making with Audit Trails and Human Gates

In this tutorial, we build a glass-box agentic workflow that makes every decision traceable, auditable, and explicitly governed by human approval. We design the system to log each thought, action, and observation into a tamper-evident audit ledger while enforcing dynamic permissioning for high-risk operations. By combining LangGraph’s interrupt-driven human-in-the-loop control with a hash-chained database, we […]

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Mind launches inquiry into AI and mental health after Guardian investigation

Exclusive: England and Wales charity to examine safeguards after Guardian exposed ‘very dangerous’ advice on Google AI Overviews‘Very dangerous’: a Mind mental health expert on Google’s AI summariesMind is launching a significant inquiry into artificial intelligence and mental health after a Guardian investigation exposed how Google’s AI Overviews gave people “very dangerous” medical advice.In a

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Google AI Releases Gemini 3.1 Pro with 1 Million Token Context and 77.1 Percent ARC-AGI-2 Reasoning for AI Agents

Google has officially shifted the Gemini era into high gear with the release of Gemini 3.1 Pro, the first version update in the Gemini 3 series. This release is not just a minor patch; it is a targeted strike at the ‘agentic’ AI market, focusing on reasoning stability, software engineering, and tool-use reliability. For devs,

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Tell us: have you ever used AI to navigate everyday life and social relationships?

We’d like to hear your stories about the ways you’re using chatbots to assist with your social life or important life decisions Lots of people now use chatbots as personal assistants, not just for work but in everyday life and social interactions. We want to hear your stories about the ways you’re using chatbots to

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Digital blackface flourishes under Trump and AI: ‘The state is bending reality’

From TikTok deepfakes to smears put out by the White House, fake videos modeled on Black archetypes are running rampant – putting Black users at riskLate last year, as a US government shutdown cut off the Snap benefits that low-income families rely on for groceries, videos on social media cast the fallout in frantic scenes.

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The rise of AI is making the future of work look bleak – but it could be an opportunity

New technology has workers spooked, but experts say it’s creating an opening for a resurgence in worker powerIn 2026, it’s a scary time to work for a living.Gone are the days of quiet quitting, the Great Resignation, and the highly visible union-organizing battles that began the decade and signaled that perhaps worker power was on

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US funding for global internet freedom ‘effectively gutted’

Programme that funds groups building tech to evade oppressive government controls under serious threatFor nearly two decades, the US quietly funded a global effort to keep the internet from splintering into fiefdoms run by authoritarian governments. Now that money is seriously threatened and a large part of it is already gone, putting into jeopardy internet

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Zuckerberg grilled in landmark social media trial over teen mental health

Meta chief says it has improved identifying underage users but adds ‘I always wish we could have gotten there sooner’The Meta CEO, Mark Zuckerberg, testified at a landmark trial of social media companies on Wednesday. Plaintiffs’ lawyers grilled Zuckerberg about internal complaints that not enough was being done to verify whether children under 13 were

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TV set is most popular way to watch YouTube in UK, study finds

Television outranks laptops, tablets and smartphones across all age groups, according to audience reviewThe television has replaced laptops, tablets and smartphones as the most common device for UK viewers to watch YouTube at home, according to data confirming the platform’s place as a living room mainstay.More than half of all YouTube viewing through a domestic

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Tesla avoids California sales ban by removing ‘autopilot’ from marketing

State regulators walk back suspension threat and say Tesla has stopped misleading drivers about the safety of its carsTesla will avoid a 30-day suspension of its dealer and manufacturer licenses in California, its biggest market, after the US electric vehicle maker stopped using the term “autopilot” in the marketing of its vehicles in the state.Tesla

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