AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Pizza Bot is an open source, self-hosted inbox for AI agents built on DeepAgents and LangGraph. It combines persistent task state, MCP integrations, configurable approvals, and scheduled workflows across multiple model providers. The post AWS Introduces Pizza Bot: An Open Source Inbox for Background AI Agents appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：A shallow agent is an LLM calling tools in a loop, and on long tasks it fails in 2 ways: context overflow and goal loss. This article opens the harness layer that fixes both, with the actual thresholds shipped by LangChain Deep Agents, Claude Code, Manus, OpenAI Codex and Amazon Bedrock AgentCore, plus an interactive simulator that shows a 200K window filling up. The post Context Engineering Inside the Harness: 4 Mechanisms That Beat Context Overflow and Goal Loss on Long-Horizon Tasks appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：In this episode of Science Weekly, recorded in front of an audience at the London podcast festival on 3 September, Ian Sample hears from Michael Safi, the host of the Guardian’s chart-topping podcast about artificial intelligence, Black Box. In series two, Black Box: the chatbots, Michael meets people who have become convinced they have made scientific breakthroughs, cured diseases or invented new technologies using AI chatbots. Ian, Michael and Science Weekly’s co-host Madeleine Finlay explore the phenomenon labelled ‘AI psychosis’ and ask what it reveals about a technology now used by more than a billion people Listen to Black Box: the chatbots Support the Guardian: theguardian.com/sciencepod Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：This practical tutorial demonstrates how to build and accelerate machine learning workflows using NVIDIA cuML and RAPIDS. It covers GPU environment setup, zero-code scikit-learn acceleration with cuml.accel, performance benchmarking across key ML algorithms, manifold learning with UMAP and HDBSCAN, tree-model inference with FIL, and model explainability using GPU-accelerated SHAP The post Implementation of Machine Learning Workflows with NVIDIA cuML, RAPIDS, GPU Benchmarking, Explainability, Clustering, and Model Inference appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯： Here's a neat thing I had ChatGPT Work with GPT-6 Astra (Max) do this morning: I live at . Figure out 5K and 10K running routes from me that loop from my house. Use OSM data. It worked for 27 minutes and produced exactly what I'd asked for, as both an embedded visualization and downloadable GPX file and GeoJSON files. Here's that 5K route: When I asked it how it had created the route, it replied: I used Nominatim to locate the address and Overpass to download local OpenStreetMap roads and trails, then calculated the loops locally. Frustratingly, the actual code it ran and exact details of what it did weren't visible to me in the ChatGPT UI. I see this lack of transparency is an anti-feature. As for displaying the map to me, that used the visualize skill. It cr…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Cognition, the company behind the Devin coding agent, has released SWE-2, its most capable coding model to date. SWE-2 is post-trained with reinforcement learning from Kimi K3, Moonshot AI’s 2.8T-parameter open model. Cognition reports a score of 50.0% on FrontierCode 1.1 Main, within 1 point of Fable 5.1 at 64% lower cost. It is also […] The post Cognition Releases SWE-2: A Kimi K3 Post-Trained Coding Model That Matches Fable 5.1 on FrontierCode at 64% Lower Cost appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：OpenAI’s decision comes after dire warnings about rapidly progressing technology and lawmakers’ calls for new rules OpenAI will not go public in 2026, Sam Altman said in a Fortune interview published on Saturday, citing safety concerns over artificial intelligence. “I actually think that, given everything happening with safety, right now would be an ill-advised moment to go public, and we don’t feel pressure on that,” Altman, OpenAI’s CEO, told Fortune. Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：In May, hundreds of malicious and spam packages were uploaded to RubyGems, causing a serious disruption for the host. Now independent researchers have said that a swarm of OpenAI agents were responsible for the attack. Not only that, but the AI tried to steal users' API keys. At the time, RubyGems described it as a "major malicious attack" and shut down signups for four days as it tried to mitigate the damage and collect data. Researchers said that the contents of the packages that brought RubyGems to its knees were clearly authored by an LLM, and that the agents submitting those packages self-identified as being from OpenAI. They said the … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：OpenAI CEO Sam Altman confirmed that there would be no OpenAI IPO in 2026 during an interview with Fortune. Over the course of 45 minutes, Altman discussed a variety of subjects including the Hugging Face hacking incident, recursive self-improvement, and the possibility of building an AI that was beyond human control. On the latter, he said it was "absolutely" possible, but vowed to take actions to prevent that from happening, even if it meant pausing training, adding that "there are risks we should not be able to incur on behalf of humanity." "We're not rushing into an IPO. I actually think that, given everything happening with safety, th … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯： California Brown Pelican, in San Mateo County, CA, US The Pacifica Pier shut down at the start of June after a crack in the concrete walkway made access to the pier unsafe. It has since been entirely taken over by pelicans! Tags: wildlife

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Without laws requiring transparency or a right of review, our human rights will be rationed away by algorithmic and automated decision-making tools As we hurtle towards a post-human future, the absence of a human rights act in Australia will put us all at ever greater risk. Human rights, which the Australian parliament has never managed to properly legislate despite overwhelming public support, risks becoming a dimly remembered artefact of another age at precisely the moment we need it most. Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Virginia man Jon Ganz was rebuilding his life after spending more than two decades in prison for a horrific crime. Last year, he got a prompt on his phone that his wife, Rachel, believes changed their lives forever. It was from Google, inviting him to try the company’s AI chatbot, Gemini Listen to the series: Black Box: The Chatbots Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The Fly Language Model (FLM) drives all 166,700 retained neurons and 25.6 million edges of the MaleCNS fruit fly connectome with token embeddings, then adds a small learned correction to a frozen LFM2.5-1.2B-Instruct backbone. Only 278,528 parameters train. The accompanying preprint reports a 0.0222 nat per token improvement over the backbone, but a parameter-matched control without the graph does slightly better in every seed. We break down the architecture, the four controls, the 0.6 per token memory bound, and what it takes to run the MIT-licensed code locally. The post Fly Language Model (FLM) Wires the Full Fruit Fly Connectome Into a Frozen 1.2B LLM, and Its Own Controls Show the Wiring Does Not Help appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯： For a while, I must admit, it looked as if software developer roles like mine were done for. How could we fight against tireless robots? But our industry is slowly realizing that making truly cutting-edge software still requires humans to think and work together, to maximize their skill sets and to practice their respective crafts. A.I. can write very good software, but it also makes it easy to do someone else’s job badly, which is part of why all those projects fail. Now that everyone can code, it’s become clearer why many shouldn’t. — Paul Ford, A.I. Was Supposed to Give Us New Killer Apps. What Happened? Tags: paul-ford, generative-ai, deep-blue, ai, llms

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Anthropic CEO Dario Amodei says the time has come to slow down AI development and will give third-party evaluators like METR access to its models to help ensure its "adherence to safety practices and commitments." In a winding essay, Amodei proposed a three-step plan to "pace the frontier" - jargon that simply means to slow the pace of training and development to give companies time to build safeguards and regulators to evaluate models. Amodei says that giving external evaluators wide-ranging access is just the first step, and one it is taking now unilaterally. Step two would involve the industry coming together as a whole, likely with gove … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：In a social media post, Dario Amodei proposed a plan including third-party evaluations of AI systems The CEO of the artificial intelligence company Anthropic issued a new appeal on Saturday for the AI industry to “slow down” and offered a three-part plan for doing so, saying that his company would “unilaterally” commit to the first of the steps. In a post on social media, Dario Amodei shared a link to an essay titled We Must Pace the Frontier in which he lays out how Anthropic would provide “third-party evaluators with permanent, employee-level access to our systems, so that they can verify adherence to our safety measures, report on incidents, and assess models’ alignment during training”. Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Before co-founding Kepler, Vinoo Ganesh led Spark at Palantir and built Project Frontline — a pioneering program for Forward Deployed Engineers. He takes us through the best practices of FDEs.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：OpenAI has hired the founders of Git AI, an open-source tool that tracks how much code is written by AI The post “Same mission, bigger stage”: OpenAI hires Git AI founders to help Codex prove its ROI appeared first on The New Stack.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：President Donald Trump is weakening environmental regulations in the name of speeding up the construction of AI data centers, raising health risks for Americans, a cadre of former EPA officials said this week in a briefing and new report. They are urging - perhaps futilely - the president to adopt a "Data Center Health Protection Pledge" to signal that the administration is taking the environmental threat seriously. At the start of his term, Trump's EPA administrator, Lee Zeldin, proclaimed his goal of making America "the AI capital of the world" through deregulation. Since then, Zeldin and the White House have rolled back dozens of rules … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Influencers aren’t just battling competitors for brand deals. They’re now battling AI versions of themselves Earlier this year, Emily Schuman, the creator of the lifestyle blog Cupcakes and Cashmere, saw a photo of herself she didn’t recognize on Instagram. In a sponsored ad, Schuman, who has more than 500,000 Instagram followers, is holding up a vial of GLP-1 drugs, advertising the telehealth company Gala. There was just one problem: Schuman had never heard of Gala and had nothing to do with the ad. The ad was based on a digitally altered version of a selfie Schuman had taken in her car and posted on Instagram years earlier. Once her followers got wind, they flooded her inbox with questions about the sponsorship as it didn’t seem consistent with Schuman’s pers…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：OpenAI has spent the last few years planting flags across the increasingly difficult terrain in mathematics. This week, it claimed one of its biggest prizes yet: a solution to a legendary Millennium Prize problem. In normal circumstances, this would have been celebrated as a historic achievement. Instead, many mathematicians have watched OpenAI's relentless advance with growing unease. To them, the company appears less like an enthusiastic newcomer than an impossibly well-resourced interloper, charging into problems they have dedicated their lives to studying with little apparent regard for long-standing norms or the consequences for those … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：As OpenAI model cracks Millennium Prize Problem that puzzled experts for decades, many feel shocked at pace of change It was a week that left mathematicians reeling. Hot on the heels of a flurry of cases of artificial intelligence furthering the field, OpenAI declared a major scalp: its latest AI model had cracked a Millennium Prize Problem, a puzzle with a $1m reward that had defied human brains for decades. The achievement bore little resemblance to how mathematical problems normally fall. A near-trillion dollar private company had unleashed 10,000 agents – AI systems that carry out tasks autonomously – on the problem. The bill was estimated at $15m. Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Economics graduates also appear to be affected as demand for them falls in well-paid roles in finance AI may be warping the job prospects for students in the previously high-demand subjects of computer science and economics, according to a detailed look into the careers of recent UK graduates. Data obtained for the 2027 Guardian University Guide published on Saturday shows that coding and software development were the fastest-falling occupations for graduates last year, while employer demand for graduates in well-paid roles in financial categories such as economists and management consultants also declined. Continue reading...