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Cisco describes deploying AI agents in network management using a four-phase framework (sense, diagnose, plan, act). Determinism in the action phase is ensured by predefined workflows so that AI agents do not improvise network changes.
Kenyan startup Fastagger has integrated the offline AI assistant Auni for small businesses into the M-Pesa app; over 6000 businesses have signed up since its launch in 2024. The assistant analyzes sales and works even on cheap phones without internet.
On 3 November at 13:25 UTC, GitHub reported an incident with degraded performance for Copilot, API, and Git. Status: investigating, no further details.
Nvidia's market share in China fell to 34 percent, while Huawei increased its share to 28 percent thanks to its Ascend chips. Huawei is preparing the Ascend 960 and 980 models with up to 384 GB of HBM memory, but according to the company it currently has no plans for the European market.
According to its own announcement, Cisco is combining network intelligence with models from OpenAI with the aim of creating faster and more adaptive defense against cyber threats in enterprise networks.
Sam Altman said that high RAM capacities in ordinary computers are a waste and that the memory should go to servers instead. AI data centers are consuming a growing share of the world's memory chip production, and according to estimates, the shortage is expected to last until 2030.
OpenAI is reporting an increased error rate and degraded performance for file uploads in ChatGPT. The incident has the status "Identified", and the company is working on mitigation.
Garry Tan, head of the Y Combinator accelerator, said on The Builders podcast that he spends 100 to 200 thousand dollars a year on tokens for AI agents. He shares a set of 23 tools for Claude Code called gstack and mentioned YC's internal agent named Stray Light.
Hugging Face has introduced the Model Integration Contracts (MIC) standard for testing the Transformers library using miniature CPU fixture models. The standard retroactively revealed a bug in the UMT5 model that remained undetected in the main code branch for nearly two months.
Version 0.37 of the LLM CLI tool by Simon Willison adds the models gpt-6.1-sol and gpt-6.1-terra, a cheaper default model gpt-6-luna, and better support for multimodal embeddings (text, audio, image, video).
Startup Trajectory raised $45 million in a Series A round led by Sequoia at a $300 million valuation and launched a platform that automates the post-training of AI models from feedback, without requiring programming.
According to Bloomberg, Goldman Sachs has restricted access to Claude Code and GitHub Copilot to engineers only. Traders and bankers who had used them for months to experiment lost access, for productivity and risk-management reasons.
Engineer Venkatesh Rao argues in an essay on the Contraptions blog that part of the AI elite treats intelligence as a scarce resource, similar to how mercantilists hoarded gold, and proposes focusing on fair access to AI instead of protecting outdated jobs.
Anthropic, through employee Addy Osmani, confirmed that Claude Code and the Claude Opus 5.5 model now block reconstructions of existing video games even under a different name. The step responds to a wave of AI game clones such as Halo or GTA Vice City, but users are also reporting false positives on original projects.
New: The system prompt specifically contains two sentences prohibiting game cloning; The rules also apply to renamed or reworked copies of games; Anthropic employee Addy Osmani confirmed the rule on the social network X; Users report problems with original projects despite being authorized; The rule applies to violations of intellectual property policy
OpenAI has announced a pilot "Grid Protectors" program in Effingham County, Georgia – promising to release up to 1 000 MW of electricity from the data center during extreme weather or emergencies, enough to run air conditioning for about 700 000 homes.
On 2 November, GitHub reported increased errors and limited availability of the GPT-5.4 Nano model in Copilot products and IDEs. According to GitHub, the cause is an issue on the side of the upstream model provider.
The New York Times and other publishers (New York Daily News, Chicago Tribune, Orlando Sentinel) are suing Brave Software over allegedly illegal scraping of their websites and selling access to this data to AI companies through Brave Index; the lawsuit also mentions paywall bypassing.
Amazon Web Services described the architecture of a multi-agent system using Claude models and Amazon Nova Multimodal Embeddings for evaluating aerospace component substitutions. The decision is always made by an engineer, with the system only preparing supporting materials.
According to a promotional video from OpenAI, Coinbase has made OpenAI's latest models available to all employees; thanks to zero data retention, it maintains control over its data and reports a 3–4x speedup in engineering work.
The interview with Martin Saska for Živě.cz covers drones that, thanks to artificial intelligence, independently perceive their surroundings and carry out tasks without GPS. It also discusses the EU's effort to develop its own drones without dependence on Chinese technologies and components.
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