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MIT Tech Review's The Download notes that firms that help shut down startups are selling the codebases and workspace data of failed companies to AI labs, with Keelan Miskell using this to sell companies' digital archives for tens of thousands of dollars. As training labs hit the limits of public and synthetic datasets, buyers are turning to real-world records to train AI agents, and such deals are also sparking legal and ethical controversy. This issue also looks at AI-assisted cross-species com

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Simon Willison believes that October 2026 is the inflection point for vibe coding game development. Claude Opus 5.5 has made notable improvements in 3D modeling, music generation, and game design. After having the model make games more fun, he spent a few weeks building four browser games he genuinely wants to play. Each of these projects took no more than four hours of investment, and all were built with HTML and JavaScript and run in the browser; he suggests starting with prompts like "Build a

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At CNCC 2026, Tianjin University's Zhang Changqing presented the report "Generalized Multimodal Fusion Technology," introducing the team's research on multimodal representation, dynamic trustworthy fusion, and the general-purpose prediction foundation model Fusion Anything Model (FAM). The TMC method uses evidence theory to estimate uncertainty, raising crystal structure recognition accuracy from about 58%–59% to around 93.9%. FAM was tested on 18 real-world datasets, 12 modalities, and 11 types

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Liu Rui, the first director of Huawei's Xiaoyi Large Model Application Lab, proposed that AI assistants must move beyond the chat box and shift from passive response to proactive service. The conversational photo-editing technology he previously failed to get approved as a project at SenseTime has already been unveiled at the 2025 Huawei Mate 80 launch event. The lab has also launched the Aura streaming video understanding model, which supports real-time video interaction and proactive service,

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On October 26, 2026, Anthropic submitted an S-1 to the SEC, planning to list on Nasdaq under the ticker "ANT," with an IPO valuation potentially exceeding $2 trillion. OpenAI released GPT-6.1 Terra the same day, priced at $1 per million input tokens and $5 per million output tokens on the standard API, completing tasks more than three times faster than the flagship GPT-6 Astra. Google DeepMind launched a research preview of its world model Genie 4, achieving synchronized audio and video generati

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Apple is expanding its Creator Studio subscription bundle for creative professionals, adding AI assistants based on Apple's own models and OpenAI models to Mac Logic Pro as well as Keynote, Pages, and Numbers. The updates are planned for release via the App Store in November, but no specific date was given. The Logic Pro assistant can explain production workflows, help prepare songs, and set up vocal tracks, while the iWork assistant generates content based on the context of the current document

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Two weeks after the debut of Gemini 4 Argon, Google released a new-generation frontier model, Gemini 4 Carbon, saying it achieves the current highest level in cybersecurity and long-horizon tasks, with enhancements for coding, Agent workflows, and cyber defense. The model scored 88.2% on the vulnerability discovery benchmark SEC-bench Pro, 54.8% on the exploit benchmark Exploit Gym, and 71.0% on the patch application benchmark CWE-bench. Carbon will first be made available this week to some cybe

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Speaking at a developer Q&A at the 2026 Busan Indie Connect Festival, Valve said that although Steam users are increasingly complaining about AI-generated assets and vibe-coded games, the company still will not ban AI games and only requires developers to disclose their use of generative AI. Valve's Tom Giardino said he had heard for the first time that a developer received an extortion email threatening to publish AI clone games, and promised to investigate and advised those affected to contact

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On October 28, MiniMax open-sourced MCode Stack under the MIT license, including the 17 SKILL.md skills and 5 checklists its team used to build MiniMax Code, but not the MiniMax Code source code. The skills are grouped into planning and decomposition, context and tools, long sessions and commands, review, and experiments and hotfixes, among which independent-review provides reviewers only with the diff, requirements, and test results. It can be installed into MiniMax Code by copying the skill di

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NVIDIA has released Nemotron 3.5 Transcribe, an open-weight large speech model that supports 40 languages and up to 1 hour of audio per pass, and can select output formats such as verbatim, written, speaker-labeled, contextual, and translation via text instructions. The model has approximately 34B total parameters and about 4.3B activated parameters, adopts a hybrid Mamba-Transformer MoE architecture, can run in BF16 on a single H100 80GB, and the NVFP4 version at about 21GB can run on an RTX 50

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Databricks argues that the value of a voice agent lies not in being able to converse, but in combining context, ontology, and governed data to understand callers in real time and execute rules. Its prototype uses LiveKit to carry calls, Deepgram for speech-to-text and default voice, and ElevenLabs for expressive voice, and can hand calls over to a human. The agent runs where customer data resides, connecting to order, loyalty, and CRM systems through read-only queries, and uses the DIVA blueprin

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Alex is a fully DIY AI voice assistant that uses only an ESP32-D0WD-V3 development board without PSRAM, together with an INMP441 microphone, a MAX98357A amplifier, and an SSD1306 OLED, to achieve a real-time closed loop of voice capture, Whisper transcription, GPT-generated responses, and TTS streaming playback. The project places the OLED animation on an independent FreeRTOS task on the second core, preventing the 1-to-3-second HTTP calls from freezing the display each time. During debugging, i

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Using Amazon Bedrock AgentCore Gateway, MoEngage converted approximately 400 internal REST APIs distributed across private VPCs in 7 AWS Regions into permission-controlled agent tools, saving about 6 months of platform engineering effort and reducing new API onboarding from several days to a few hours. The solution requires no MCP server code from product teams, no per-integration network configuration, and involves no public endpoints anywhere in the path. MoEngage also established a principle:

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AWS describes building a repeatable PHP-to-Java migration engine with Kiro: the migration methodology and discovery scanner are encapsulated as skill files, using an eight-phase process and a parity harness to verify that the Java port behaves consistently with the original PHP application. The same set of skill files can be used for interactive, application-by-application migration in Kiro, or handed to AWS Transform to run as parallel tasks at portfolio scale. Running requires PHP 8.0 or later

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Since deploying Tencent WorkBuddy in June 2026, Changxin Fund has achieved coverage across all business lines within a team of fewer than 300 people, with internal monthly active usage reaching 80%. The product supports VPC and private deployment, permissions refined down to individuals and data sources, full-link audit logs, and mandatory invocation of local models in sensitive scenarios. The turnaround for segregated account operation reports has been compressed from five or six hours to one o

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Baseten's Base Labs has released a 2B decision model, joey-1, post-trained on Qwen3.5-2B, which directly returns labels and calibrated probabilities instead of generating text, targeting high-concurrency routing, classification, and guardrail checks. The model scores 63.30 on the public Jev Decision Index 0.4 set, the highest among models under 4B, but 8.94 points lower than the 9B elephant-1. Model APIs are priced at $0.01 per million input tokens, with a P50 latency of 20 ms for an average 200

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Simon Willison recommends Jacob Sansbury's article, which describes how the multiplayer game environment Spawn is autonomously developed by a Fable-driven agent swarm, with monthly token costs exceeding $3 million. The article states that agents directly modify production code and release hourly; about 60% of the work originates from production errors, bug reports submitted by Savi, or feature requests, and failure to ship within an hour is treated as the highest-severity incident. Jacob says th

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The official OpenHands blog provides a tutorial: in Agent Canvas, a single prompt is all it takes to configure automatic PR review. The code-review skill defines the review standards, and automation triggers when a PR is opened, reopened, marked ready for review, or new commits are pushed, while skipping draft PRs. Cloud hosting can respond to GitHub webhooks, while local runs poll once every 10 minutes. The agent posts issues, severity levels, and fix suggestions directly to the GitHub PR and a

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OpenRouter has restructured its Guardrails configuration. Administrators can set organization-level limits and, within those limits, assign different budgets and model access permissions to members. Budgets, model access, and content moderation are split into three independent policy types. Organization-level limits cover all members and API keys within a workspace, and workspace administrators set defaults within those limits. Existing Guardrails retain their IDs and rules unchanged, and the AP

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