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Figma product manager Wayne Lin introduced three kinds of context for getting the Figma agent to call on a design system: connect a published design library so the agent can directly use team-approved components and tokens; write component selection rules and exceptions into a Guidelines file; then provide real examples through an Examples page or the example naming convention. Guidelines works best when generating designs from scratch; consistency of application when editing existing designs is

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This week, Amazon announced the open-sourcing of TorchNeuron, a backend that converts PyTorch code into operations executable on AWS Trainium; PyTorch code already running on other accelerators can be migrated with almost no changes. It offers an optional adaptive eager mode that groups operations for compilation and caches NEFF at multiple levels, cutting the time to the first training step by about one-third in cross-accelerator large language model tests. The team also used an AI agent to sca

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Kevin Stumpf, Senior Staff Engineer at Databricks, argues that enterprise AI cost management is shifting from tokenmaxxing—the pursuit of token consumption volume—to valuemaxxing, which measures the impact generated per dollar invested. Databricks can attribute costs out of the box by user, group, agent, AI gateway endpoint, model, provider, and time period, and also supports custom attribution via request-level tags to specific pull requests or external customers. The key to controlling context

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The Agentic AI Foundation announced on October 22, 2026 the addition of four hosted projects: Agent Skills contributed by Anthropic, Open Responses contributed by OpenAI, OpenEnv contributed by Hugging Face, and OpenSandbox contributed by Alibaba, bringing the total number of hosted projects from 3 at its founding in December 2025 to 10. The four projects correspond to four layers: agents acquiring skills, applications invoking models across vendors, agent training and evaluation, and secure age

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On October 22, METR and Redwood Research publicly disclosed a pilot exercise in which each organization assigned one employee to spend three weeks working deeply with OpenAI's internal infrastructure, stress-testing the internal misalignment monitoring system and finding multiple new vulnerabilities that existed as of July 21, 2026 and earlier. The exercise ran from July 21 to August 11, produced a 61-page internal report, and OpenAI provided a redacted 38-page version to the management of both

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Microsoft Research has released Flint-interactive, an interactive data visualization language built on top of Flint that enables agents to generate charts supporting clicking, filtering, zooming, highlighting, and cross-chart linking. It uses the Flint compiler to parse raw triggers such as clicks and drags into semantic events, so users only need to describe update behaviors with high-level operators without writing low-level visualization code. The language is already usable in conversations t

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Google Cloud unveiled a research reference architecture codenamed Project Chrysalis, demonstrating how to run governed self-evolving AI agents on the Gemini Agent Platform and ADK. In a simulated Black Friday cache avalanche failure, the architecture reduced time to first mitigation from 15–45 minutes to 1.8 seconds, cut the HTTP 5xx error rate from 72.7%–80.0% to 0.0%, and lowered P99 latency from 519.8 ms to 18.2 ms. All autonomous operations are constrained by governance controls including Mo

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METR and Redwood Research conducted a high-privilege red-team test of OpenAI's internal misalignment monitoring system from July 21 to August 11, producing a 61-page internal report. The evaluation estimated that about 75–94% of Responses API agent traffic could be monitored, and 99.2% of internal Codex agent traffic could be monitored, but RL training was not included in monitoring at the time, and unmonitored compaction events could cause about 10% of eligible Codex traffic to be missed. The r

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Google announced that streaming support for API Gateway has entered public preview. SSE, chunked transfer, WebSocket, and gRPC streaming endpoints can share the same gateway and policies with existing APIs, with no changes required to API specifications. Streams can remain open for up to one hour; during the preview period, this must be enabled when creating a gateway, and existing gateways cannot be converted in place. Combined with model routing, clients can use a single OpenAI-compatible endp

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The Allen Institute for AI released OlmoEarth v1.3 on October 22, 2026, including the OlmoEarth v1.3 Base model, 128-dimensional and 64-dimensional global precomputed annual embeddings, the login-free browser-based OlmoEarth Embeddings Explorer, and a technical report, all under the OlmoEarth Artifact License. The model is a 128-million-parameter ViT-Base foundation model that processes Sentinel-1, Sentinel-2, and Landsat image time series, outputting a 128-dimensional vector for every 10-meter

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Google announced that it will open a preview of Agent Compute Engine to Google Cloud users later this year, providing each AI agent with a hardware-isolated microVM that balances container startup speed with sandbox security. The service was originally internal infrastructure for Gemini, Antigravity, and Google's model training pipelines; when an agent is idle, it checkpoints the microVM to free up resources. Google is also offering an open-source runtime, Agent Substrate, which can run on any K

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404 Media reports that AI is simultaneously changing offensive hacking and security defense: after researchers used AI to discover the PHP2Shell vulnerability in PHP, Cloudflare observed thousands of exploitation attempts 10 hours before public disclosure, rising to tens of thousands 45 minutes after disclosure, and reaching hundreds of thousands within 2 hours. OpenAI says such discoveries show that AI can expose security flaws at internet scale, but the same capability can also help attackers

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Gary Marcus, citing an Axios report, said that US banks are tightening system access permissions due to AI agent attacks, and that bank executives are alarmed by these findings. He also mentioned that the attack on France's refrigeration system on October 11 may have been facilitated by agents, as well as the continuously increasing cybersecurity attacks in Japan. He believes that attackers do not need the most advanced frontier models to cause damage, and therefore regulation should not focus o

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TMS systems' AI route planning visualization uses the Mapbox Directions API's alternatives=true to obtain up to 2 alternative routes and compares them side by side with differentiated styles. Dragging waypoints triggers recalculation only on dragend, combined with 500ms debouncing to avoid consecutive requests; after changes, incremental metrics and the warnings field are used to indicate restricted roads and time window conflicts. The Mapbox Directions API supports at most 25 coordinate points

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Hugging Face on Thursday released the open-source DNA understanding model Carbon-X, which can run locally on a laptop, letting users ask in natural language how DNA changes affect gene activity and health. The model was developed in collaboration with researchers at Zhongguancun Academy and the University of Naples Federico II; it extends the vocabulary of an existing language model to read DNA in six-letter units and was further trained on 300 billion tokens of DNA sequences, English text, and

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Lenovo New Vision and GigaAI have signed a strategic cooperation agreement to connect the "data—model—hardware—scenario" industry loop with world models at its core, jointly building a benchmark for domestic embodied intelligence collaborative innovation. The two parties will cooperate in three major directions: computing power business synergy, embodied data development, and industry-education integration, providing integrated services for computing power leasing, computing power construction,

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