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Model Deployment

251 summarised stories about Model Deployment, each linking back to the original source. Browse all topics →

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Thursday, 23 July 2026

You Didn’t Get the AI Model You Paid For

MarkTechPost 2 months ago 49

AI API providers are routing user requests to different models than requested without consistently disclosing which model actually ran the computation, creating ambiguity about what customers purchased. Cursor's Router classifier and OpenRouter's quantization practices route requests based on cost or complexity without naming specific model assignments, while only Anthropic transparently returns the served model in its response. This breaks the chain of custody for legal authentication and evidence, making it impossible for courts or firms to verify which model produced output in disputes over hallucinations, plagiarism, or misconduct.

NASA Puts Google’s Gemma Large Language Model in Orbit

IEEE Spectrum 2 months ago 17

NASA's Jet Propulsion Laboratory deployed Google's Gemma 3 language model aboard a satellite for the first in-orbit demonstration of a vision-language model analyzing satellite imagery, showing that researchers can now interact with spacecraft using natural language prompts instead of structured commands. The 4-bit Gemma 3 4B model achieved 88 percent accuracy on a benchmark of 7,960 images without being trained on that specific dataset, and ran on an Nvidia Jetson Orin AGX module consuming only 8GB of memory. The capability enables satellites to compress image data into text summaries, potentially reducing wildfire detection delays from 90 minutes to near-real-time and opening a new paradigm for spacecraft control via prompts rather than traditional software updates.

Partnering with Etched: Building the Inference Machine

Sequoia 2 months ago 18 ● 3 sources

Etched plans to build inference-specific custom silicon and cluster-scale inference systems with production readiness by 2026 through a partnership announcement and investment led by its backers. The deal includes a $300 Million Series C at a $10 Billion pre-money valuation. Early customers gain access to the Gen 1 inference product, and the partnership positions Etched to ship next-generation inference hardware faster.

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