RELEASE – The model you’ve all been waiting for – Smartphone Snapshot Photo Reality v13 – OMEGA

This is a LoRA for FLUX Klein Base 9b. **Link: https://civitai.red/models/2381927/flux2-klein-base-9b-smartphone-snapshot-photo-reality-style** All infos on how to use and prompts for the samples can be found there. This is the culmination of 3 years of work. For three years I have been striving to create the best amateur photo realism model out there and now I …

Open weight (and closed) Models with character sheet inputs

Now that we have some open weight models available to us that work with character sheet inputs, here’s a test across the models I have access to, open and closed to see how they compare. An example of the 3 character sheets I used as inputs is at the end of the image stack. Here’s …

Reinforced Agent: Inference-Time Feedback for Tool-Calling Agents

This paper was accepted at the Fifth Workshop on Natural Language Generation, Evaluation, and Metrics at ACL 2026. Tool-calling agents are evaluated on tool selection, parameter accuracy, and scope recognition, yet LLM trajectory assessments remain inherently post-hoc. Disconnected from the active execution loop, such assessments identify errors that are usually addressed through prompt-tuning or retraining, …

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State of Routing in Model Serving

By Nipun Kumar, Rajat Shah, Peter Chng Introduction This is the first blog post in a multi-part series that shares technical insights into how our ML model serving infrastructure powers several personalized experiences at scale across various domains (e.g., title recommendations, commerce). In this introductory blog post, we will dive into our domain-independent API abstraction and …

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AWS Transform now automates BI migration to Amazon Quick in days

Migrating to Amazon Quick doesn’t have to mean starting from scratch. Your dashboards encode hard-won domain knowledge: calculated fields your analysts perfected, layouts your executives rely on every Monday morning, security rules tuned to your org chart. You want AI-powered insights and serverless scale, but you’re staring at hundreds of dashboards and a migration estimate …