AI News for Jan 21, 2026

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Today's topics:
-AI deception and gaslighting benchmark
-Community-built model evaluation on Kaggle
-Why AI spend shows little ROI
-Agents need a real runtime layer
-Patterns and security for agents
-Claude’s Cowork and knowledge bases
-Energy cost of coding agents
-Multi-cloud GPU orchestration tools
-SLURM on Kubernetes for research
-Microsoft OptiMind for optimization
-ELM voice ensembles and Velma
-Design-to-PRD automation in Stitch
-3D reconstruction from casual captures
-Newsletter ads targeting tech pros
-AI and institutional trust concerns

-https://advertise.tldr.tech/)
-https://so-long-sucker.vercel.app/
-https://www.theregister.com/2026/01/20/pwc_ai_ceo_survey/
-https://x.com/ashpreetbedi/status/2011607262893129943
-https://huggingface.co/blog/microsoft/optimind
-https://notes.eatonphil.com/2026-01-19-llms-and-your-career.html
-https://github.com/skypilot-org/skypilot
-https://www.simonpcouch.com/blog/2026-01-20-cc-impact/
-https://blog.character.ai/slonk/
-https://www.testingcatalog.com/google-stitch-to-add-api-keys-and-prd-generation-for-pms/
-https://ensemblelisteningmodel.com/
-https://www.anthropic.com/research/assistant-axis
-https://www.testingcatalog.com/anthropic-works-on-knowledge-bases-for-claude-cowork/
-https://cyberlaw.stanford.edu/publications/how-ai-destroys-institutions/
-https://www.nibzard.com/agentic-handbook
-https://github.com/facebookresearch/ShapeR
-https://blog.google/innovation-and-ai/technology/developers-tools/kaggle-community-benchmarks/
-http://preview.modulate.ai/
-https://blog.excel.holdings/p/the-commoditization-of-services
-https://developer.nvidia.com/blog/how-to-train-an-ai-agent-for-command-line-tasks-with-synthetic-data-and-reinforcement-learning/
-https://zenity.io/resources/webinars/inside-the-owasp-top-10-for-agentic-applications


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