Google Developer Expert in Cloud AI & Google Cloud sharing insights on AI, MLOps, Cloud Architecture, and Enterprise Transformation https://sonikajanagill.com en-gb Fri, 03 Apr 2026 16:22:57 GMT sonika.janagill@gmail.com (Sonika Janagill) sonika.janagill@gmail.com (Sonika Janagill) Gemma 4 brings native function-calling, multimodal vision, and Apache 2.0 to open models. Here's what it means for enterprise agentic commerce systems. https://sonikajanagill.com/articles/gemma4-agentic-commerce/ https://sonikajanagill.com/articles/gemma4-agentic-commerce/ 15 Apr 2026 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) AI Agentic Commerce Open Models Anthropic's creators say stop building agents, start building skills. They're right. But 170 skills in production taught us something they didn't cover: the hard part isn't building them. It's governing them. https://sonikajanagill.com/articles/enterprise-agent-skills-governance/ https://sonikajanagill.com/articles/enterprise-agent-skills-governance/ 15 Mar 2026 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) Agent Skills Enterprise AI Security Build a secure personal AI agent with Google ADK 1.0 on Cloud Run. 6-layer GCP security, human-in-the-loop approvals, Cloud DLP, and Workload Identity Federation. https://sonikajanagill.com/articles/adkbot-personal-ai-agent-adk-cloud-run/ https://sonikajanagill.com/articles/adkbot-personal-ai-agent-adk-cloud-run/ 15 Mar 2026 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) AI Cloud Security Learn 5 architectural patterns that reduced MLOps costs from $6,600/month to $1,200/month (82% reduction). Auto-shutdown, Spot VMs, zero-scaling inference, Feature Store caching, and multi-cloud WIF patterns. https://sonikajanagill.com/articles/cost-optimized-mlops/ https://sonikajanagill.com/articles/cost-optimized-mlops/ 15 Dec 2025 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) MLOps Architecture Cloud How AGNTCY, open protocols, and MACH Alliance are building interoperable AI agent systems—and why enterprise architects must act now to avoid lock-in. https://sonikajanagill.com/articles/architecting-internet-of-agents/ https://sonikajanagill.com/articles/architecting-internet-of-agents/ 15 Dec 2025 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) AI Architecture Strategy Step-by-step guide to implement Workload Identity Federation for AWS→Vertex AI and Azure→Vertex AI. Production-ready code, real troubleshooting, enterprise patterns. https://sonikajanagill.com/articles/zero-trust-wif-implementation/ https://sonikajanagill.com/articles/zero-trust-wif-implementation/ 15 Nov 2025 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) MLOps Security Cloud Static credentials cost you money, time, and security. Learn how Workload Identity Federation eliminates secrets entirely through cryptographic trust and zero-trust architecture. https://sonikajanagill.com/articles/static-credentials-mlops-security/ https://sonikajanagill.com/articles/static-credentials-mlops-security/ 15 Nov 2025 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) MLOps Security Cloud Most ML projects fail not because of models, but because of data chaos. Understand the real costs, failure patterns, and how MLOps reduces failure and accelerates time to production. https://sonikajanagill.com/articles/hidden-cost-of-data-chaos-ml/ https://sonikajanagill.com/articles/hidden-cost-of-data-chaos-ml/ 15 Nov 2025 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) MLOps AI AI didn't just make learning easier — it changed who gets to innovate. Explore how democratized knowledge is creating a divide between optimization and innovation, and why diverse voices are the key to solving tomorrow's problems. https://sonikajanagill.com/articles/the-creator-divide/ https://sonikajanagill.com/articles/the-creator-divide/ 15 Nov 2025 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) AI Innovation Leadership A practical decision framework for choosing between Cloud Composer and Vertex AI Pipelines. Learn when to use each tool, hybrid patterns, and real-world case studies for enterprise ML infrastructure. https://sonikajanagill.com/articles/composer-vs-vertex-ai-pipelines/ https://sonikajanagill.com/articles/composer-vs-vertex-ai-pipelines/ 15 Oct 2025 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) MLOps AI Explore how hackathons accelerate AI learning and skill development. Learn from my 2025 hackathon journey including AWS AI Hackathon win and insights on building real-world AI solutions. https://sonikajanagill.com/articles/why-hackathons-fast-track-ai-mastery/ https://sonikajanagill.com/articles/why-hackathons-fast-track-ai-mastery/ 15 Jul 2025 12:00:00 GMT sonika.janagill@gmail.com (Sonika Janagill) Technology Leadership