Applied ML
Getting a model into something that runs.
Applied ML Articles

On-Device Private AI Agents for Enhanced Privacy
Explore how on-device private AI agents improve privacy by processing data locally and reducing exposure to cloud risks.

AI Agents in Real-Time Applications
Explore how AI agents work in real-time sports, robotics, and voice AI, focusing on latency, specialized tooling, and practical deployment challenges.

Generative AI Content Creation
Learn how generative AI content creation tools and workflows boost marketing efficiency and ensure compliance with best practices.

AI Automation Real-World Use Cases
Explore AI automation real-world use cases with GPT-6, Claude, Jev, and specialist tools. Learn model fits, costs, and workflow trade-offs.

Jev AI Model Applications: Fast Decision-Making Explained
Explore the Jev AI model applications, its fast decision-making, performance, pricing, and best use cases for AI classification and scoring tasks.

AI for Business Productivity: Enhancing Workflows and ROI
Learn how AI boosts business productivity by optimizing workflows, marketing, and data integration with measurable ROI.

AI Agents in Smart Homes: How They Work and Their Uses
Learn how AI agents work in smart homes and productivity apps, including Google Home MCP, event-action loops, and permission controls.

AI in Robotics and Real-Time Applications
Explore how AI integrates with robotics for real-time control, challenges in deployment, and practical lessons from recent demos and projects.

AI Automation Workflows
Learn best practices for designing AI automation workflows, setting autonomy levels, and safely integrating AI with business tools.

Forward Deployed Engineer Career Pathways in AI Automation
Explore Forward Deployed Engineer career pathways in AI automation, skills needed, project best practices, and 2026 salary insights.

AI Agent Development and Multi-Agent Systems Best Practices
Learn AI agent development essentials, from single-agent workflows to multi-agent systems and tool integration challenges.

AI Automation in Finance Workflows
Explore AI automation in finance workflows with GPT-6 Astra and Claude Fable, focusing on best practices, risks, and human oversight.

AI-Powered Multimedia Workflows for Content Creation
Explore AI-powered multimedia workflows that enhance video editing, coordination, and content creation with practical tool comparisons.

AI in Autonomous Vulnerability Management
Explore how AI advances autonomous vulnerability management by automating detection, validation, and patching in cybersecurity workflows.

Local Voice AI Pipeline: Privacy and Processing Explained
Explore how local voice AI pipelines work, focusing on privacy, processing boundaries, and practical speech recognition with OpenWhispr.

AI Code Review Best Practices for Software Development
Learn AI code review best practices, including evidence-based gates and modular skills, to improve software development and review workflows.
AI Content Creation: Infinite Streaming and Agentic Avatars
Explore AI content creation with infinite streaming and agentic avatars for continuous, scalable video production and brand workflows.

AI Video Generation Continuity: Challenges and Solutions
Explore AI video generation continuity issues, challenges, and how references and audio synchronization impact output quality.

AI-Powered Coding Agents: Best Practices and Risks
Learn best practices, risks, and workflows for AI-powered coding agents to improve software development safely and effectively.

AI in Healthcare and Scientific Discovery
Explore how AI supports healthcare and scientific discovery with validation, workflows, and human oversight—not autonomous medicine.

Gemini 3.5 Transcribe: Advances in AI Speech-to-Text
Explore Gemini 3.5 Transcribe's AI-powered speech-to-text advances, including editing, custom vocab, and real-time transcription features.
