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7 articles
Engineering Resilient AI Orchestration: Mitigating Compliance and Operational Risks in Generative Feature Deployment
The rush to integrate Large Language Models (LLMs) into production environments has created a dangerous gap between "demo-ware" and "enterprise-grade" software.
Ensuring GDPR-Compliant, Serverless AI Personalization for a One-Million-User Career Platform amidst the EU DSA and UK Online Safety Act Rollout
Scaling a career platform to one million users is a milestone of growth; doing so while implementing AI-driven personalization under the scrutiny of the EU Digi
Optimizing Long-Context RAG vs. Native Large Context Windows for Professional History Synthesis: Balancing Precision, Cost, and GDPR Right-to-Erasure Constraints
When architecting AI systems that synthesize professional histories—transforming thousands of data points from resumes, LinkedIn profiles, and portfolios into a
Architecting RLHF Feedback Loops for AI Career Assistants: Balancing User Signal with DSA and GDPR Compliance Constraints
The allure of Reinforcement Learning from Human Feedback (RLHF) is the promise of a self-optimizing system. For AI-driven career assistants—tools designed to ge
Define the state of our agent
--- The Problem: LLMs often hallucinate career advice or fabricate resume details when they lack specific context. The Solution: Implementing a Retrieval-Augmen
Example execution
The Problem: Static "You are an expert career coach" prompts create generic, hallucinated advice that ignores real-time market volatility. The Solution: Transit
Designing Generative AI Career Coaches that Meet EU AI Rules & Boost Remote‑Work Upskilling
Designing Generative AI Career Coaches that Meet EU AI Rules & Boost Remote‑Work Upskilling" published: true tags: javascript, webdev, ai, remote-work