Multiprocessing vs Asyncio for AI Workloads: When to Use Each Approach
Understand when to use multiprocessing versus asyncio for AI agent workloads. Learn CPU-bound vs I/O-bound trade-offs, ProcessPoolExecutor, and hybrid patterns.
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Understand when to use multiprocessing versus asyncio for AI agent workloads. Learn CPU-bound vs I/O-bound trade-offs, ProcessPoolExecutor, and hybrid patterns.
A hands-on tutorial for fine-tuning open-source LLMs using Hugging Face Transformers, PEFT, and TRL libraries, covering setup, training configuration, evaluation, and pushing to the Hugging Face Hub.
Build tamper-proof audit trails for AI agents that satisfy compliance requirements including SOC 2, HIPAA, and GDPR. Learn immutable log design, append-only storage, efficient query patterns, and retention policy implementation.
Which enterprise ai agent platforms have been flagged for over-promising on capability versus production delivery: A roundup of the most notable AI agent failures from rogue customer service bots to agents that booked wrong flights, and the critic…
Design a plugin system that lets third-party developers extend your AI agent's capabilities with custom tools, data sources, and integrations. Learn plugin API design, registration, sandboxing, and versioning patterns.
Learn how to fuzz test AI agents with automated input generation, boundary testing, adversarial inputs, and crash detection to discover failure modes before users do.
Build an AI agent that analyzes text, lectures, or documents and automatically generates multiple-choice, short-answer, and true/false questions with calibrated difficulty levels.
Build an AI agent that searches legal databases, extracts citations from case law, ranks results by relevance, and generates research memos automatically.
Learn how speculative decoding uses lightweight draft models to generate candidate tokens that a large target model verifies in parallel, achieving 2-3x inference speedups without quality loss.
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