AI ecosystem
Evaluate local LLM deployment with a hardware inventory, context budget, quantization comparisons and task-specific tests before choosing a configuration.
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Explore guides, research notes, tutorials, and perspectives from the AI community.
AI ecosystem
Evaluate local LLM deployment with a hardware inventory, context budget, quantization comparisons and task-specific tests before choosing a configuration.
AI ecosystem
Plan AI model delivery with versioned artifacts, evaluation gates, staging checks, controlled rollouts and rollback, using a fictional example.
AI ecosystem
Design an AI-assisted expense review using sanitized CSV data, verified totals, suggested categories and human approval, with fictional examples.
AI Evaluation
Build a small labeled ticket dataset, inspect classification errors and compare changes with a reproducible evaluation worksheet and examples.
Model Context Protocol
Plan an MCP integration with a capability inventory, access rules, evidence records and practical acceptance cases before connecting production data.
Agent Design
Define an AI workflow before adding autonomy. Use output contracts, bounded decisions, failure cases and a worked feedback-report example.
AI ecosystem
Build a read-only Python CSV pipeline with pathlib, context managers, validation, explicit errors and reviewable inputs for AI workflows.