Tag: ai-engineering
All the articles with the tag "ai-engineering".
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What a Null Result Taught Us About AI Agent Evaluation
• UpdatedWe tested prompt repetition on 20 parallel AI agents. Ceiling effects dominated both experiments. The null result is a finding about evaluation design.
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Why Your AI Agent Failed in Production
• UpdatedWhy your AI agent failed: missing decision provenance, not metrics. The 3 observability gaps traditional monitoring won't catch.
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RAG for Legacy Systems: 7,432 Pages to 3s Answers
• Updated7,432 pages to 3-second answers. Production RAG for legacy systems with model-agnostic reranking. No vendor lock-in, validated across 4 LLM families.
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AI Agents in Legacy Systems: ROI Without Modernization
• UpdatedLayer AI agents over legacy systems without modernization. 30-80% productivity gains in 3-6 months. Patterns that bypass technical debt.
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Orchestrating AI Agents: A Subagent Architecture for Code
• Updated50% cost reduction with subagent architecture for AI coding. Capable models for planning, fast models for building. Real metrics from Goose.