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#AI engineering

3 posts tagged with AI engineering.

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4 min read

How I Solved Persistent Scoring in My AI Lead Engine with Simple Data Modeling

I fixed flaky AI lead scores by adding durable storage for score analysis—here's how a small schema change made a big impact.

AI engineeringdata modelingfull-stack developmentPostgreSQLlead scoring
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3 min read

How I Scaled AI Lead Scoring with Generic XAI Prompts in Lockline AI

I replaced hardcoded AI explanations with reusable XAI prompts, boosting transparency and maintainability across Lockline AI's lead scoring pipeline.

AI EngineeringExplainable AIPrompt DesignLead ScoringFull-Stack Development
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3 min read

Replacing Custom NLP with an LLM in My Lead Gen Pipeline: A Real-World Trade-Off

I swapped a brittle rule-based NLP parser for an LLM in Lockline AI—here’s how accuracy improved and what I paid in latency.

LLMNLPlead generationAI engineeringPython
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