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Day 43: Distillation for Edge and Lambda
Posted inAI AWS Machine Learning

LLM distillation: Distillation for Edge and Lambda

This senior-level guide covers LLM distillation with production trade-offs for reliability, security, and cost.
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Day 44: Continued Pretrain vs Instruct Tune vs Adapters
Posted inAI Machine Learning

LLM model tuning: Continued Pretrain vs Instruct Tune vs Adapters

This senior-level guide covers LLM model tuning with production trade-offs for reliability, security, and cost.
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Day 45: Catastrophic Forgetting Checks
Posted inAI Machine Learning

Day 45: Catastrophic Forgetting Checks

This senior-level guide covers catastrophic forgetting with production trade-offs for reliability, security, and cost.
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Day 46: Synthetic Data That Doesn't Clone GitHub Noise
Posted inAI Machine Learning

synthetic code data: Synthetic Data That Doesn’t Clone GitHub Noise

This senior-level guide covers synthetic code data with production trade-offs for reliability, security, and cost.
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Day 48: License and Training-Data Risk
Posted inAI Machine Learning

AI training data compliance: License and Training-Data Risk

This senior-level guide covers AI training data compliance with production trade-offs for reliability, security, and cost.
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Day 49: Eval for Fine-Tunes: Blind A/B on Real Tickets
Posted inAI Machine Learning

Day 49: Eval for Fine-Tunes: Blind A/B on Real Tickets

This senior-level guide covers Eval for Fine-Tunes with production trade-offs for reliability, security, and cost.
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Day 50: Project: Internal SDK Autocomplete Model
Posted inAI AWS Machine Learning

Day 50: Project: Internal SDK Autocomplete Model

This senior-level guide covers Internal SDK Autocomplete Model with production trade-offs for reliability, security, and cost.
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Posted inAI AWS Machine Learning

Bedrock Converse toolConfig: Idempotent Tool Results Under Retries

This senior-level guide covers Bedrock Converse toolConfig with production trade-offs for reliability, security, and cost.
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Day 59: Multi-Agent Eval: Task Suites, Not Vibes
Posted inAI Machine Learning

multi-agent evaluation: Multi-Agent Eval: Task Suites, Not Vibes

This senior-level guide covers multi-agent evaluation with production trade-offs for reliability, security, and cost.
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Day 73: Draft-Then-Verify Routing
Posted inAI Machine Learning

AI draft verification: Draft-Then-Verify Routing

This senior-level guide covers AI draft verification with production trade-offs for reliability, security, and cost.
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