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.
Posted inAI AWS System Design
custom model serving: Serving Custom Models Behind the Same API
This senior-level guide covers custom model serving with production trade-offs for reliability, security, and cost.
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.
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.
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.
CloudWatch EMF for LLM Cost: Per-Tenant Token Metrics That Survive Sampling
This senior-level guide covers CloudWatch EMF for LLM Cost with production trade-offs for reliability, security, and cost.
Posted inAI AWS System Design
SQS FIFO Lambda: SQS FIFO + Lambda: Ordered Agent Job Queues Without Double-Applies
This senior-level guide covers SQS FIFO Lambda with production trade-offs for reliability, security, and cost.
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.
Posted inAI AWS System Design
IAM for AI Agents: Condition Keys That Limit Blast Radius by Tag
IAM for AI agents means tag-based condition keys — not app-only path checks — so Bedrock/S3/Dynamo access fails closed outside the tenant cell even when the model hallucinates.
Posted inAI System Design
multi-agent orchestration: Multi-Agent Roles: Planner, Implementer, Critic
This senior-level guide covers multi-agent orchestration with production trade-offs for reliability, security, and cost.