Practical AI Engineering & Evaluation Academy
Master hands-on Rubric Writing, Preference Ranking, Multimodal Image Annotation, Audio & Video Tagging, LangGraph Agent Systems, and vLLM Serving through interactive simulations and skill exams.
Educational Philosophy & Skill Examination Criteria
ScalableAIs provides simulation-driven engineering education. Passing an Academy skill simulation exam qualifies you for official Verified Badge status, showcasing your verified exam score directly to hiring managers and employers.
Rubric Writing & Prompt Grading Specialist
Master objective multi-criteria rubric design, prompt scoring methodologies, feedback granularity, and gold-standard evaluation benchmarks for AI model training.
Preference Ranking & Pairwise Model Comparison
Evaluate side-by-side AI responses for RLHF preference alignment. Learn tie-breaking protocols, safety trade-offs, and multi-turn conversational ranking.
Multimodal Image Annotation & Bounding Box Quality Control
Master high-precision computer vision annotation: bounding boxes, polygon segmentation, keypoint tagging, and multimodal vision-language prompt verification.
Audio Annotation & Speech AI Evaluation
Annotate speech audio, evaluate automatic speech recognition (ASR) transcripts, score voice synthesis naturalness, and perform speaker diarization.
Video Annotation, Action Recognition & Spatial Tracking
Track objects across video frames, annotate temporal event boundaries, classify action sequences, and evaluate video generative model outputs.
Agentic Workflows & Multi-Agent Orchestration with LangGraph
Master cyclical agent state graphs, tool invocation protocols, persistent checkpointing, and human-in-the-loop escalation patterns for production systems.
Production AI Evaluation Harnesses & DSPy Systems
Build scientific measurement harnesses for non-deterministic model outputs. Learn RAG Triad benchmarks, DSPy metric synthesis, and automated regression rubrics.
High-Throughput Inference & vLLM Serving Engines
Scale model serving infrastructure for high-concurrency workloads. Implement PagedAttention mechanics, continuous batching, and FP8/AWQ quantization.
Business Process Automation & Structured Tool Agents
Connect foundation models with enterprise APIs. Build end-to-end automations that parse tabular data, resolve customer tickets, and trigger ERP workflows.
Responsible AI & Adversarial Defense Frameworks
Harden production AI systems against direct and indirect prompt injections, jailbreaks, data exfiltration, and unauthorized tool executions.