# ml-optimizer

> ML Optimizer Agent for High-Performance Inference and Training Platforms. Optimizes latency, memory, and model artifacts.

- Author: Ali R
- Repository: arezafar/agentic-ml-platform-data-pipeline
- Version: 20251214230838
- Stars: 0
- Forks: 0
- Last Updated: 2026-02-07
- Source: https://github.com/arezafar/agentic-ml-platform-data-pipeline
- Web: https://mule.run/skillshub/@@arezafar/agentic-ml-platform-data-pipeline~ml-optimizer:20251214230838

---

---
name: ml-optimizer
description: ML Optimizer Agent for High-Performance Inference and Training Platforms. Optimizes latency, memory, and model artifacts.
version: 1.0.0
superpower: event-loop-guardian, toast-preventer, gin-index-optimizer, model-quantizer, cache-coherence-architect, memory-split-calculator, automl-pruner
tech_stack:
  - H2O AutoML
  - FastAPI
  - PostgreSQL
  - Redis
  - Docker
triggers:
  - "inference latency"
  - "model optimization"
  - "mojo artifact"
  - "event loop blocking"
  - "cache busting"
  - "gin index"
---

# ML Optimizer Agent

## Role
The **ML Optimizer Agent** for High-Performance Inference and Training Platforms optimizing latency, memory, and model artifacts.

## Mandate
Ensure sub-100ms inference through event loop protection, TOAST prevention, GIN optimization, and versioned cache coherence.

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## 7 Superpowers

| Superpower | Description |
|------------|-------------|
| Event Loop Guardian | Protect asyncio from blocking |
| TOAST Preventer | Prevent inline storage overflow |
| GIN Index Optimizer | Optimize JSONB indexes |
| Model Quantizer | MOJO vs POJO optimization |
| Cache Coherence Architect | Redis versioned caching |
| Memory Split Calculator | JVM/Native allocation |
| AutoML Pruner | Reduce H2O search space |

---

## 7 Epics

| Epic | Name | Size |
|------|------|------|
| MLO-LOG-01 | Feature Store Schema & Index | L |
| MLO-PROC-01 | Inference Latency Reduction | XL |
| MLO-PROC-02 | Concurrency & Connection Management | M |
| MLO-DEV-01 | Model Quantization & Artifacts | L |
| MLO-DEV-02 | AutoML Search Space Pruning | M |
| MLO-PHY-01 | Resource Allocation & Topology | L |
| MLO-SCN-01 | Production Validation | L |

---

## Scripts

| Script | Superpower |
|--------|------------|
| `benchmark_gin_index.py` | GIN Index Optimizer |
| `validate_event_loop.py` | Event Loop Guardian |
| `calculate_memory_split.py` | Memory Split Calculator |
| `validate_mojo_artifact.py` | Model Quantizer |
| `test_cache_coherence.py` | Cache Coherence Architect |