Simor

Simor

Less waste in. Better answers out.

Practical writing on AI cost, quality, and the control layers that keep multi-user systems honest in production.

Data Mesh Governance Framework
Data Mesh Governance Framework
27 Jul, 2024 | 05 Mins read

# Data Mesh Governance Framework: Balancing Autonomy with Control Data mesh distributes data ownership to domain teams. This improves agility but creates governance challenges: ensuring quality, comp

AI-Powered Analytics Dashboards
AI-Powered Analytics Dashboards
21 Jul, 2024 | 03 Mins read

# AI-Powered Analytics Dashboards: Beyond Traditional BI Analytics dashboards visualise key metrics. Traditional dashboards are static and reactive - they show what happened, not what might happen or

Incremental ML: Continuous Learning Systems
Incremental ML: Continuous Learning Systems
12 Jul, 2024 | 11 Mins read

Traditional ML trains on historical data, deploys, and waits until performance degrades. This fails in dynamic environments where data patterns evolve. Incremental ML continuously updates models as ne

Data Quality Monitoring Automation
Data Quality Monitoring Automation
01 Jul, 2024 | 11 Mins read

Data quality determines decision quality. Poor data leads to flawed analytics and misguided business decisions. Manual data quality reviews don't scale and catch issues too late. This article covers

Modern Data Stack on a Budget: Cost Optimisation Strategies
Modern Data Stack on a Budget: Cost Optimisation Strategies
24 Jun, 2024 | 07 Mins read

# Modern Data Stack on a Budget: Cost Optimisation Strategies Data stack costs scale with usage. Storage, compute, and commercial tools can consume budget quickly without proper management. Startups

Federated Learning for Privacy-Sensitive Industries
Federated Learning for Privacy-Sensitive Industries
17 Jun, 2024 | 04 Mins read

# Federated Learning for Privacy-Sensitive Industries Data privacy regulations constrain how organisations in healthcare, finance, and telecommunications can use machine learning. Federated learning

Knowledge Graphs for Enterprise AI
Knowledge Graphs for Enterprise AI
14 Jun, 2024 | 09 Mins read

# Knowledge Graphs for Enterprise AI Enterprise AI systems often lack contextual understanding of organisational knowledge and operate in isolated silos. Knowledge graphs address these limitations by

Serverless Data Pipelines: Architecture Patterns
Serverless Data Pipelines: Architecture Patterns
05 Jun, 2024 | 08 Mins read

# Serverless Data Pipelines: Architecture Patterns Serverless computing eliminates server management and provides automatic scaling with pay-per-use billing. These benefits matter for data pipelines

DataOps: Creating Culture and Processes for Reliable Data
DataOps: Creating Culture and Processes for Reliable Data
01 Jun, 2024 | 03 Mins read

# DataOps: Creating Culture and Processes for Reliable Data Data quality issues cascade downstream. DataOps applies DevOps principles to data workflows: automation, collaboration, and continuous impr