01 / Kennis
Veldnotities uit werk in productie: dataplatformen, governance, Terraform-patronen, AI-harnesses en agents. Geschreven door de engineers die het opleverden, niet door marketing.
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Artikelen van Naoufal Ahaytaf
17 artikelen
Nieuwste artikel AI-engineering
Plan an AI Runtime pilot with reproducible training, workload-level cost checks, evaluation gates and verified Azure availability before production.
Door Naoufal Ahaytaf
Databricks
Plan a governed Databricks Agent Memory pilot with retention rules, repeat-session evaluation, user-isolation tests and clear deployment promotion gates.
Door Naoufal Ahaytaf
Platformengineering
Plan Azure Databricks Private Network Gateway adoption with flow maps, DNS and routing tests, clear network ownership, and staged rollback gates.
Door Naoufal Ahaytaf
AI-engineering
Build trace-driven model routing with task-level benchmarks, quality gates and cost-per-success measures, without assuming Azure or Databricks integration.
Door Naoufal Ahaytaf
AI-engineering
Understand inference cost and latency, measure tokens and capacity, and choose batch, pay-per-token, provisioned or self-hosted serving on Azure Databricks.
Door Naoufal Ahaytaf
AI-engineering
Move a YOLO experiment from Kaggle to governed Databricks training with versioned image data, MLflow tracking, GPU checks and controlled model deployment.
Door Naoufal Ahaytaf
Platformengineering
Design Databricks Apps OBO with separate app and user identities, narrow API scopes, secure token handling and negative tests for governed data access.
Door Naoufal Ahaytaf
Databricks
Build a Databricks data contract gate with explicit schemas, Delta constraints and DTAP tests, and decide what must pass before a dataset is published.
Door Naoufal Ahaytaf
Databricks
Build an automated ABAC deployment gate for views and time travel, with identity checks, tag-change tests and explicit Runtime 19 preview eligibility.
Door Naoufal Ahaytaf
Databricks
Build a Databricks Serverless dependency contract, test it on target compute, and promote environment changes without relying on inherited packages.
Door Naoufal Ahaytaf
AI-engineering
Govern coding agents with Unity Gateway: approved models and tools, clear authentication boundaries, trace access, spend ownership and EU processing checks.
Door Naoufal Ahaytaf
Platformengineering
How we approach self-service data onboarding at RIVM: validated configuration, governed access and automated deployment without removing human accountability.
Door Naoufal Ahaytaf
Platformengineering
Practical Azure Terraform guardrails for data platforms: secure remote state, reusable modules, tested networking, scoped identities and reviewed deployments.
Door Naoufal Ahaytaf
Databricks
Deploy Databricks SAT across DTAP with Declarative Automation Bundles, scoped identities, tested upgrades and assessment evidence in Azure DevOps or GitHub.
Door Naoufal Ahaytaf
Databricks
Use Declarative Automation Bundles to replace ad-hoc Databricks deployment scripts with versioned configuration, explicit targets and tested CI/CD.
Door Naoufal Ahaytaf
Databricks
Databricks Runtime 16.0 explained: Liquid Clustering GA, Predictive I/O, enhanced Unity Catalog, and what it means for your lakehouse architecture.
Door Naoufal Ahaytaf
Open source
An opinionated Terraform starting point for Azure Databricks, focused on ownership, tested networking and deployment evidence rather than generated code.
Door Naoufal Ahaytaf
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Volgende stap
We schrijven over wat we bouwen. Is er een onderwerp rond Databricks of AI-engineering dat je graag behandeld ziet, laat het ons weten.
Open voor projecten in Q4 2026