Articles

AI engineering notes from real workflow work

Practical writing on agentic systems, orchestration, automation design, and the operating patterns behind reliable AI delivery.

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Vector Search • Mar 17, 2026

Common Failure Modes: vector database selection

The mistakes teams should identify before launch. how to choose vector stores for retrieval workloads and product constraints

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OP
Operations • Mar 17, 2026

Implementation Checklist: production incident review

A practical checklist for building and reviewing the workflow. how teams convert outages and AI failures into tests and playbooks

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Security • Mar 17, 2026

Evaluation Strategy: secure secret handling

How to measure quality, reliability, and operational readiness. how deployment workflows preserve secrets and avoid accidental exposure

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LLM Infrastructure • Mar 17, 2026

Deployment Playbook: self-hosted inference

How to prepare the workflow for CI/CD and production operations. how to serve open models with throughput, batching, and cost control

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DevOps • Mar 17, 2026

Tooling Map: GitOps deployments

A map of useful tools, libraries, and platform decisions. how declarative deployments reduce drift and improve reviewability

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Frontend Engineering • Mar 16, 2026

DropTicks Field Notes: frontend performance budgets

Opinionated engineering notes for practical AI and software delivery. how to keep interactive AI pages fast, accessible, and stable

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VE
Vector Search • Mar 16, 2026

Implementation Checklist: vector database selection

A practical checklist for building and reviewing the workflow. how to choose vector stores for retrieval workloads and product constraints

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OP
Operations • Mar 16, 2026

Architecture Guide: production incident review

A system-design view for planning production implementation. how teams convert outages and AI failures into tests and playbooks

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SE
Security • Mar 16, 2026

Common Failure Modes: secure secret handling

The mistakes teams should identify before launch. how deployment workflows preserve secrets and avoid accidental exposure

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LL
LLM Infrastructure • Mar 15, 2026

Security Review: self-hosted inference

The security and permission concerns that should be reviewed. how to serve open models with throughput, batching, and cost control

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DevOps • Mar 15, 2026

Team Workflow: GitOps deployments

How engineering, product, and operations teams should collaborate. how declarative deployments reduce drift and improve reviewability

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AI
AI Workflows • Mar 15, 2026

Claude Skills and Reusable Agent Instructions as Team Assets

How reusable skills, instructions, and workflow packages turn one-off AI work into a repeatable company capability.

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