Articles

AI engineering notes from real workflow work

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

LL
LLM Infrastructure • Mar 11, 2026

Implementation Checklist: self-hosted inference

A practical checklist for building and reviewing the workflow. how to serve open models with throughput, batching, and cost control

Read article → Save
DE
DevOps • Mar 10, 2026

Evaluation Strategy: GitOps deployments

How to measure quality, reliability, and operational readiness. how declarative deployments reduce drift and improve reviewability

Read article → Save
EV
Evaluation • Mar 10, 2026

AI Evaluation Is the Difference Between a Demo and a Product

How to create practical eval loops for prompts, RAG, agents, tool use, and production regressions.

Read article → Save
FR
Frontend Engineering • Mar 10, 2026

Deployment Playbook: frontend performance budgets

How to prepare the workflow for CI/CD and production operations. how to keep interactive AI pages fast, accessible, and stable

Read article → Save
RA
RAG • Mar 10, 2026

Tooling Map: RAG source quality

A map of useful tools, libraries, and platform decisions. how document quality, chunking, metadata, and citations affect answer quality

Read article → Save
AI
AI Security • Mar 10, 2026

Team Workflow: AI safety guardrails

How engineering, product, and operations teams should collaborate. how validation, policies, refusals, and human approval reduce risk

Read article → Save
SO
Software Engineering • Mar 09, 2026

Scaling Notes: software architecture reviews

How the workflow changes as traffic, users, or data volume grows. how to evaluate coupling, boundaries, state, and failure modes

Read article → Save
LL
LLM Infrastructure • Mar 09, 2026

Architecture Guide: self-hosted inference

A system-design view for planning production implementation. how to serve open models with throughput, batching, and cost control

Read article → Save
DE
DevOps • Mar 09, 2026

Common Failure Modes: GitOps deployments

The mistakes teams should identify before launch. how declarative deployments reduce drift and improve reviewability

Read article → Save
AI
AI Agents • Mar 09, 2026

Agent Frameworks in Practice: When to Use LangGraph, OpenAI Agents, or Simpler Code

A practical decision guide for choosing an agent runtime without overengineering your product.

Read article → Save
FR
Frontend Engineering • Mar 09, 2026

Security Review: frontend performance budgets

The security and permission concerns that should be reviewed. how to keep interactive AI pages fast, accessible, and stable

Read article → Save
RA
RAG • Mar 08, 2026

Team Workflow: RAG source quality

How engineering, product, and operations teams should collaborate. how document quality, chunking, metadata, and citations affect answer quality

Read article → Save