Engineering Insights

Architecture teardowns, evaluation design, and production playbooks for Microsoft 365 and Azure teams shipping citation-grounded retrieval and AI DevOps review gates.

Featured

Stop Adding AI Review Noise: Build High-Signal PR Reviews for Azure DevOps and GitHub

A production blueprint for low-noise, evidence-backed AI pull request reviews using Azure DevOps, GitHub Actions, Azure OpenAI, structured outputs, and human-in-the-loop quality gates.

12 min read 2026-09-10 AI DevOps Azure DevOps GitHub Actions PR Review

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What this guide covers

Signal filtering: Scope changes by hunk with complete eligibility rules to reduce LLM token bloat and noise.
Structured findings: Validated JSON schemas & Pydantic models with strict evidence and line-accurate fingerprints.
Phased rollout: Shadow runs, advisory inline comments, and policy-driven quality gates that keep human signoff.

All technical insights

Implementation playbooks for retrieval, evaluation, and AI-assisted pull request review.

11 min read RAG Evaluation

Enterprise RAG Evaluation for Microsoft 365: A Practical Production Readiness Framework

A practical evaluation framework for Microsoft 365 and Azure RAG copilots: golden test sets, authorization testing, citation validation, and CI/CD regression gates.

2026-08-25

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10 min read RAG SharePoint

Secure SharePoint RAG Architecture: ACLs, Citations, and Evaluation

A practical architecture for SharePoint-connected AI copilots that enforces access before retrieval, produces inspectable citations, and abstains when evidence is insufficient.

2026-08-18

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9 min read RAG Microsoft 365

Designing Citation-Grounded RAG for Microsoft 365: Permissions, Retrieval, and Evidence

Enterprise permissions, hybrid search, and evaluation gates in Azure environments.

2026-08-15

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8 min read RAG Evaluation

Why Enterprise RAG Pilots Fail After the Demo (And How to Fix Retrieval Latency)

Chunk boundary drift, missing metadata, evaluation gaps, and why toy vector search slows down under production load.

2026-08-15

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8 min read AI DevOps PR Review

AI-Assisted PR Review in Azure DevOps: Approval Gates, Traceability, and Safe Adoption

PR classification, advisory review comments, and human-in-the-loop approval gates that never auto-merge.

2026-08-15

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