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refine AI inference series (Parts 1-4) and add Part 5 (TensorRT-LLM)#5708

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drajpure merged 1 commit intoAzure:masterfrom
drajpure:blog/ai-inference-refineadd
Apr 10, 2026
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refine AI inference series (Parts 1-4) and add Part 5 (TensorRT-LLM)#5708
drajpure merged 1 commit intoAzure:masterfrom
drajpure:blog/ai-inference-refineadd

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@drajpure drajpure commented Apr 9, 2026

Updated the blogs Part 1 - 4 for better flow and consistency. Added Part 5.

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Pull request overview

Updates the “AI inference on AKS enabled by Azure Arc” blog series for clarity/consistency across Parts 1–4 and adds Part 5 covering Triton + TensorRT‑LLM as an infrastructure-centric generative inference pipeline.

Changes:

  • Adds Part 5 tutorial for serving a Qwen-based LLM via Triton with the TensorRT‑LLM backend.
  • Refactors Parts 1–4 to streamline prerequisites, tighten wording, and expand inline YAML commentary.
  • Updates the series outline (Part 2) to mark Part 5 as available and link to it.

Reviewed changes

Copilot reviewed 5 out of 10 changed files in this pull request and generated 10 comments.

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File Description
website/blog/2026-04-09-ai-inference-on-aks-arc-part-5/index.md New Part 5 post with Triton + TensorRT‑LLM provisioning/build steps, deployment YAML, and validation walkthrough.
website/blog/2026-04-07-ai-inference-on-aks-arc-part-4/index.md Improves Triton (ONNX) tutorial formatting and adds explanatory comments to YAML snippets.
website/blog/2026-04-07-ai-inference-on-aks-arc-part-3/index.md Streamlines generative inference tutorial text for Ollama and vLLM sections.
website/blog/2026-04-07-ai-inference-on-aks-arc-part-2/index.md Condenses scope/expectations and updates the series outline to include Part 5 as available.
website/blog/2026-04-07-ai-inference-on-aks-arc-part-1/index.md Rewrites intro framing and adds references to Microsoft AI stack resources.

@drajpure drajpure force-pushed the blog/ai-inference-refineadd branch from 19580ef to a31d2cb Compare April 9, 2026 07:26
Copilot AI review requested due to automatic review settings April 9, 2026 07:32
@drajpure drajpure force-pushed the blog/ai-inference-refineadd branch from a31d2cb to cb4d27f Compare April 9, 2026 07:32
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Pull request overview

Copilot reviewed 5 out of 10 changed files in this pull request and generated 7 comments.

@drajpure drajpure force-pushed the blog/ai-inference-refineadd branch from cb4d27f to dd42f3f Compare April 9, 2026 08:28
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@rahulrai-in rahulrai-in left a comment

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@drajpure feel free to resolve the comments if they add value. Great write up.
LGTM.

Copilot AI review requested due to automatic review settings April 10, 2026 05:58
@drajpure drajpure force-pushed the blog/ai-inference-refineadd branch from dd42f3f to dcf8c5b Compare April 10, 2026 05:58
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Pull request overview

Copilot reviewed 5 out of 10 changed files in this pull request and generated 3 comments.

@drajpure drajpure force-pushed the blog/ai-inference-refineadd branch from dcf8c5b to 3a52701 Compare April 10, 2026 06:12
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Lgtm

@drajpure drajpure merged commit 0ebed38 into Azure:master Apr 10, 2026
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4 participants