[blog]Serving Ling-2.6-1T on TPU with SGLang-JAX (#348)

* blog: add Ling-2.6 TPU serving post

* blog: revise Ling-2.6 TPU post — title, language polish, structure

- Retitle to highlight the Pallas fused MoE kernel core (hiding data
  movement behind compute)
- Fix non-native phrasing, dangling modifiers, and naming consistency
  (Fused MoE V1/V2, FusedEPMoE, fp8, hidden-dimension slices)
- Credit Fused MoE V1 authors (tpu-inference) and add SGLang-JAX
  adapted-kernel reference; renumber references
- Move full TPU-vs-GPU comparison (incl. prefill gap) to benchmarks
  next to the GLA prefill note; renumber figures
- Deduplicate: GLA section, memory pools, DP, future-work bullets,
  AIME result; fold Accuracy section into appendix
- Clarify measurement scopes (in-kernel vs standalone all-to-all) and
  per-device vs per-chip specs; restore TPU v7x spec note in appendix

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* blog: update Ling-2.6 TPU post acknowledgments

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* blog: address review feedback on Ling-2.6 TPU post

- Remove em-dashes from prose (use commas/colons/semicolons), per review
- Spell out MoE/MXU/VPU on first use; add TPU system architecture link
- Tighten model intro and MoE section heading; drop duplicated latency line
- Note the SGLang `random` (ShareGPT) benchmark dataset in Fig. 1 + config
- Rephrase DP/EP scaling and EPLB/GLA bullets without notation-heavy dashes

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* blog: align Ling-2.6 references with house style

Use [n] [Title](url) format (matching 2026-05-28-mori), making the
descriptive title the link and dropping the em-dash + duplicated raw URL.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* blog: clarify activation quant, JAX device term, and MoE cost wording

- Note that activation quantization is dynamic per-token fp8 with no
  observed accuracy regression (addresses review question)
- Introduce "JAX devices (two per v7x chip)" on first use, shorten later
  mentions to "devices"
- "MoE cost" -> "MoE's operational cost" per review nit

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* blog: fix author/ack name order and add 0xaskr

- Author: Fu Haolin -> Haolin Fu (given-name-first, consistent with the rest)
- Acknowledgments: YuHong Guo -> Yuhong Guo; add 0xaskr to SGLang-JAX team

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* blog: set Ling-2.6 TPU post publish date to June 17, 2026

Rename post file and image directory from 2026-06-11 to 2026-06-17 (URL slug
and image paths), and update the frontmatter date accordingly.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* blog: annotate all-to-all benchmark payload size

Add the payload definition (16384 × 8192 × dtype_size) to the Mode column
header of the flat-vs-hierarchical all-to-all table.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

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Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>

Author: JamesBrianD