notes: Flash 档模型格局卡

[joyehuang]

三家价格/跑分/性价比全景 / Flash-Next 125B-A6B N-gram 外挂架构 / 综合单价算法 / 结论可信度分层。

止步 PR 不合并。bun run check 0 errors。

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Summary by cubic

Adds a research note comparing three Flash-tier LLMs on price, benchmarks, and cost-effectiveness, with a confidence-tiered methodology for drawing conclusions. Also refactors the type cast in SiteStats.astro for cleaner type checking. This PR is a draft for review, not to be merged.

Key content of the note

• Covers Qwen3.8-Flash, GLM-5.3-Flash, and DeepSeek-V4-Flash pricing structures, architectures, and official benchmark comparisons.
• Proposes a composite unit-price calculation and ranks conclusions by confidence level (third-party, official same-harness, and assumption-based).

^{Written for commit f399dcf. Summary will update on new commits.}

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Project	Deployment	Actions	Updated
blog	Ready	Preview	Sep 1, 2026 6:02pm UTC

[cubic-dev-ai]

2 issues found across 2 files

Prompt for AI agents (unresolved issues)

Check if these issues are valid — if so, understand the root cause of each and fix them. If appropriate, use sub-agents to investigate and fix each issue separately.


<file name="src/content/notes/0926-flash-models-landscape.md">

<violation number="1" location="src/content/notes/0926-flash-models-landscape.md:2">
P3: This note is the only entry in `src/content/notes/` without a matching English mirror. All 11 other Chinese notes ship a sibling `*.en.md` (driving the `notesEn` collection, en routing and hreflang). Adding this note without its mirror breaks that established convention.</violation>

<violation number="2" location="src/content/notes/0926-flash-models-landscape.md:70">
P3: The 相关链接/来源 section references a related card “唐杰 Scaling 四旋钮（总参数 vs 有效深度）”, but no such note exists in `src/content/notes/` (or blog), and it is not linked via the `relatedNote` frontmatter field that other entries consistently use to connect related notes. The reference points to content that is missing in the repo.</violation>
</file>

<sub>Reply with feedback, questions, or to request a fix.

Re-trigger cubic</sub>

[cubic-dev-ai]

P3: The 相关链接/来源 section references a related card “唐杰 Scaling 四旋钮（总参数 vs 有效深度）”, but no such note exists in src/content/notes/ (or blog), and it is not linked via the relatedNote frontmatter field that other entries consistently use to connect related notes. The reference points to content that is missing in the repo.

Prompt for AI agents

Check if this issue is valid — if so, understand the root cause and fix it. At src/content/notes/0926-flash-models-landscape.md, line 70:

<comment>The 相关链接/来源 section references a related card “唐杰 Scaling 四旋钮（总参数 vs 有效深度）”, but no such note exists in `src/content/notes/` (or blog), and it is not linked via the `relatedNote` frontmatter field that other entries consistently use to connect related notes. The reference points to content that is missing in the repo.</comment>

<file context>
@@ -0,0 +1,70 @@
+
+- [Artificial Analysis — GLM-5.3-Flash](https://artificialanalysis.ai/models/glm-5-3-flash)（第三方口径）
+- Qwen 官方 model card 跑分表、Z.ai / QwenCloud / DeepSeek 官方定价页（2026-08-31 快照）
+- 同主题卡片：唐杰 Scaling 四旋钮（总参数 vs 有效深度）
</file context>

[cubic-dev-ai]

P3: This note is the only entry in src/content/notes/ without a matching English mirror. All 11 other Chinese notes ship a sibling *.en.md (driving the notesEn collection, en routing and hreflang). Adding this note without its mirror breaks that established convention.

Prompt for AI agents

Check if this issue is valid — if so, understand the root cause and fix it. At src/content/notes/0926-flash-models-landscape.md, line 2:

<comment>This note is the only entry in `src/content/notes/` without a matching English mirror. All 11 other Chinese notes ship a sibling `*.en.md` (driving the `notesEn` collection, en routing and hreflang). Adding this note without its mirror breaks that established convention.</comment>

<file context>
@@ -0,0 +1,70 @@
+---
+title: 2026 年 8 月 Flash 档模型格局：Qwen3.8-Flash、GLM-5.3-Flash 与 DeepSeek-V4-Flash
+description: 三家 flash 档小模型的价格、跑分与性价比全景——Qwen3.8-Flash（Flash-Next）125B/A6B 的 N-gram 外挂架构怪胎、GLM-5.3-Flash 的 AA 智能 Index 57 与 $0.045/task、DS-V4-Flash 的高峰低谷分时定价；分数/价钱指标的计算方法与可信度分层。
+date: 2026-09-02
</file context>