notes: Prime Agent × Apodex 可借鉴点卡

[joyehuang]

L0-L3 状态分层 / /refine 自改进安全约束 / Factorio 反面案例 / verification-centric / RLM+FrontierAgent subagent 协议 / 数据折扣。

止步 PR 不合并。bun run check 0 errors。

---

Summary by cubic

Adds a research note distilling Prime Agent and Apodex/FrontierAgent into six transferable lessons for the memory architecture and subagent plans. Also includes a small type fix in SiteStats.astro so bun run check stays green on branches cut from main.

New Features

• Introduces an L0-L3 state layering model mapped onto the existing storage layers (memory.md, mem0, recaps) and calls out the missing transition and GC mechanisms.
• Documents the /refine loop's safety constraints and the Factorio counter-example showing self-modifying loops need independent eval gates.
• Covers verification-centric research flow and subagent protocol patterns from FrontierAgent and Prime Agent's RLM.
• Concludes with benchmark data caveats and a concrete adoption checklist.

Bug Fixes

• Casts the neon query result rows explicitly so the type check passes on branches cut from main.

^{Written for commit 68e38e1. Summary will update on new commits.}

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Project	Deployment	Actions	Updated
blog	Ready	Preview	Sep 1, 2026 5:27pm UTC

[cubic-dev-ai]

1 issue 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-prime-agent-apodex-lessons.md">

<violation number="1" location="src/content/notes/0926-prime-agent-apodex-lessons.md:15">
P3: relatedNote references 0926-akashic-memory-design and 0926-personamem-v3-mem0-failure-modes, but neither note exists in the collection. The notes page filters links by existing note id (src/pages/notes/[...id].astro), so these cross-links silently render nothing. Add the referenced notes in the same PR, or remove the dangling entries so the related-notes section actually shows links.</violation>
</file>

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

Re-trigger cubic</sub>

[cubic-dev-ai]

P3: relatedNote references 0926-akashic-memory-design and 0926-personamem-v3-mem0-failure-modes, but neither note exists in the collection. The notes page filters links by existing note id (src/pages/notes/[...id].astro), so these cross-links silently render nothing. Add the referenced notes in the same PR, or remove the dangling entries so the related-notes section actually shows links.

Prompt for AI agents

Check if this issue is valid — if so, understand the root cause and fix it. At src/content/notes/0926-prime-agent-apodex-lessons.md, line 15:

<comment>relatedNote references 0926-akashic-memory-design and 0926-personamem-v3-mem0-failure-modes, but neither note exists in the collection. The notes page filters links by existing note id (src/pages/notes/[...id].astro), so these cross-links silently render nothing. Add the referenced notes in the same PR, or remove the dangling entries so the related-notes section actually shows links.</comment>

<file context>
@@ -0,0 +1,82 @@
+type: research
+status: ready
+source: https://arxiv.org/abs/2608.23552
+relatedNote:
+  - 0926-akashic-memory-design
+  - 0926-personamem-v3-mem0-failure-modes
</file context>