WeHub Skills

Candidate public skill

AI Conference Deadline Radar

一个面向 AI 助手的高质量会议 deadline 技能：先用高质量 radar source 快速发现窗口，再用 official CFP / OpenReview / submission page 做决策级核验，最后把日期转成 paper sprint action。

Hermes behavior pass CausaClaw public pass ClawHub 0.1.0 published runtime acceptance logged Official verify pending

核心逻辑要短、硬、可验收

这个 skill 不应该变成泛泛的“科研日历助手”。它只做一个扎实动作：快速找到可靠 deadline signal，核验会影响投稿判断的 source，然后输出能改变今天工作安排的 routing。

01 Fast radar lookup

先扫少数高信噪比 deadline index，快速缩小目标 venue 和年份。

02 Official verification

真实投稿决策必须核 official CFP、OpenReview venue 或 submission page。

03 Deadline table

分开 abstract、full、supp/code、timezone、source、status 和 urgency。

04 Sprint routing

把 window 变成 primary venue、backup venue、missing evidence、kill signal 和 next 7 days。

高质量信息源分层

速度来自 radar source；可信度来自官方 source。技能的质量边界就是不把这两层混在一起。

Primary radar mlciv.com/ai-deadlines 快速入口
Radar cross-check aideadlines.org 辅助索引
Radar alternate aideadlin.es 辅助索引
Structured CCF radar ccfddl RSS feed 结构化快路
Source of truth official CFP / OpenReview venue / official submission site / rolling-review calendar 最终决策依据
Failure mode rule 当 radar source 与官方来源冲突时，官方来源优先；当官方来源缺失时，只能写 `historical_estimate`、`radar_hint` 或 `unverified`，不能写成 `official_confirmed`。
Competitive scan 这个领域已经有成熟数据源、网站、CLI、小程序和 agent skill。查看 竞品对比子页，了解我们如何学习 `ccfddl`、`paperswithcode/ai-deadlines`、`huggingface/ai-deadlines`、`ConferenceWatch` 和 `ccfddl-conference-watch`，以及为什么本技能的 angle 是投稿决策闭环。

查询速度优化

当前 helper 是 shallow fetch，不做深爬，也不抢官方核验的职责。它只负责把 AI 助手从“到处搜”拉回少数可靠入口。

Concurrent

并发抓取少数 sources

`fetch_deadline_sources.py` 优先并发拉取 `mlciv` 和 `ccfddl-rss`，辅助 radar 只在需要交叉检查时加入。

Structured RSS

CCFDDL RSS 结构化快路

RSS 路径直接产出 `structured_records`，便于 agent 快速拆出 venue、deadline、timezone 和 source URL。

Short Timeout

网络失败不拖垮回答

每个 source 有短 timeout；单个 TLS 或网络错误只标记 failed，不阻断其他 source。

Temp Cache

重复查询走临时缓存

默认 15 分钟临时缓存，适合连续问 AAAI / ICLR / AISTATS / WSDM 这类组合问题。

当前验收状态

这是 WeHub Skills flywheel 的第二个 ClawHub published candidate；它已经做过 package gate、runtime install gate 和 agent behavior gate 三层验收。最新官方 verify 中 security 已 clean，但仍因 `card.missing` 未达到 verified clean。

ClawHub published candidate [email protected] under owner `1587causalai`; registry inspect shows Latest `0.1.0` and expected files.
Public draft package /Users/cms/wehub-system-msp/projects/wehub-skills-api-flywheel/public-skills/ai-conference-deadline-radar/
CausaClaw public install /Users/cms/.openclaw-causaclaw/workspace/skills/ai-conference-deadline-radar/ is the public/registry acceptance baseline; it was not overwritten by the post-feedback local source patch.
DiscoSeed Hermes install /Users/cms/.hermes/profiles/discoseed/skills/research/ai-conference-deadline-radar/ remains a private/prototype comparator, not a target for blind sync.
Package gate `validate_ai_conference_deadline_radar_package.py --network --strict-network` passed after the status-label policy fix.
Runtime install gate CausaClaw discovers the skill as `ready ai-conference-deadline-radar openclaw-workspace`; helper smoke passes from a real DiscoSCM workspace.
Agent behavior gate First CausaClaw test caught a real bug: WSDM was upgraded to `official_confirmed` from a radar record. The skill policy was hardened, then the same prompt passed with `radar_hint` preserved; post-upload fresh-session smoke also passed after same-turn official AAAI/WSDM fetches.
Hermes comparison DiscoSeed/Hermes preserved the same status discipline while intentionally staying separate from the public package, so CausaClaw public vs DiscoSeed private behavior can be compared.
Feedback verification Post-upload feedback was checked before action: version differences are real but intentional; the shared weshare/default Hermes path is not the DiscoSeed profile install.
TLS portability patch Fresh `--no-cache` diagnostics reproduced Python CA store failures. Public source now has a verified CA-bundle TLS fallback with `ok_sources=3`, but this patch has not yet been republished or installed over the CausaClaw registry baseline.
Upload archives dist/ai-conference-deadline-radar-0.1.0.zip sha256 15f976bec9ed84c05a93c9255609760a4c3b280bc3d1384244d961a19c6d10ea
Fresh registry install ClawHub install into a clean temp workspace passed `--version`, `--self-test`, and AAAI/WSDM status-label smoke; OpenClaw dev install shows eligible/model-visible.
Official verify Not clean yet after latest recheck: OpenClaw verify now reports only `card.missing`; aggregate security is clean / benign with high confidence.
Runtime note 验收中遇到过 provider fetch failure 和 session write lock；fallback 模型完成行为测试，问题归类为 runtime/session 条件，不是 package install failure。
Acceptance report outputs/ai-conference-deadline-radar-runtime-acceptance-2026-07-03.md
Feedback report outputs/ai-conference-deadline-radar-feedback-verification-2026-07-03.md
Acceptance anchor Two-month ten-conference-papers project; deadline output must change candidate pool, sprint selection, experiment gate, or kill timing.
Publish gate 0.1.0 已经发布到 ClawHub，fresh install smoke 和 CausaClaw post-upload agent-level smoke 都已通过，security 也已经 clean。下一道门不是“能不能安装/能不能调用”，而是解决 ClawHub-generated card / metadata 缺口；如果要让 TLS fallback 成为公开运行时，还需要作为下一版本重新发布并让 CausaClaw 从 registry 安装新版本。