seer-market

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🇺🇸

Original

English

🇨🇳

Translation

Chinese

Seer Market Intelligence

Seer 市场情报

Read seer-shared for response format, the web UI, and common rules.

查阅 seer-shared 了解响应格式、网页UI以及通用规则。

Command Reference

命令参考

Entity lookup

实体查询

bash

seer-q search "QUERY"           # Fuzzy search across topics, threads, assets
seer-q topic TOPIC_ID           # Topic detail: thesis, bias, all threads within it
seer-q thread THREAD_ID         # Thread detail: snapshot, all claims, evidence counts

bash

seer-q search "QUERY"           # Fuzzy search across topics, threads, assets
seer-q topic TOPIC_ID           # Topic detail: thesis, bias, all threads within it
seer-q thread THREAD_ID         # Thread detail: snapshot, all claims, evidence counts

List / browse

列表/浏览

bash

seer-q market                   # Global regime + all topics with thread counts
seer-q topics                   # List all topics with thread counts
seer-q threads                  # List all threads (newest activity first)
seer-q threads --topic ID       # Threads in a specific topic
seer-q threads --status active  # Filter by status (active/weakening/divided/resolved)
seer-q claims                   # Latest 100 claims (newest first)
seer-q claims --thread ID       # Claims for a specific thread
seer-q claims --status current  # Filter by status (pending/current/stale/discarded)
seer-q claims --mode observed   # Filter by mode (observed/interpreted/forecast/attributed)
seer-q sources                  # Latest 100 ingested sources
seer-q sources --decision process  # Only processed sources
seer-q sources --tier 1         # Only tier-1 sources

bash

seer-q market                   # Global regime + all topics with thread counts
seer-q topics                   # List all topics with thread counts
seer-q threads                  # List all threads (newest activity first)
seer-q threads --topic ID       # Threads in a specific topic
seer-q threads --status active  # Filter by status (active/weakening/divided/resolved)
seer-q claims                   # Latest 100 claims (newest first)
seer-q claims --thread ID       # Claims for a specific thread
seer-q claims --status current  # Filter by status (pending/current/stale/discarded)
seer-q claims --mode observed   # Filter by mode (observed/interpreted/forecast/attributed)
seer-q sources                  # Latest 100 ingested sources
seer-q sources --decision process  # Only processed sources
seer-q sources --tier 1         # Only tier-1 sources

Snapshots

快照

bash

seer-q snapshot                 # Latest global regime snapshot
seer-q snapshot --history       # Regime snapshot history (default 10)
seer-q snapshot --history --limit 5  # Limit history count

bash

seer-q snapshot                 # Latest global regime snapshot
seer-q snapshot --history       # Regime snapshot history (default 10)
seer-q snapshot --history --limit 5  # Limit history count

Usage & audit

使用与审计

bash

seer-q usage                    # Token usage summary (--since P, default 24h)
seer-q decisions                # Decision log (--stage S, --run ID, --entity-type T, --entity-id I, --limit N)

bash

seer-q usage                    # Token usage summary (--since P, default 24h)
seer-q decisions                # Decision log (--stage S, --run ID, --entity-type T, --entity-id I, --limit N)

Query Strategy

查询策略

Map the user's question to the right command sequence:

User intent	Commands
Overall market / "how's the market"	`seer-q market`
List all topics	`seer-q topics`
Hottest/most active topic	`seer-q topics` → pick highest `thread_count` or most recent activity
Specific sector deep-dive (e.g., "AI infra")	`seer-q search "KEYWORDS"` → `seer-q topic ID`
Specific angle/trade (e.g., "NVIDIA bear case")	`seer-q search "KEYWORDS"` → `seer-q thread ID`
Analyze an asset (e.g., "analyze NVIDIA")	`seer-q search "ASSET"` → fetch relevant topic + multiple thread details
Latest events / recent claims	`seer-q claims` → summarize the newest entries
Claims for a thread	`seer-q claims --thread ID`
Recent sources / what was ingested	`seer-q sources`
Bull/bear case for X	`seer-q search "X"` → `seer-q thread ID` → focus on `risk_case` , contradicting claims
Market regime history / trend	`seer-q snapshot --history`
Global regime details	`seer-q snapshot`
Threads in a topic	`seer-q threads --topic ID` or `seer-q topic ID` (which includes threads)

将用户问题映射为正确的命令序列：

用户意图	命令
整体市场情况 / "市场行情如何"	`seer-q market`
列出所有主题	`seer-q topics`
最热门/最活跃的主题	`seer-q topics` → 选择 `thread_count` 最高或最近更新的主题
特定领域深度分析（如 "AI 基础设施"）	`seer-q search "关键词"` → `seer-q topic ID`
特定角度/交易（如 "NVIDIA 看空逻辑"）	`seer-q search "关键词"` → `seer-q thread ID`
分析资产（如 "分析 NVIDIA"）	`seer-q search "资产名"` → 获取相关主题 + 多个线程详情
最新事件/近期论断	`seer-q claims` → 总结最新条目
某个线程的相关论断	`seer-q claims --thread ID`
近期来源/已采集的内容	`seer-q sources`
X的看涨/看空逻辑	`seer-q search "X"` → `seer-q thread ID` → 聚焦 `risk_case` 和矛盾论断
市场格局历史/趋势	`seer-q snapshot --history`
全局格局详情	`seer-q snapshot`
某个主题下的线程	`seer-q threads --topic ID` 或 `seer-q topic ID` （返回结果包含线程）

Key Response Fields

核心响应字段

Market/Topics:

```
regime_summary
```
— one-line market regime
```
standing_thesis
```
— topic thesis
```
standing_digest
```
— topic summary
```
bias
```
— bullish/bearish/neutral/mixed/unclear
```
thread_count
```
— number of threads in topic
```
view_url
```
— link to the interactive map (always share — opens the topic on a 3D sphere the user can click around)

Threads:

```
thesis
```
— thread thesis
```
bias
```
,
```
status
```
— current stance and lifecycle

snapshot

— detailed analysis:

assessment

conviction

catalysts

outcomes

risk_case

what_breaks_it

assets_exposed

top_contradiction

```
supporting_count
```
,
```
contradicting_count
```
— evidence balance
```
view_url
```
— link to the interactive map (always share — opens the map focused on this thread in its topic context)

Claims:

```
statement
```
— the claim text
```
claim_mode
```
— observed/interpreted/forecast/attributed
```
thread_role
```
— support/contradiction
```
event_date
```
— when the event occurred
```
status
```
— pending/current/stale/discarded
```
asset_mentions
```
— related assets
```
source_id
```
— link to source

Sources:

```
title
```
,
```
url
```
— source identity
```
source_tier
```
— 1 (highest) to 3
```
gate_decision
```
— process/drop
```
published_at
```
,
```
ingested_at
```
— timing

Global snapshot:

```
regime_summary
```
— one-liner
```
snapshot.verdict
```
— stance + rationale
```
snapshot.major_drivers
```
— key market drivers
```
snapshot.key_uncertainties
```
— what could change

市场/主题：

```
regime_summary
```
—— 市场格局单行概述
```
standing_thesis
```
—— 主题核心论点
```
standing_digest
```
—— 主题摘要
```
bias
```
—— 看涨/看跌/中性/矛盾/不明确
```
thread_count
```
—— 主题下的线程数量
```
view_url
```
—— 交互式地图链接（请始终分享——点击可打开3D球面上的主题，用户可点击探索）

线程：

```
thesis
```
—— 线程核心论点
```
bias
```
,
```
status
```
—— 当前立场和生命周期

snapshot

—— 详细分析：

assessment

、

conviction

、

catalysts

、

outcomes

、

risk_case

、

what_breaks_it

、

assets_exposed

、

top_contradiction

```
supporting_count
```
,
```
contradicting_count
```
—— 证据平衡情况
```
view_url
```
—— 交互式地图链接（请始终分享——打开后地图会聚焦于对应主题上下文下的该线程）

论断：

```
statement
```
—— 论断内容
```
claim_mode
```
—— 观测/解读/预测/归因
```
thread_role
```
—— 支持/矛盾
```
event_date
```
—— 事件发生时间
```
status
```
—— 待审核/当前有效/过时/废弃
```
asset_mentions
```
—— 相关资产
```
source_id
```
—— 来源链接

来源：

```
title
```
,
```
url
```
—— 来源标识
```
source_tier
```
—— 1（最高）到3级
```
gate_decision
```
—— 处理/丢弃
```
published_at
```
,
```
ingested_at
```
—— 发布时间、采集时间

全局快照：

```
regime_summary
```
—— 单行概述
```
snapshot.verdict
```
—— 立场+依据
```
snapshot.major_drivers
```
—— 核心市场驱动因素
```
snapshot.key_uncertainties
```
—— 可能引发变化的不确定因素

Examples

示例

User: "how's the market" ->

seer-q market

-> Summarize regime_summary, verdict, top topics by thread count -> Share the market view_url — mention they can click into topics and explore the driver network there -> Share each topic's view_url as you mention them

User: "latest 10 events" ->

seer-q claims

-> Take first 10 from response (already sorted newest-first) -> Summarize each claim: statement, event_date, asset_mentions -> No view_url on individual claims

User: "hottest topic right now" ->

seer-q topics

-> Find topic with highest thread_count or most recent thread activity ->

seer-q topic ID

for detail -> Summarize thesis, bias, top threads -> Share the topic view_url — the user can explore all its threads visually on the map

User: "analyze NVIDIA" ->

seer-q search "NVIDIA"

-> Fetch each relevant topic and thread -> Synthesize: bull case (supporting threads), bear case (contradicting/risk), key catalysts -> Include view_urls as you go so the user can click into any angle that interests them

User: "what's the bear case for AI" ->

seer-q search "AI"

-> Find bearish/weakening threads ->

seer-q thread ID

for the most relevant -> Focus on risk_case, what_breaks_it, contradicting claims -> Share thread view_url — the map shows the evidence balance visually

User: "recent sources" ->

seer-q sources

-> Summarize: title, tier, published_at, gate_decision -> Group by decision (processed vs dropped) if useful

User: "how has the market regime changed" ->

seer-q snapshot --history

-> Show regime_summary progression over time -> Note any shifts in stance

User: "what claims support thread X" ->

seer-q claims --thread ID

-> Filter/highlight claims with thread_role=support -> Summarize key supporting evidence -> Share thread view_url if available

用户："市场行情如何" ->

seer-q market

-> 总结regime_summary、verdict、按线程数排序的热门主题 -> 分享市场view_url——说明用户可以点击进入主题，探索驱动因素网络 -> 提到每个主题的时候分享对应主题的view_url

用户："最近10条事件" ->

seer-q claims

-> 取返回结果的前10条（默认已按最新排序） -> 总结每条论断：内容、event_date、关联资产 -> 单条论断没有view_url

用户："当前最热门的主题" ->

seer-q topics

-> 找到thread_count最高或最近有线程更新的主题 -> 执行

seer-q topic ID

获取详情 -> 总结核心论点、倾向、热门线程 -> 分享主题view_url——用户可以在地图上可视化探索该主题下的所有线程

用户："分析NVIDIA" ->

seer-q search "NVIDIA"

-> 获取每个相关主题和线程 -> 综合输出：看涨逻辑（支持线程）、看空逻辑（矛盾/风险内容）、核心催化因素 -> 过程中包含对应view_url，方便用户点击查看感兴趣的角度

用户："AI的看空逻辑是什么" ->

seer-q search "AI"

-> 找到看空/走势走弱的线程 -> 执行

seer-q thread ID

获取最相关的详情 -> 聚焦风险场景、利空因素、矛盾论断 -> 分享线程view_url——地图会可视化展示证据平衡情况

用户："最近的来源" ->

seer-q sources

-> 总结：标题、等级、发布时间、处理决策 -> 必要时按决策分组（已处理vs已丢弃）

用户："市场格局发生了什么变化" ->

seer-q snapshot --history

-> 展示regime_summary随时间的变化过程 -> 标注立场的所有变动

用户："哪些论断支持线程X" ->

seer-q claims --thread ID

-> 筛选/高亮thread_role=support的论断 -> 总结核心支持证据 -> 如有可用的线程view_url请一并分享