bash -lc 'input=$(cat); for root in "${CLAUDE_PLUGIN_ROOT:-}" "$HOME/.claude/plugins/everything-claude-code" "$HOME/.claude/plugins/everything-claude-code@everything-claude-code" "$HOME/.claude/plugins/marketplace/everything-claude-code"; do if [ -n "$root" ] && [ -f "$root/scripts/hooks/run-with-flags.js" ]; then printf "%s" "$input" | node "$root/scripts/hooks/run-with-flags.js" "session:start" "scripts/hooks/session-start.js" "minimal,standard,strict"; exit $?; fi; done; for parent in "$HOME/.claude/plugins" "$HOME/.claude/plugins/marketplace"; do if [ -d "$parent" ]; then candidate=$(find "$parent" -maxdepth 2 -type f -path "*/scripts/hooks/run-with-flags.js" 2>/dev/null | head -n 1); if [ -n "$candidate" ]; then root=$(dirname "$(dirname "$(dirname "$candidate")")"); printf "%s" "$input" | node "$root/scripts/hooks/run-with-flags.js" "session:start" "scripts/hooks/session-start.js" "minimal,standard,strict"; exit $?; fi; fi; done; echo "[SessionStart] WARNING: could not resolve ECC plugin root; skipping session-start hook" >&2; printf "%s" "$input"; exit 0'


<local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat>


<command-name>/clear</command-name>
            <command-message>clear</command-message>
            <command-args></command-args>


<local-command-stdout></local-command-stdout>


<command-name>/model</command-name>
            <command-message>model</command-message>
            <command-args></command-args>


<local-command-stdout>Set model to Opus 4.6 (1M context)</local-command-stdout>


are you ok


是的，我在这里，一切正常。有什么可以帮你的？


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "stop:check-console-log" "scripts/hooks/check-console-log.js" "standard,strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "stop:session-end" "scripts/hooks/session-end.js" "minimal,standard,strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "stop:evaluate-session" "scripts/hooks/evaluate-session.js" "minimal,standard,strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "stop:cost-tracker" "scripts/hooks/cost-tracker.js" "minimal,standard,strict"


<bash-input>pwd</bash-input>


<bash-stdout>/root/projects/ai_usecases_explorer</bash-stdout><bash-stderr></bash-stderr>


检查一下今天的日报生成了吗？放在哪个路径了


The user wants to check if today's daily report was generated. Based on the memory, the daily report path is: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/YYYY-MM-DD.md`

Today is 2026-03-24, so I should check for `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/2026-03-24.md`.


bash "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags-shell.sh" "pre:observe" "skills/continuous-learning-v2/hooks/observe.sh" "standard,strict"


bash "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags-shell.sh" "post:observe" "skills/continuous-learning-v2/hooks/observe.sh" "standard,strict"


今天的日报已经生成了，路径是：

`/root/vault/obsidian_vault/obsidian/obsidian/auto_report/2026-03-24.md`

需要我打开看看内容吗？


不好意思，应该是我的问题，root path我可能填错了，以后都改成放到/root/vault/obsidian_vault/obsidian/Documents/obsidian/，请修改相关配置并且把文件拷贝到新的目录来


The user wants to:
1. Change the Obsidian report output path from `/root/vault/obsidian_vault/obsidian/obsidian/` to `/root/vault/obsidian_vault/obsidian/Documents/obsidian/`
2. Copy existing files to the new directory
3. Update the relevant configuration

Let me first find the configuration that controls these paths, then make the changes.


先找到相关配置，然后一起改。


     1→"""Application settings loaded from environment / .env file."""
     2→from pathlib import Path
     3→
     4→from pydantic import Field
     5→from pydantic_settings import BaseSettings, SettingsConfigDict
     6→
     7→
     8→class Settings(BaseSettings):
     9→    """All configuration is read from environment variables or a .env file."""
    10→
    11→    model_config = SettingsConfigDict(env_file=".env", env_file_encoding="utf-8", extra="ignore")
    12→
    13→    anthropic_api_key: str = Field(default="", alias="ANTHROPIC_API_KEY")
    14→    anthropic_base_url: str = Field(default="", alias="ANTHROPIC_BASE_URL")
    15→    claude_model: str = Field(default="claude-haiku-4-5-20251001", alias="CLAUDE_MODEL")
    16→
    17→    db_path: Path = Field(default=Path("data/usecases.db"), alias="DB_PATH")
    18→    obsidian_report_dir: Path = Field(
    19→        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report"),
    20→        alias="OBSIDIAN_REPORT_DIR",
    21→    )
    22→
    23→    hn_min_points: int = Field(default=10, alias="HN_MIN_POINTS")
    24→
    25→    exa_api_key: str = Field(default="", alias="EXA_API_KEY")
    26→    reddit_subreddits: list[str] = Field(
    27→        default=["openclaw", "vibecoding", "ClaudeCode", "singularity"],
    28→        alias="REDDIT_SUBREDDITS",
    29→    )
    30→
    31→    github_token: str = Field(default="", alias="GITHUB_TOKEN")
    32→    github_min_stars: int = Field(default=10, alias="GITHUB_MIN_STARS")
    33→
    34→    # Cap LLM calls per run to keep runtime under ~5 minutes
    35→    max_items_per_run: int = Field(default=80, alias="MAX_ITEMS_PER_RUN")
    36→
    37→    deep_dive_report_dir: Path = Field(
    38→        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive"),
    39→        alias="DEEP_DIVE_REPORT_DIR",
    40→    )
    41→    deep_dive_model: str = Field(
    42→        default="claude-sonnet-4-6",
    43→        alias="DEEP_DIVE_MODEL",
    44→    )
    45→

"""Application settings loaded from environment / .env file."""
from pathlib import Path

from pydantic import Field
from pydantic_settings import BaseSettings, SettingsConfigDict

class Settings(BaseSettings):
    """All configuration is read from environment variables or a .env file."""

    model_config = SettingsConfigDict(env_file=".env", env_file_encoding="utf-8", extra="ignore")

    anthropic_api_key: str = Field(default="", alias="ANTHROPIC_API_KEY")
    anthropic_base_url: str = Field(default="", alias="ANTHROPIC_BASE_URL")
    claude_model: str = Field(default="claude-haiku-4-5-20251001", alias="CLAUDE_MODEL")

    db_path: Path = Field(default=Path("data/usecases.db"), alias="DB_PATH")
    obsidian_report_dir: Path = Field(
        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report"),
        alias="OBSIDIAN_REPORT_DIR",
    )

    hn_min_points: int = Field(default=10, alias="HN_MIN_POINTS")

    exa_api_key: str = Field(default="", alias="EXA_API_KEY")
    reddit_subreddits: list[str] = Field(
        default=["openclaw", "vibecoding", "ClaudeCode", "singularity"],
        alias="REDDIT_SUBREDDITS",
    )

    github_token: str = Field(default="", alias="GITHUB_TOKEN")
    github_min_stars: int = Field(default=10, alias="GITHUB_MIN_STARS")

    # Cap LLM calls per run to keep runtime under ~5 minutes
    max_items_per_run: int = Field(default=80, alias="MAX_ITEMS_PER_RUN")

    deep_dive_report_dir: Path = Field(
        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive"),
        alias="DEEP_DIVE_REPORT_DIR",
    )
    deep_dive_model: str = Field(
        default="claude-sonnet-4-6",
        alias="DEEP_DIVE_MODEL",
    )


Bash

List existing report files


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "pre:bash:tmux-reminder" "scripts/hooks/pre-bash-tmux-reminder.js" "strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "pre:bash:git-push-reminder" "scripts/hooks/pre-bash-git-push-reminder.js" "strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "pre:insaits-security" "scripts/hooks/insaits-security-wrapper.js" "standard,strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "post:bash:pr-created" "scripts/hooks/post-bash-pr-created.js" "standard,strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "post:bash:build-complete" "scripts/hooks/post-bash-build-complete.js" "standard,strict"


2026-02-27.md
2026-03-01.md
2026-03-02.md
2026-03-03.md
2026-03-04.md
2026-03-05.md
2026-03-06.md
2026-03-07.md
2026-03-08.md
2026-03-09.md
2026-03-10.md
2026-03-11.md
2026-03-12.md
2026-03-13.md
2026-03-14.md
2026-03-15.md
2026-03-16.md
2026-03-17.md
2026-03-18.md
2026-03-19.md
2026-03-20.md
2026-03-21.md
2026-03-22.md
2026-03-23.md
2026-03-24.md
deep-dive


ls /root/vault/obsidian_vault/obsidian/Documents/obsidian/ 2>/dev/null || echo "Directory does not exist yet"

Check if new target directory exists


2026-03-03.md
accounts
AI
AI.md
AppleNotes
Article
attachments
auto_report
CLAW
Clippings
daily
DRAFT.md
feelings
IMG_0883.png
IMG_0884.png
info
md
notes
obsidian
Pasted image 20260115100609.png
Pasted image 20260204175955.png
presentation-workspace
zhihu
工作记录
录音记录
必备知识
文件树.base
未命名.base
私人
英语学习


Good. The new target directory already exists and even has an `auto_report` subdirectory. Let me check what's already in the new `auto_report` dir.


新目标目录已存在，且里面已有 `auto_report`。看看新目录下已有什么。


ls /root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/ 2>/dev/null && echo "---exists---" || echo "---empty or missing---"

Check existing auto_report in new path


2026-02-27.md
2026-03-01.md
2026-03-02.md
2026-03-03.md
2026-03-04.md
2026-03-05.md
2026-03-06.md
2026-03-07.md
2026-03-08.md
2026-03-09.md
2026-03-10.md
2026-03-11.md
2026-03-12.md
2026-03-13.md
2026-03-14.md
2026-03-15.md
2026-03-16.md
2026-03-17.md
2026-03-18.md
2026-03-19.md
2026-03-20.md
2026-03-21.md
2026-03-22.md
deep-dive
---exists---


Interesting - the new path already has most of the files but is missing 2026-03-23.md and 2026-03-24.md. Let me check the deep-dive subdirectories too.

So I need to:
1. Copy the missing files (2026-03-23.md, 2026-03-24.md) to the new location
2. Copy any missing deep-dive files
3. Update `settings.py` to change the default paths
4. Update the memory file

Let me check deep-dive dirs too.


新目录已有大部分文件，缺少 3-23 和 3-24。再看下 deep-dive 子目录的差异。


diff <(ls /root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive/ 2>/dev/null) <(ls /root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/deep-dive/ 2>/dev/null)

Diff deep-dive directories


(Bash completed with no output)


deep-dive 内容完全一致。只需拷贝缺失的 2 个日报，然后改配置。


Copy missing daily reports to new path


Edit

        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report"),
        alias="OBSIDIAN_REPORT_DIR",

        default=Path("/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report"),
        alias="OBSIDIAN_REPORT_DIR",


        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive"),
        alias="DEEP_DIVE_REPORT_DIR",

        default=Path("/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/deep-dive"),
        alias="DEEP_DIVE_REPORT_DIR",


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "pre:edit-write:suggest-compact" "scripts/hooks/suggest-compact.js" "standard,strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "post:quality-gate" "scripts/hooks/quality-gate.js" "standard,strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "post:edit:format" "scripts/hooks/post-edit-format.js" "standard,strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "post:edit:typecheck" "scripts/hooks/post-edit-typecheck.js" "standard,strict"


node "${CLAUDE_PLUGIN_ROOT}/scripts/hooks/run-with-flags.js" "post:edit:console-warn" "scripts/hooks/post-edit-console-warn.js" "standard,strict"


The file /root/projects/ai_usecases_explorer/src/ai_usecases_explorer/settings.py has been updated successfully.

        default=Path("/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report"),
        alias="OBSIDIAN_REPORT_DIR",

"""Application settings loaded from environment / .env file."""
from pathlib import Path

from pydantic import Field
from pydantic_settings import BaseSettings, SettingsConfigDict

class Settings(BaseSettings):
    """All configuration is read from environment variables or a .env file."""

    model_config = SettingsConfigDict(env_file=".env", env_file_encoding="utf-8", extra="ignore")

    anthropic_api_key: str = Field(default="", alias="ANTHROPIC_API_KEY")
    anthropic_base_url: str = Field(default="", alias="ANTHROPIC_BASE_URL")
    claude_model: str = Field(default="claude-haiku-4-5-20251001", alias="CLAUDE_MODEL")

    db_path: Path = Field(default=Path("data/usecases.db"), alias="DB_PATH")
    obsidian_report_dir: Path = Field(
        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report"),
        alias="OBSIDIAN_REPORT_DIR",
    )

    hn_min_points: int = Field(default=10, alias="HN_MIN_POINTS")

    exa_api_key: str = Field(default="", alias="EXA_API_KEY")
    reddit_subreddits: list[str] = Field(
        default=["openclaw", "vibecoding", "ClaudeCode", "singularity"],
        alias="REDDIT_SUBREDDITS",
    )

    github_token: str = Field(default="", alias="GITHUB_TOKEN")
    github_min_stars: int = Field(default=10, alias="GITHUB_MIN_STARS")

    # Cap LLM calls per run to keep runtime under ~5 minutes
    max_items_per_run: int = Field(default=80, alias="MAX_ITEMS_PER_RUN")

    deep_dive_report_dir: Path = Field(
        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive"),
        alias="DEEP_DIVE_REPORT_DIR",
    )
    deep_dive_model: str = Field(
        default="claude-sonnet-4-6",
        alias="DEEP_DIVE_MODEL",
    )

-        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report"),

+        default=Path("/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report"),


        default=Path("/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/deep-dive"),
        alias="DEEP_DIVE_REPORT_DIR",

"""Application settings loaded from environment / .env file."""
from pathlib import Path

from pydantic import Field
from pydantic_settings import BaseSettings, SettingsConfigDict

class Settings(BaseSettings):
    """All configuration is read from environment variables or a .env file."""

    model_config = SettingsConfigDict(env_file=".env", env_file_encoding="utf-8", extra="ignore")

    anthropic_api_key: str = Field(default="", alias="ANTHROPIC_API_KEY")
    anthropic_base_url: str = Field(default="", alias="ANTHROPIC_BASE_URL")
    claude_model: str = Field(default="claude-haiku-4-5-20251001", alias="CLAUDE_MODEL")

    db_path: Path = Field(default=Path("data/usecases.db"), alias="DB_PATH")
    obsidian_report_dir: Path = Field(
        default=Path("/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report"),
        alias="OBSIDIAN_REPORT_DIR",
    )

    hn_min_points: int = Field(default=10, alias="HN_MIN_POINTS")

    exa_api_key: str = Field(default="", alias="EXA_API_KEY")
    reddit_subreddits: list[str] = Field(
        default=["openclaw", "vibecoding", "ClaudeCode", "singularity"],
        alias="REDDIT_SUBREDDITS",
    )

    github_token: str = Field(default="", alias="GITHUB_TOKEN")
    github_min_stars: int = Field(default=10, alias="GITHUB_MIN_STARS")

    # Cap LLM calls per run to keep runtime under ~5 minutes
    max_items_per_run: int = Field(default=80, alias="MAX_ITEMS_PER_RUN")

    deep_dive_report_dir: Path = Field(
        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive"),
        alias="DEEP_DIVE_REPORT_DIR",
    )
    deep_dive_model: str = Field(
        default="claude-sonnet-4-6",
        alias="DEEP_DIVE_MODEL",
    )

-        default=Path("/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive"),

+        default=Path("/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/deep-dive"),


同步更新 memory 文件中的路径记录。


<system-reminder>This memory is 23 days old. Memories are point-in-time observations, not live state — claims about code behavior or file:line citations may be outdated. Verify against current code before asserting as fact.</system-reminder>
     1→# Project Memory: ai_usecases_explorer
     2→
     3→## Status
     4→**v1.4 fully implemented** — 162 tests pass, ruff clean. Deep Dive module enhanced with citation, bias, credibility breakdown, and synthesis features.
     5→
     6→## Project Layout
     7→```
     8→src/ai_usecases_explorer/
     9→  models/usecase.py       — Pydantic UseCase, ScenarioType (StrEnum), Novelty (StrEnum), make_id()
    10→  storage/database.py     — SQLite CRUD: save/exists/get_by_scenario/get_recent
    11→  collectors/base.py      — RawItem dataclass + BaseCollector ABC
    12→  collectors/hackernews.py — HN Algolia search_by_date, 12 keywords (one query each), dedup
    13→  collectors/reddit.py    — Exa.ai SDK (exa_py), include_domains=["reddit.com"], past 24h, 4 queries
    14→  collectors/github.py    — GitHub Search API, 8 topics (one query each), dedup
    15→  processors/filter.py    — ValueFilter (Claude Step 1)
    16→  processors/classifier.py — Classifier (Claude Step 2)
    17→  processors/deduplicator.py — Deduplicator (Claude Step 3)
    18→  processors/utils.py     — parse_llm_json() strips markdown fences before JSON parse
    19→  reporters/obsidian.py   — Markdown report writer
    20→  deep_dive/              — Deep Dive skill (on-demand analysis)
    21→    models.py             — ArticleContent, StructuralAnalysis (+ LogicalQuality), ResearchResults (FactCheck + source_authority), MultiPerspectiveEvaluation (+ cited args, bias indicators, credibility breakdown, core disputes, synthesis, assessed_fact_checks), DeepDiveReport
    22→    fetcher.py            — ContentFetcher: fetch_url(httpx+Exa fallback) + from_text()
    23→    analyzer.py           — StructuralAnalyzer: Claude, extracts argument structure (all Chinese output)
    24→    researcher.py         — WebResearcher: Exa.ai 4-category search (no autoprompt param)
    25→    evaluator.py          — MultiPerspectiveEvaluator: Claude, pro/con/neutral + credibility (all Chinese)
    26→    reporter.py           — DeepDiveReporter: Markdown report → Obsidian deep-dive subdir
    27→    cli.py                — DeepDiveOrchestrator + argparse CLI; prints REPORT_PATH: line for parsing
    28→  settings.py             — pydantic-settings; deep_dive_report_dir + deep_dive_model fields
    29→  main.py                 — Scout orchestrator class + main() CLI
    30→.claude/commands/deep-dive.md — /deep-dive slash command (saves to Obsidian by default)
    31→.claude/commands/ai-scout.md  — /ai-scout slash command (daily scan)
    32→SKILLS.md                — Full usage guide for all skills (Chinese)
    33→tests/                   — TDD tests for all modules (pytest-httpx mocks + unittest.mock for Exa)
    34→```
    35→
    36→## CLI Entry Points (no venv activation needed)
    37→- `ai-scout` — daily scan (registered in pyproject.toml + /usr/local/bin wrapper)
    38→- `ai-deep-dive` — deep dive analysis (registered in pyproject.toml + /usr/local/bin wrapper)
    39→
    40→## Key Architectural Decisions
    41→- Each LLM call has `run()` and `_call_llm()` methods; tests mock `_call_llm` at the class level
    42→- `Novelty` and `ScenarioType` enum mapping from string → enum happens in `run()`, not `_call_llm()`
    43→- Deduplicator skips LLM call when `existing=[]` (returns NEW directly)
    44→- Algolia ANDs multi-word queries: use ONE query per keyword (_KEYWORDS list, 12 terms)
    45→- GitHub Search API: `topic:X OR topic:Y` causes 422; use ONE query per topic (_TOPICS, 8 topics)
    46→- Reddit replaced from OAuth2 to Exa.ai SDK (exa_py v2.6.0+); tests use `unittest.mock.patch`
    47→- Haiku wraps JSON in markdown fences despite instructions; parse_llm_json() strips them
    48→- `max_items_per_run=80` caps LLM calls per run (configurable via MAX_ITEMS_PER_RUN env)
    49→- `ruff` per-file-ignores: `tests/*` + `deep_dive/evaluator.py` + `deep_dive/analyzer.py` ignore E501 (long Chinese prompt strings)
    50→- deep_dive: analyzer + evaluator prompts have explicit 【语言要求】Chinese-output instruction
    51→- deep_dive: fetcher falls back to Exa.ai get_contents() on 403/4xx (Cloudflare sites)
    52→- deep_dive: Exa search_and_contents does NOT support `autoprompt` param — omit it
    53→- deep_dive: cli prints `REPORT_PATH:<path>` for slash command to parse
    54→- deep_dive model configured via `DEEP_DIVE_MODEL` env var (default: claude-sonnet-4-6)
    55→
    56→## Running
    57→```bash
    58→# Tests
    59→source venv/bin/activate && pytest tests/ -v   # 162 tests
    60→
    61→# Daily scout
    62→ai-scout
    63→ai-scout --dry-run
    64→
    65→# Deep dive
    66→ai-deep-dive --url https://...
    67→ai-deep-dive --url https://... --dry-run
    68→```
    69→
    70→## Required .env keys
    71→- `ANTHROPIC_API_KEY` + optionally `ANTHROPIC_BASE_URL` for proxy
    72→- `EXA_API_KEY` — Exa.ai API key for Reddit search + Deep Dive research
    73→- `GITHUB_TOKEN` optional (increases rate limit from 60 to 5000 req/hr)
    74→- `DEEP_DIVE_MODEL` optional (default: claude-sonnet-4-6; set to haiku if proxy overloaded)
    75→- `DEEP_DIVE_REPORT_DIR` optional (default: auto_report/deep-dive/)
    76→
    77→## Obsidian Report Paths
    78→- Daily: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/YYYY-MM-DD.md`
    79→- Deep Dive: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive/YYYY-MM-DD-HHMM-slug.md`
    80→
    81→## Cron
    82→```
    83→0 7 * * * /root/projects/ai_usecases_explorer/venv/bin/python -m ai_usecases_explorer.main >> /var/log/ai_usecases_scout.log 2>&1
    84→```
    85→

# Project Memory: ai_usecases_explorer

## Status
**v1.4 fully implemented** — 162 tests pass, ruff clean. Deep Dive module enhanced with citation, bias, credibility breakdown, and synthesis features.

## Project Layout
```
src/ai_usecases_explorer/
  models/usecase.py       — Pydantic UseCase, ScenarioType (StrEnum), Novelty (StrEnum), make_id()
  storage/database.py     — SQLite CRUD: save/exists/get_by_scenario/get_recent
  collectors/base.py      — RawItem dataclass + BaseCollector ABC
  collectors/hackernews.py — HN Algolia search_by_date, 12 keywords (one query each), dedup
  collectors/reddit.py    — Exa.ai SDK (exa_py), include_domains=["reddit.com"], past 24h, 4 queries
  collectors/github.py    — GitHub Search API, 8 topics (one query each), dedup
  processors/filter.py    — ValueFilter (Claude Step 1)
  processors/classifier.py — Classifier (Claude Step 2)
  processors/deduplicator.py — Deduplicator (Claude Step 3)
  processors/utils.py     — parse_llm_json() strips markdown fences before JSON parse
  reporters/obsidian.py   — Markdown report writer
  deep_dive/              — Deep Dive skill (on-demand analysis)
    models.py             — ArticleContent, StructuralAnalysis (+ LogicalQuality), ResearchResults (FactCheck + source_authority), MultiPerspectiveEvaluation (+ cited args, bias indicators, credibility breakdown, core disputes, synthesis, assessed_fact_checks), DeepDiveReport
    fetcher.py            — ContentFetcher: fetch_url(httpx+Exa fallback) + from_text()
    analyzer.py           — StructuralAnalyzer: Claude, extracts argument structure (all Chinese output)
    researcher.py         — WebResearcher: Exa.ai 4-category search (no autoprompt param)
    evaluator.py          — MultiPerspectiveEvaluator: Claude, pro/con/neutral + credibility (all Chinese)
    reporter.py           — DeepDiveReporter: Markdown report → Obsidian deep-dive subdir
    cli.py                — DeepDiveOrchestrator + argparse CLI; prints REPORT_PATH: line for parsing
  settings.py             — pydantic-settings; deep_dive_report_dir + deep_dive_model fields
  main.py                 — Scout orchestrator class + main() CLI
.claude/commands/deep-dive.md — /deep-dive slash command (saves to Obsidian by default)
.claude/commands/ai-scout.md  — /ai-scout slash command (daily scan)
SKILLS.md                — Full usage guide for all skills (Chinese)
tests/                   — TDD tests for all modules (pytest-httpx mocks + unittest.mock for Exa)
```

## CLI Entry Points (no venv activation needed)
- `ai-scout` — daily scan (registered in pyproject.toml + /usr/local/bin wrapper)
- `ai-deep-dive` — deep dive analysis (registered in pyproject.toml + /usr/local/bin wrapper)

## Key Architectural Decisions
- Each LLM call has `run()` and `_call_llm()` methods; tests mock `_call_llm` at the class level
- `Novelty` and `ScenarioType` enum mapping from string → enum happens in `run()`, not `_call_llm()`
- Deduplicator skips LLM call when `existing=[]` (returns NEW directly)
- Algolia ANDs multi-word queries: use ONE query per keyword (_KEYWORDS list, 12 terms)
- GitHub Search API: `topic:X OR topic:Y` causes 422; use ONE query per topic (_TOPICS, 8 topics)
- Reddit replaced from OAuth2 to Exa.ai SDK (exa_py v2.6.0+); tests use `unittest.mock.patch`
- Haiku wraps JSON in markdown fences despite instructions; parse_llm_json() strips them
- `max_items_per_run=80` caps LLM calls per run (configurable via MAX_ITEMS_PER_RUN env)
- `ruff` per-file-ignores: `tests/*` + `deep_dive/evaluator.py` + `deep_dive/analyzer.py` ignore E501 (long Chinese prompt strings)
- deep_dive: analyzer + evaluator prompts have explicit 【语言要求】Chinese-output instruction
- deep_dive: fetcher falls back to Exa.ai get_contents() on 403/4xx (Cloudflare sites)
- deep_dive: Exa search_and_contents does NOT support `autoprompt` param — omit it
- deep_dive: cli prints `REPORT_PATH:<path>` for slash command to parse
- deep_dive model configured via `DEEP_DIVE_MODEL` env var (default: claude-sonnet-4-6)

## Running
```bash
# Tests
source venv/bin/activate && pytest tests/ -v   # 162 tests

# Daily scout
ai-scout
ai-scout --dry-run

# Deep dive
ai-deep-dive --url https://...
ai-deep-dive --url https://... --dry-run
```

## Required .env keys
- `ANTHROPIC_API_KEY` + optionally `ANTHROPIC_BASE_URL` for proxy
- `EXA_API_KEY` — Exa.ai API key for Reddit search + Deep Dive research
- `GITHUB_TOKEN` optional (increases rate limit from 60 to 5000 req/hr)
- `DEEP_DIVE_MODEL` optional (default: claude-sonnet-4-6; set to haiku if proxy overloaded)
- `DEEP_DIVE_REPORT_DIR` optional (default: auto_report/deep-dive/)

## Obsidian Report Paths
- Daily: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/YYYY-MM-DD.md`
- Deep Dive: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive/YYYY-MM-DD-HHMM-slug.md`

## Cron
```
0 7 * * * /root/projects/ai_usecases_explorer/venv/bin/python -m ai_usecases_explorer.main >> /var/log/ai_usecases_scout.log 2>&1
```


## Obsidian Report Paths
- Daily: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/YYYY-MM-DD.md`
- Deep Dive: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive/YYYY-MM-DD-HHMM-slug.md`

## Obsidian Report Paths
- Daily: `/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/YYYY-MM-DD.md`
- Deep Dive: `/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/deep-dive/YYYY-MM-DD-HHMM-slug.md`


The file /root/.claude/projects/-root-projects-ai-usecases-explorer/memory/MEMORY.md has been updated successfully.

## Obsidian Report Paths
- Daily: `/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/YYYY-MM-DD.md`
- Deep Dive: `/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/deep-dive/YYYY-MM-DD-HHMM-slug.md`

# Project Memory: ai_usecases_explorer

## Status
**v1.4 fully implemented** — 162 tests pass, ruff clean. Deep Dive module enhanced with citation, bias, credibility breakdown, and synthesis features.

## Project Layout
```
src/ai_usecases_explorer/
  models/usecase.py       — Pydantic UseCase, ScenarioType (StrEnum), Novelty (StrEnum), make_id()
  storage/database.py     — SQLite CRUD: save/exists/get_by_scenario/get_recent
  collectors/base.py      — RawItem dataclass + BaseCollector ABC
  collectors/hackernews.py — HN Algolia search_by_date, 12 keywords (one query each), dedup
  collectors/reddit.py    — Exa.ai SDK (exa_py), include_domains=["reddit.com"], past 24h, 4 queries
  collectors/github.py    — GitHub Search API, 8 topics (one query each), dedup
  processors/filter.py    — ValueFilter (Claude Step 1)
  processors/classifier.py — Classifier (Claude Step 2)
  processors/deduplicator.py — Deduplicator (Claude Step 3)
  processors/utils.py     — parse_llm_json() strips markdown fences before JSON parse
  reporters/obsidian.py   — Markdown report writer
  deep_dive/              — Deep Dive skill (on-demand analysis)
    models.py             — ArticleContent, StructuralAnalysis (+ LogicalQuality), ResearchResults (FactCheck + source_authority), MultiPerspectiveEvaluation (+ cited args, bias indicators, credibility breakdown, core disputes, synthesis, assessed_fact_checks), DeepDiveReport
    fetcher.py            — ContentFetcher: fetch_url(httpx+Exa fallback) + from_text()
    analyzer.py           — StructuralAnalyzer: Claude, extracts argument structure (all Chinese output)
    researcher.py         — WebResearcher: Exa.ai 4-category search (no autoprompt param)
    evaluator.py          — MultiPerspectiveEvaluator: Claude, pro/con/neutral + credibility (all Chinese)
    reporter.py           — DeepDiveReporter: Markdown report → Obsidian deep-dive subdir
    cli.py                — DeepDiveOrchestrator + argparse CLI; prints REPORT_PATH: line for parsing
  settings.py             — pydantic-settings; deep_dive_report_dir + deep_dive_model fields
  main.py                 — Scout orchestrator class + main() CLI
.claude/commands/deep-dive.md — /deep-dive slash command (saves to Obsidian by default)
.claude/commands/ai-scout.md  — /ai-scout slash command (daily scan)
SKILLS.md                — Full usage guide for all skills (Chinese)
tests/                   — TDD tests for all modules (pytest-httpx mocks + unittest.mock for Exa)
```

## CLI Entry Points (no venv activation needed)
- `ai-scout` — daily scan (registered in pyproject.toml + /usr/local/bin wrapper)
- `ai-deep-dive` — deep dive analysis (registered in pyproject.toml + /usr/local/bin wrapper)

## Key Architectural Decisions
- Each LLM call has `run()` and `_call_llm()` methods; tests mock `_call_llm` at the class level
- `Novelty` and `ScenarioType` enum mapping from string → enum happens in `run()`, not `_call_llm()`
- Deduplicator skips LLM call when `existing=[]` (returns NEW directly)
- Algolia ANDs multi-word queries: use ONE query per keyword (_KEYWORDS list, 12 terms)
- GitHub Search API: `topic:X OR topic:Y` causes 422; use ONE query per topic (_TOPICS, 8 topics)
- Reddit replaced from OAuth2 to Exa.ai SDK (exa_py v2.6.0+); tests use `unittest.mock.patch`
- Haiku wraps JSON in markdown fences despite instructions; parse_llm_json() strips them
- `max_items_per_run=80` caps LLM calls per run (configurable via MAX_ITEMS_PER_RUN env)
- `ruff` per-file-ignores: `tests/*` + `deep_dive/evaluator.py` + `deep_dive/analyzer.py` ignore E501 (long Chinese prompt strings)
- deep_dive: analyzer + evaluator prompts have explicit 【语言要求】Chinese-output instruction
- deep_dive: fetcher falls back to Exa.ai get_contents() on 403/4xx (Cloudflare sites)
- deep_dive: Exa search_and_contents does NOT support `autoprompt` param — omit it
- deep_dive: cli prints `REPORT_PATH:<path>` for slash command to parse
- deep_dive model configured via `DEEP_DIVE_MODEL` env var (default: claude-sonnet-4-6)

## Running
```bash
# Tests
source venv/bin/activate && pytest tests/ -v   # 162 tests

# Daily scout
ai-scout
ai-scout --dry-run

# Deep dive
ai-deep-dive --url https://...
ai-deep-dive --url https://... --dry-run
```

## Required .env keys
- `ANTHROPIC_API_KEY` + optionally `ANTHROPIC_BASE_URL` for proxy
- `EXA_API_KEY` — Exa.ai API key for Reddit search + Deep Dive research
- `GITHUB_TOKEN` optional (increases rate limit from 60 to 5000 req/hr)
- `DEEP_DIVE_MODEL` optional (default: claude-sonnet-4-6; set to haiku if proxy overloaded)
- `DEEP_DIVE_REPORT_DIR` optional (default: auto_report/deep-dive/)

## Obsidian Report Paths
- Daily: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/YYYY-MM-DD.md`
- Deep Dive: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive/YYYY-MM-DD-HHMM-slug.md`

## Cron
```
0 7 * * * /root/projects/ai_usecases_explorer/venv/bin/python -m ai_usecases_explorer.main >> /var/log/ai_usecases_scout.log 2>&1
```

-- Deep Dive: `/root/vault/obsidian_vault/obsidian/obsidian/auto_report/deep-dive/YYYY-MM-DD-HHMM-slug.md`

+- Deep Dive: `/root/vault/obsidian_vault/obsidian/Documents/obsidian/auto_report/deep-dive/YYYY-MM-DD-HHMM-slug.md`


完成。改动汇总：

1. **`settings.py`** — `obsidian_report_dir` 和 `deep_dive_report_dir` 默认路径都从 `.../obsidian/obsidian/...` 改为 `.../obsidian/Documents/obsidian/...`
2. **文件拷贝** — 缺失的 `2026-03-23.md` 和 `2026-03-24.md` 已拷贝到新目录（deep-dive 子目录内容一致，无需额外拷贝）
3. **Memory** — 更新了 Obsidian 报告路径记录

明天 cron 生成的日报会自动写入新路径。


<bash-input>pwd</bash-input>


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API Error: 429 {"error":{"type":"new_api_error","message":"当前模型 claude-opus-4-6 负载已经达到上限，请稍后重试 (request id: 20260326183721331262292u5Tynsu5)"},"type":"error"}


<command-name>/exit</command-name>
            <command-message>exit</command-message>
            <command-args></command-args>


<local-command-stdout>Bye!</local-command-stdout>