AGENT ACTION MAP
================
Steps captured: 31
LangGraph timed steps: 24

INVESTIGATOR SIGNALS
--------------------
  +-- Summary
      Field resolution: 3 found, 7 unknown, 0 pending (10 core fields)
      Source-backed found values: 3 (across 12 tracked fields)
      Unresolved focus: education_level, education_institution, education_field, class_back...
      Risk signal: LOW_EVIDENCE_FINAL_ANSWER

WHAT HAPPENED OVERALL
---------------------
  +-- Summary
      Human prompts: 1
      AI turns: 14 tool-call turn(s), 1 answer turn(s)
      Tool results: 15 total (Tool save_finding=6, Tool OpenW...date_plan=1, Tool wikipedia=1)
      Structured terminal answer emitted
      Plan status: Plan steps: 4 total (1 completed, 0 in_progress, 3 pending)
      Anomalies: 1 flagged step(s) (LOW_EVIDENCE_FINAL_ANSWER..._RESULT=1, OFF_TOPIC_RESULT=0)

START
  +-- [PLAN] Plan steps: 4 total (1 completed, 0 in_progress, 3 pending)
  +-- [LANGGRAPH] Node aggregates (minutes, tokens, count)
      tools: 2.9783m (tok=0, n=11)
      agent: 0.8048m (tok=71966, n=11)
      planner: 0.2145m (tok=2260, n=1)
      finalize: 0.1505m (tok=8863, n=1)
  +-- [LANGGRAPH] Slowest timed invocations
      #23 tools: 1.5310m (tok=0)
      #09 tools: 0.7484m (tok=0)
      #05 tools: 0.4421m (tok=0)
      #02 agent: 0.2516m (tok=1998)
      #11 tools: 0.2395m (tok=0)
  +-- [TIMING] wall=3.9356m nodes=4.1480m delta=-0.2124m (overlap likely)
  +-- [01] Submitted task prompt
      by: Human
      tok: in=0 out=0 total=0
      min: n/a
      detail: TASK OVERVIEW: You are a search-enabled research agent specializing in biographical...
  +-- [02] Requested 2 tool calls (update_plan, wikipedia)
      by: AI
      tok: in=0 out=0 total=0
      min: n/a
      detail: update_plan(status=in_progress, step_id=1) | wikipedia(...y=Leonid Slutsky (politic...
  +-- [03] Returned result
      by: Tool update_plan
      tok: in=0 out=0 total=0
      min: n/a
      detail: Plan step 1 updated to 'in_progress'
  +-- [04] Returned result
      by: Tool wikipedia
      tok: in=0 out=0 total=0
      min: n/a
      detail: Page: Leonid Slutsky (politician) Summary: Leonid Eduardovich Slutsky ( SLOOT-ski; ...
  +-- [05] Requested 1 tool call (OpenWebpage)
      by: AI
      tok: in=0 out=0 total=0
      min: n/a
      detail: OpenWebpage(url=https://en.wikipedia.org/w...ky_(politician))
  +-- [06] Returned result
      by: Tool OpenWebpage
      tok: in=0 out=0 total=0
      min: n/a
      detail: URL: https://en.wikipedia.org/wiki/Leonid_Slutsky_(poli...] Log in Personal tools D...
  +-- [07] Requested 1 tool call (save_finding)
      by: AI
      tok: in=0 out=0 total=0
      min: n/a
      detail: save_finding(finding=birth_year = 1968 (source:...y_(politician)), category=fact)
  +-- [08] Returned result
      by: Tool save_finding
      tok: in=0 out=0 total=0
      min: n/a
      detail: Saved to scratchpad: birth_year = 1968 (source: https:/...i/Leonid_Slutsky_(politic...
  +-- [09] Requested 1 tool call (Search)
      by: AI
      tok: in=1660 out=338 total=1998
      min: 0.2516m
      detail: Search(query=Leonid Eduardovich Slutsky biography educ...)
  +-- [10] Returned result
      by: Tool Search
      tok: in=0 out=0 total=0
      min: n/a
      detail: __START_OF_SOURCE 1__ <CONTENT> LeonidEduardovichSlutsk...ky </URL> __END_OF_SOURCE...
  +-- [11] Requested 1 tool call (OpenWebpage)
      by: AI
      tok: in=2337 out=175 total=2512
      min: 0.0295m
      detail: OpenWebpage(url=https://www.spisok-putina....ersonas/slutsky)
  +-- [12] Returned result
      by: Tool OpenWebpage
      tok: in=0 out=0 total=0
      min: n/a
      detail: URL: https://www.spisok-putina.org/en/personas/slutsky ...up/propagandists/] Accomp...
  +-- [13] Requested 1 tool call (Search)
      by: AI
      tok: in=2979 out=171 total=3150
      min: 0.0362m
      detail: Search(query=Leonid Slutsky United Russia politician 2016)
  +-- [14] Returned result
      by: Tool Search
      tok: in=0 out=0 total=0
      min: n/a
      detail: __START_OF_SOURCE 1__ <CONTENT> LeonidEduardovich Sluts...ky </URL> __END_OF_SOURCE...
  +-- [15] Requested 1 tool call (OpenWebpage)
      by: AI
      tok: in=3299 out=40 total=3339
      min: 0.0402m
      detail: OpenWebpage(url=https://reference.org/fact...tician/tasPv0W9)
  +-- [16] Returned result
      by: Tool OpenWebpage
      tok: in=0 out=0 total=0
      min: n/a
      detail: URL: https://reference.org/facts/leonid_slutsky_politic...arty being associated wit...
  +-- [17] Requested 1 tool call (save_finding)
      by: AI
      tok: in=5144 out=767 total=5911
      min: 0.0897m
      detail: save_finding(finding=birth_place = Moscow (sour...ician/tasPv0W9), category=fact)
  +-- [18] Returned result
      by: Tool save_finding
      tok: in=0 out=0 total=0
      min: n/a
      detail: Saved to scratchpad: birth_place = Moscow (source: http...d_slutsky_politician/tasP...
  +-- [19] Requested 1 tool call (save_finding)
      by: AI
      tok: in=7825 out=819 total=8644
      min: 0.0860m
      detail: save_finding(finding=education_institution = Mo...u/en/home-page), category=fact)
  +-- [20] Returned result
      by: Tool save_finding
      tok: in=0 out=0 total=0
      min: n/a
      detail: Saved to scratchpad: education_institution = Moscow Ins...ps://lslutsky.ru/en/home-...
  +-- [21] Requested 1 tool call (save_finding)
      by: AI
      tok: in=8729 out=106 total=8835
      min: 0.0299m
      detail: save_finding(finding=education_field = Economic...u/en/home-page), category=fact)
  +-- [22] Returned result
      by: Tool save_finding
      tok: in=0 out=0 total=0
      min: n/a
      detail: Saved to scratchpad: education_field = Economics (sourc...ps://lslutsky.ru/en/home-...
  +-- [23] Requested 1 tool call (save_finding)
      by: AI
      tok: in=8934 out=101 total=9035
      min: 0.0509m
      detail: save_finding(finding=education_level = Doctorat...u/en/home-page), category=fact)
  +-- [24] Returned result
      by: Tool save_finding
      tok: in=0 out=0 total=0
      min: n/a
      detail: Saved to scratchpad: education_level = Doctorate (Docto...ps://lslutsky.ru/en/home-...
  +-- [25] Requested 1 tool call (save_finding)
      by: AI
      tok: in=9120 out=106 total=9226
      min: 0.0575m
      detail: save_finding(finding=prior_occupation = Banking...rsonas/slutsky), category=fact)
  +-- [26] Returned result
      by: Tool save_finding
      tok: in=0 out=0 total=0
      min: n/a
      detail: Saved to scratchpad: prior_occupation = Banking executi...ina.org/en/personas/sluts...
  +-- [27] Requested 1 tool call (Search)
      by: AI
      tok: in=9303 out=141 total=9444
      min: 0.0609m
      detail: Search(query="Leonid Slutsky" "United Russia" deputy 2016)
  +-- [28] Returned result
      by: Tool Search
      tok: in=0 out=0 total=0
      min: n/a
      detail: __START_OF_SOURCE 1__ <CONTENT> In the list of Senators...738 </URL> __END_OF_SOURC...
  +-- [29] Requested 1 tool call (OpenWebpage)
      by: AI
      tok: in=9591 out=281 total=9872
      min: 0.0724m
      detail: OpenWebpage(url=https://duma.gov.ru/en/news/56738)
  +-- [30] Returned result
      by: Tool OpenWebpage
      tok: in=0 out=0 total=0
      min: n/a
      detail: {"ok":false,"tool":"OpenWebpage","error_type":"timeout"...null,"attempt":2,"attempt...
  +-- [31] Produced structured answer
      by: AI
      tok: in=7039 out=1824 total=8863
      min: 0.1505m
      flag: LOW_EVIDENCE_FINAL_ANSWER
      detail: {"education_level":"Unknown","education_level_source":n..., high_conflict_demotion(...
END