Agent run #116

research_ladder success manual

claude-haiku-4-5 · started 2026-09-25T12:52:46 · finished 2026-09-25T12:53:31

Steps

Tool calls

Input tokens

27580

Output tokens

1033

Cost

$0.0490

Input summary

LLY L1: 4 scans plus the internal fact pack

Final memo

Short report for Eli Lilly and Company written from 4 scans and the fact pack; every section landed.

Reasoning trace — step-by-step, tool calls inline

Step 1 tool_use 3291 in / 167 out · 13.5s

Scan — Recent developments (30d): the month's items were the quarter and routine coverage; nothing in them moved the standing read.

→ perplexity_search 4.31s

Tool input

{
  "query": "Eli Lilly and Company (LLY) recent developments (30d)",
  "topic": "recent"
}

Result

{
  "snippets": 10,
  "source_key": "pplx:24663:983670920794",
  "sources_kept": 4
}

Step 2 tool_use 3453 in / 318 out · 17.7s

Scan — Competition & industry: the peer set is small and scaled; the differentiator is the product cycle and the depth of the pipeline behind it.

→ perplexity_search 5.15s

Tool input

{
  "query": "Eli Lilly and Company (LLY) competition \u0026 industry",
  "topic": "competition"
}

Result

{
  "snippets": 9,
  "source_key": "pplx:24663:486347436892",
  "sources_kept": 4
}

Step 3 tool_use 3668 in / 388 out · 19.8s

Scan — Guidance & consensus: the consensus sits a little above the company's own framework; the gap is the growth the market is paying for.

→ perplexity_search 5.89s

Tool input

{
  "query": "Eli Lilly and Company (LLY) guidance \u0026 consensus",
  "topic": "guidance"
}

Result

{
  "snippets": 5,
  "source_key": "pplx:24663:657375747536",
  "sources_kept": 3
}

Step 4 tool_use 5023 in / 485 out · 17.6s

Scan — Events & catalysts: the next scheduled item is the quarterly report; the rest of the calendar is industry events.

→ perplexity_search 5.93s

Tool input

{
  "query": "Eli Lilly and Company (LLY) events \u0026 catalysts",
  "topic": "catalysts"
}

Result

{
  "snippets": 4,
  "source_key": "pplx:24663:302937414945",
  "sources_kept": 4
}

Step 5 end_turn 8395 in / 421 out · 23.5s

Writing the short report for LLY from the scans and the internal fact pack.

→ write_memo 2.55s

Tool input

{
  "level": 1,
  "sections": [
    "scan_recent",
    "scan_competition",
    "scan_guidance",
    "scan_catalysts",
    "report"
  ]
}

Result

{
  "citations": 11,
  "memo_id": null,
  "words": 694
}