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Agent run #107
research_ladder success manual
claude-sonnet-5 · started 2026-10-05T09:50:21
· finished 2026-10-05T09:53:31
Steps
7
Tool calls
7
Input tokens
67751
Output tokens
3209
Cost
$0.3710
Input summary
MSFT L2: 6 scans plus the internal fact pack
Final memo
Deep report for Microsoft Corporation written from 6 scans and the fact pack; every section landed.
Reasoning trace — step-by-step, tool calls inline
Step 1
tool_use
2108 in / 534 out · 27.4s
Scan — Recent developments (30d): the month's items were the quarter and routine coverage; nothing in them moved the standing read.
→ perplexity_search
11.06s
Tool input
{
"query": "Microsoft Corporation (MSFT) recent developments (30d)",
"topic": "recent"
}
Result
{
"snippets": 9,
"source_key": "pplx:24663:133368050431",
"sources_kept": 3
}
Step 2
tool_use
4964 in / 223 out · 18.2s
Scan — Competition & industry: the peer set is small and scaled; the differentiator is the installed base and the switching cost that comes with it.
→ perplexity_search
4.71s
Tool input
{
"query": "Microsoft Corporation (MSFT) competition \u0026 industry",
"topic": "competition"
}
Result
{
"snippets": 5,
"source_key": "pplx:24663:347409709704",
"sources_kept": 5
}
Step 3
tool_use
9262 in / 388 out · 23.2s
Scan — Management & insiders: insider activity over six months was routine option-related selling; the board and the compensation plan are conventional.
→ perplexity_search
2.49s
Tool input
{
"query": "Microsoft Corporation (MSFT) management \u0026 insiders",
"topic": "management"
}
Result
{
"snippets": 10,
"source_key": "pplx:24663:593361599618",
"sources_kept": 6
}
Step 4
tool_use
6324 in / 489 out · 22.5s
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
2.48s
Tool input
{
"query": "Microsoft Corporation (MSFT) guidance \u0026 consensus",
"topic": "guidance"
}
Result
{
"snippets": 10,
"source_key": "pplx:24663:518438020348",
"sources_kept": 6
}
Step 5
tool_use
10492 in / 650 out · 30.4s
Scan — Events & catalysts: the next scheduled item is the quarterly report; the rest of the calendar is industry events.
→ perplexity_search
5.82s
Tool input
{
"query": "Microsoft Corporation (MSFT) events \u0026 catalysts",
"topic": "catalysts"
}
Result
{
"snippets": 9,
"source_key": "pplx:24663:163999687757",
"sources_kept": 5
}
Step 6
tool_use
10990 in / 424 out · 20.3s
Scan — Short interest & governance: short interest is a small share of the float and governance items are routine.
→ perplexity_search
7.19s
Tool input
{
"query": "Microsoft Corporation (MSFT) short interest \u0026 governance",
"topic": "short_governance"
}
Result
{
"snippets": 10,
"source_key": "pplx:24663:230979929794",
"sources_kept": 3
}
Step 7
end_turn
13567 in / 218 out · 32.8s
Writing the deep report for MSFT from the scans and the internal fact pack.
→ write_memo
12.71s
Tool input
{
"level": 2,
"sections": [
"scan_recent",
"scan_competition",
"scan_management",
"scan_guidance",
"scan_catalysts",
"scan_short_governance",
"report"
]
}
Result
{
"citations": 13,
"memo_id": null,
"words": 2142
}