{
  "generated_at": "2026-06-07T17:14:00Z",
  "measure": {
    "error_rate": 0.957,
    "infra_overhead_share_median": 0.167,
    "infra_overhead_share_p90": 0.23,
    "n_sessions": 23,
    "recurring_error_occurrences": 463,
    "schema_thrash_sessions": 7,
    "success_rate": 1.0,
    "tokens_p50": 250725,
    "tokens_p90": 901422
  },
  "n_sessions": 23,
  "suggestions": [
    {
      "cross_flavor": true,
      "pattern_key": "problem:recurring_error:make: *** [makefile:<n>: fix-consistency] error <n>",
      "priority": "high",
      "recommendation": "Investigate recurring error on make: *** [makefile:<n>: fix-consistency] error <n>",
      "repo": "net-kingdom",
      "score": 54.0,
      "signal_type": "recurring_error",
      "title": "cross-flavor problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:tool_thrash:tool:Bash",
      "priority": "high",
      "recommendation": "Batch related shell work into one script, not many small Bash calls",
      "repo": "activity-core",
      "score": 13128.0,
      "signal_type": "tool_thrash",
      "title": "problem: tool thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:tool_thrash:tool:Bash",
      "priority": "high",
      "recommendation": "Batch related shell work into one script, not many small Bash calls",
      "repo": "artifact-store",
      "score": 13128.0,
      "signal_type": "tool_thrash",
      "title": "problem: tool thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:tool_thrash:tool:Bash",
      "priority": "high",
      "recommendation": "Batch related shell work into one script, not many small Bash calls",
      "repo": "citation-evidence",
      "score": 13128.0,
      "signal_type": "tool_thrash",
      "title": "problem: tool thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:tool_thrash:tool:Bash",
      "priority": "high",
      "recommendation": "Batch related shell work into one script, not many small Bash calls",
      "repo": "infospace-bench",
      "score": 13128.0,
      "signal_type": "tool_thrash",
      "title": "problem: tool thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:tool_thrash:tool:Bash",
      "priority": "high",
      "recommendation": "Batch related shell work into one script, not many small Bash calls",
      "repo": "railiance-apps",
      "score": 13128.0,
      "signal_type": "tool_thrash",
      "title": "problem: tool thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:tool_thrash:tool:Bash",
      "priority": "high",
      "recommendation": "Batch related shell work into one script, not many small Bash calls",
      "repo": "state-hub",
      "score": 13128.0,
      "signal_type": "tool_thrash",
      "title": "problem: tool thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:schema_thrash:schema_load",
      "priority": "high",
      "recommendation": "Load the tool schemas you'll need once, up front",
      "repo": "activity-core",
      "score": 441.0,
      "signal_type": "schema_thrash",
      "title": "problem: schema thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:schema_thrash:schema_load",
      "priority": "high",
      "recommendation": "Load the tool schemas you'll need once, up front",
      "repo": "citation-evidence",
      "score": 441.0,
      "signal_type": "schema_thrash",
      "title": "problem: schema thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:schema_thrash:schema_load",
      "priority": "high",
      "recommendation": "Load the tool schemas you'll need once, up front",
      "repo": "flex-auth",
      "score": 441.0,
      "signal_type": "schema_thrash",
      "title": "problem: schema thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:schema_thrash:schema_load",
      "priority": "high",
      "recommendation": "Load the tool schemas you'll need once, up front",
      "repo": "infospace-bench",
      "score": 441.0,
      "signal_type": "schema_thrash",
      "title": "problem: schema thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:schema_thrash:schema_load",
      "priority": "high",
      "recommendation": "Load the tool schemas you'll need once, up front",
      "repo": "ops-bridge",
      "score": 441.0,
      "signal_type": "schema_thrash",
      "title": "problem: schema thrash"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "priority": "high",
      "recommendation": "Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "repo": "activity-core",
      "score": 290.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "priority": "high",
      "recommendation": "Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "repo": "citation-evidence",
      "score": 290.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "priority": "high",
      "recommendation": "Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "repo": "infospace-bench",
      "score": 290.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "priority": "high",
      "recommendation": "Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "repo": "issue-facade",
      "score": 290.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "priority": "high",
      "recommendation": "Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "repo": "railiance-apps",
      "score": 290.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "priority": "high",
      "recommendation": "Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "repo": "state-hub",
      "score": 290.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "priority": "high",
      "recommendation": "Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "repo": "the-custodian",
      "score": 290.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "priority": "high",
      "recommendation": "Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>",
      "repo": "vergabe-teilnahme",
      "score": 290.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has been modified since read, either by the user or by a linter. read it again before attempting to write it.<<path>>",
      "priority": "medium",
      "recommendation": "Investigate recurring error on <tool_use_error>file has been modified since read, either by the user or by a linter. read it again before attempting to write it.<<path>>",
      "repo": "artifact-store",
      "score": 78.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has been modified since read, either by the user or by a linter. read it again before attempting to write it.<<path>>",
      "priority": "medium",
      "recommendation": "Investigate recurring error on <tool_use_error>file has been modified since read, either by the user or by a linter. read it again before attempting to write it.<<path>>",
      "repo": "issue-facade",
      "score": 78.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has been modified since read, either by the user or by a linter. read it again before attempting to write it.<<path>>",
      "priority": "medium",
      "recommendation": "Investigate recurring error on <tool_use_error>file has been modified since read, either by the user or by a linter. read it again before attempting to write it.<<path>>",
      "repo": "railiance-apps",
      "score": 78.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<tool_use_error>file has been modified since read, either by the user or by a linter. read it again before attempting to write it.<<path>>",
      "priority": "medium",
      "recommendation": "Investigate recurring error on <tool_use_error>file has been modified since read, either by the user or by a linter. read it again before attempting to write it.<<path>>",
      "repo": "state-hub",
      "score": 78.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:budget_overrun:tokens",
      "priority": "medium",
      "recommendation": "Read narrowly \u2014 target the region you need, not whole large files",
      "repo": "artifact-store",
      "score": 50.55,
      "signal_type": "budget_overrun",
      "title": "problem: budget overrun"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:{",
      "priority": "medium",
      "recommendation": "Investigate recurring error on {",
      "repo": "vergabe-teilnahme",
      "score": 12.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:found <n> errors (<n> fixed, <n> remaining).",
      "priority": "medium",
      "recommendation": "Investigate recurring error on found <n> errors (<n> fixed, <n> remaining).",
      "repo": "ops-bridge",
      "score": 10.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:(note: edit also tried swapping \\uxxxx escapes and their characters; neither form matched, so the mismatch is likely elsewhere in old_string. re-read the file a",
      "priority": "medium",
      "recommendation": "Investigate recurring error on (note: edit also tried swapping \\uxxxx escapes and their characters; neither form matched, so the mismatch is likely elsewhere in old_string. re-read the file a",
      "repo": "net-kingdom",
      "score": 6.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:found <n> error (<n> fixed, <n> remaining).",
      "priority": "medium",
      "recommendation": "Investigate recurring error on found <n> error (<n> fixed, <n> remaining).",
      "repo": "ops-bridge",
      "score": 6.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    },
    {
      "cross_flavor": false,
      "pattern_key": "problem:recurring_error:<n> failed, <n> passed in <n>.00s",
      "priority": "medium",
      "recommendation": "Investigate recurring error on <n> failed, <n> passed in <n>.00s",
      "repo": "agentic-resources",
      "score": 4.0,
      "signal_type": "recurring_error",
      "title": "problem: recurring error"
    }
  ],
  "window": {
    "days": 30,
    "since": "2026-05-08T17:14:00Z",
    "until": "2026-06-07T17:14:00Z"
  }
}