# Weekly Coding Retro  (2026-05-08 → 2026-06-07)
_23 real sessions · generated 2026-06-07T17:14:00Z_

## Top improvement suggestions (cross-flavor first, ≤3 per repo)
- **net-kingdom** (high, score=54.0) [CROSS-FLAVOR]: cross-flavor problem: recurring error — Investigate recurring error on make: *** [makefile:<n>: fix-consistency] error <n>
- **activity-core** (high, score=13128.0): problem: tool thrash — Batch related shell work into one script, not many small Bash calls
- **artifact-store** (high, score=13128.0): problem: tool thrash — Batch related shell work into one script, not many small Bash calls
- **citation-evidence** (high, score=13128.0): problem: tool thrash — Batch related shell work into one script, not many small Bash calls
- **infospace-bench** (high, score=13128.0): problem: tool thrash — Batch related shell work into one script, not many small Bash calls
- **railiance-apps** (high, score=13128.0): problem: tool thrash — Batch related shell work into one script, not many small Bash calls
- **state-hub** (high, score=13128.0): problem: tool thrash — Batch related shell work into one script, not many small Bash calls
- **activity-core** (high, score=441.0): problem: schema thrash — Load the tool schemas you'll need once, up front
- **citation-evidence** (high, score=441.0): problem: schema thrash — Load the tool schemas you'll need once, up front
- **flex-auth** (high, score=441.0): problem: schema thrash — Load the tool schemas you'll need once, up front
- **infospace-bench** (high, score=441.0): problem: schema thrash — Load the tool schemas you'll need once, up front
- **ops-bridge** (high, score=441.0): problem: schema thrash — Load the tool schemas you'll need once, up front
- **activity-core** (high, score=290.0): problem: recurring error — Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>
- **citation-evidence** (high, score=290.0): problem: recurring error — Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>
- **infospace-bench** (high, score=290.0): problem: recurring error — Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>
- **issue-facade** (high, score=290.0): problem: recurring error — Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>
- **railiance-apps** (high, score=290.0): problem: recurring error — Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>
- **state-hub** (high, score=290.0): problem: recurring error — Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>
- **the-custodian** (high, score=290.0): problem: recurring error — Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>
- **vergabe-teilnahme** (high, score=290.0): problem: recurring error — Investigate recurring error on <tool_use_error>file has not been read yet. read it first before writing to it.<<path>>
- **artifact-store** (medium, score=78.0): problem: recurring error — 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>>
- **issue-facade** (medium, score=78.0): problem: recurring error — 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>>
- **railiance-apps** (medium, score=78.0): problem: recurring error — 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>>
- **state-hub** (medium, score=78.0): problem: recurring error — 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>>
- **artifact-store** (medium, score=50.55): problem: budget overrun — Read narrowly — target the region you need, not whole large files
- **vergabe-teilnahme** (medium, score=12.0): problem: recurring error — Investigate recurring error on {
- **ops-bridge** (medium, score=10.0): problem: recurring error — Investigate recurring error on found <n> errors (<n> fixed, <n> remaining).
- **net-kingdom** (medium, score=6.0): problem: recurring error — 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
- **ops-bridge** (medium, score=6.0): problem: recurring error — Investigate recurring error on found <n> error (<n> fixed, <n> remaining).
- **agentic-resources** (medium, score=4.0): problem: recurring error — Investigate recurring error on <n> failed, <n> passed in <n>.00s

## Fleet snapshot
- infra-overhead median: 0.167
- error rate: 0.957  ·  schema-thrash: 7
- success rate: 1.0  ·  tokens p50: 250725