Dotta and Claude Opus 5.5
95d476c57b
docs(plans): record the measured seed experiment for per-turn uploads ( #20139 )
...
## Thinking Path
- #20100 proposed sending only the changed files on per-turn follow-ups,
with the repository seed held inside Daytona in a snapshot or a volume.
It asked for one measured experiment before building.
- Snapshot and volume operations were blocked by our Daytona key's
permissions. A restricted key with those permissions now exists, so the
experiment has run.
- This PR records the numbers and the decision in the design doc.
## Linked Issues or Issue Description
Refs #20100
**What happened?**
The #20100 design's seed-location choice was unmeasured: snapshot build
time and volume read speed were both open questions.
**Steps to reproduce**
1. Run the SDK timing of direct upload, volume extract, and snapshot
build and create on the paperclip seed (58.7 MB gzip) in Daytona `us`, 2
vCPU.
**Expected behavior**
The design doc states the measured winner, the per-turn saving, the
one-time cost, and the work needed to build it.
## What Changed
- `doc/plans/2026-11-08-incremental-per-turn-workspace-upload.md`:
- The status now reads: measured; snapshot chosen; not built.
- New "Experiment results" table:
- direct upload: 6.4 s per turn;
- volume: 6.8 s per turn, which rules it out;
- snapshot: about 2–3.5 s per turn, after a 177 s build per seed
generation.
- Findings: fork is unsupported, compression is exhausted, and the
snapshot builder runs as `daytona` and does not extract archives.
- New "Work to build the snapshot seed" list: lifecycle, sandbox
creation, verification and fallback, expiry and cleanup, and rebuild
policy.
## Verification
Docs only. Every Daytona resource the experiment created was deleted,
and an account-wide listing confirmed none remained.
## Risks
None at runtime.
## Model Used
Claude Opus 5.5 (`claude-opus-5-5`, Anthropic), 1M context window, tool
use and code execution, via Claude Code.
## Checklist
- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have searched GitHub for duplicate or related PRs and linked
them above
- [x] I have either (a) linked existing issues with `Fixes: #` / `Closes
#` / `Refs #` OR (b) described the issue in-PR following the relevant
issue template
- [x] I have not referenced internal/instance-local Paperclip issues or
links (only public GitHub `#NNN` / `github.com/paperclipai/paperclip`
URLs)
- [x] My branch name describes the change (e.g. `docs/...`, `fix/...`)
and contains no internal Paperclip ticket id or instance-derived details
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [ ] All Paperclip CI gates are green
- [ ] Greptile is 5/5 with no open P2s, recommendations, or follow-ups
- [x] I will address all Greptile and reviewer comments before
requesting merge
🤖 Generated with [Claude Code](https://claude.com/claude-code )
---------
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-11-08 18:21:08 -06:00
..
2026-09-16 11:45:14 -07:00
2026-03-13 21:10:45 -05:00
2026-03-13 15:07:56 -05:00
2026-03-23 08:14:51 -05:00
2026-03-13 14:37:44 -05:00
2026-03-13 23:03:51 -05:00
2026-03-13 11:53:56 -05:00
2026-05-28 07:33:51 -10:00
2026-03-16 15:11:01 -05:00
2026-03-16 15:11:01 -05:00
2026-03-14 18:59:26 -05:00
2026-03-18 07:59:32 -05:00
2026-04-10 22:26:30 -05:00
2026-03-18 07:57:36 -05:00
2026-04-06 21:23:33 -05:00
2026-04-06 21:24:22 -05:00
2026-04-09 06:14:12 -05:00
2026-04-09 06:14:12 -05:00
2026-04-09 06:14:12 -05:00
2026-04-09 06:14:12 -05:00
2026-04-09 06:14:12 -05:00
2026-04-14 13:34:52 -05:00
2026-06-23 08:27:19 -05:00
2026-05-09 18:22:17 -05:00
2026-05-15 10:53:09 -05:00
2026-05-15 10:53:09 -05:00
2026-05-10 07:34:12 -05:00
2026-06-02 17:13:29 -07:00
2026-06-02 17:13:29 -07:00
2026-05-28 07:33:51 -10:00
2026-06-05 16:48:02 -05:00
2026-07-14 15:48:57 -05:00
2026-10-21 16:19:58 -05:00
2026-09-07 14:14:43 -05:00
2026-09-09 09:14:25 -05:00
2026-09-09 13:49:12 -05:00
2026-09-09 15:35:18 -05:00
2026-09-09 15:35:18 -05:00
2026-09-12 08:56:04 -05:00
2026-09-12 16:51:26 -05:00
2026-09-12 15:23:50 -05:00
2026-10-13 16:54:41 -05:00
2026-10-13 21:39:56 -05:00
2026-09-12 19:41:15 -05:00
2026-09-16 13:54:44 -07:00
2026-09-14 08:05:06 -05:00
2026-09-21 14:41:19 -05:00
2026-09-21 14:41:19 -05:00
2026-09-21 12:53:11 -05:00
2026-09-28 14:49:14 -05:00
2026-09-25 15:28:11 -07:00
2026-09-25 15:28:11 -07:00
2026-09-25 15:28:11 -07:00
2026-09-22 15:29:07 -05:00
2026-09-24 16:36:49 -05:00
2026-09-25 15:28:11 -07:00
2026-09-29 10:25:52 -05:00
2026-09-29 08:56:21 -05:00
2026-09-30 07:13:16 -05:00
2026-10-06 12:35:16 -05:00
2026-10-06 12:35:16 -05:00
2026-10-05 14:57:04 -05:00
2026-10-03 06:42:51 -05:00
2026-10-03 06:42:51 -05:00
2026-10-03 06:42:51 -05:00
2026-10-02 17:56:42 -05:00
2026-10-02 17:56:42 -05:00
2026-10-03 12:32:42 -05:00
2026-10-03 12:32:42 -05:00
2026-10-07 19:44:17 -05:00
2026-10-03 12:32:42 -05:00
2026-10-03 12:32:42 -05:00
2026-10-09 08:56:41 -05:00
2026-10-03 12:32:42 -05:00
2026-10-03 12:32:42 -05:00
2026-10-06 16:11:43 -05:00
2026-10-05 14:57:04 -05:00
2026-10-05 18:16:00 -05:00
2026-10-20 07:33:14 -05:00
2026-10-20 07:33:14 -05:00
2026-10-20 07:33:14 -05:00
2026-10-06 20:48:15 -05:00
2026-10-06 15:21:22 -05:00
2026-10-05 08:10:14 -05:00
2026-10-05 08:10:14 -05:00
2026-10-06 12:35:16 -05:00
2026-10-06 12:35:16 -05:00
2026-10-20 07:33:14 -05:00
2026-10-05 14:57:04 -05:00
2026-10-05 20:03:35 -05:00
2026-10-05 20:03:35 -05:00
2026-10-05 20:03:35 -05:00
2026-10-06 09:36:01 -05:00
2026-10-06 21:38:15 -05:00
2026-10-14 11:33:02 -05:00
2026-10-06 20:29:58 -05:00
2026-10-06 20:29:58 -05:00
2026-10-06 20:29:58 -05:00
2026-10-09 17:01:20 -05:00
2026-10-06 21:28:16 -05:00
2026-10-06 16:11:43 -05:00
2026-10-09 17:01:20 -05:00
2026-10-07 06:18:51 -05:00
2026-10-08 04:52:12 -05:00
2026-10-07 13:53:46 -05:00
2026-10-09 12:58:35 -05:00
2026-10-20 07:33:14 -05:00
2026-10-20 07:33:14 -05:00
2026-10-20 07:33:14 -05:00
2026-10-20 07:33:14 -05:00
2026-10-29 08:58:27 -05:00
2026-10-30 22:02:58 -05:00
2026-10-08 08:45:36 -05:00
2026-10-10 13:09:17 -05:00
2026-10-17 23:01:42 -05:00
2026-10-14 22:31:38 -05:00
2026-10-13 16:54:41 -05:00
2026-10-29 12:44:34 -05:00
2026-10-12 09:49:34 -05:00
2026-10-20 07:33:14 -05:00
2026-10-16 13:46:50 -05:00
2026-10-12 22:46:25 +00:00
2026-10-13 00:26:33 -05:00
2026-10-12 19:26:54 +00:00
2026-10-13 07:26:32 -05:00
2026-10-12 12:03:23 -05:00
2026-10-19 14:17:24 -05:00
2026-10-15 00:00:51 -05:00
2026-10-15 00:00:51 -05:00
2026-10-13 16:11:43 -05:00
2026-10-13 16:11:43 -05:00
2026-10-12 22:23:11 +00:00
2026-10-12 22:23:11 +00:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:12:34 -05:00
2026-10-14 23:17:13 -05:00
2026-10-14 23:13:15 -05:00
2026-10-14 23:13:31 -05:00
2026-10-14 23:13:45 -05:00
2026-10-14 23:13:45 -05:00
2026-10-14 23:35:43 -05:00
2026-10-14 23:41:48 -05:00
2026-10-14 23:47:22 -05:00
2026-10-14 23:47:22 -05:00
2026-10-14 23:47:38 -05:00
2026-10-14 21:43:12 -05:00
2026-10-14 21:43:12 -05:00
2026-10-14 23:51:37 -05:00
2026-10-14 23:56:07 -05:00
2026-10-12 22:23:11 +00:00
2026-10-12 10:44:02 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-14 23:57:43 -05:00
2026-10-15 00:06:35 -05:00
2026-10-15 00:06:50 -05:00
2026-10-14 23:59:17 -05:00
2026-10-15 00:10:50 -05:00
2026-10-27 08:21:02 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:09:21 -05:00
2026-10-18 07:15:53 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-17 23:01:42 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:02:38 -05:00
2026-10-15 00:23:28 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-14 23:51:52 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 00:02:23 -05:00
2026-10-15 00:12:27 -05:00
2026-10-15 00:06:50 -05:00
2026-10-15 06:59:50 -05:00
2026-10-15 13:26:09 -05:00
2026-10-15 10:38:46 -05:00
2026-10-17 22:54:28 -05:00
2026-10-15 07:33:03 -05:00
2026-10-19 08:45:09 -05:00
2026-10-15 06:31:59 -05:00
2026-10-16 13:35:26 -05:00
2026-10-17 21:18:11 -05:00
2026-10-18 21:43:15 -05:00
2026-10-19 07:28:35 -05:00
2026-10-20 07:33:14 -05:00
2026-10-20 12:46:14 -05:00
2026-10-19 12:13:28 -05:00
2026-10-19 12:13:28 -05:00
2026-10-20 12:46:14 -05:00
2026-10-20 12:46:14 -05:00
2026-10-20 07:33:14 -05:00
2026-10-21 13:02:27 -05:00
2026-10-20 11:32:25 -05:00
2026-10-27 21:39:23 -05:00
2026-10-21 15:00:12 -05:00
2026-10-21 22:39:00 -05:00
2026-11-05 08:14:49 +00:00
2026-10-27 22:23:30 -05:00
2026-10-27 21:07:10 -05:00
2026-10-29 11:12:16 -05:00
2026-10-26 08:11:39 -05:00
2026-10-27 21:37:50 -05:00
2026-10-28 23:40:45 -05:00
2026-10-28 22:27:11 -05:00
2026-10-28 07:25:20 -05:00
2026-10-28 11:07:54 -05:00
2026-10-28 07:25:20 -05:00
2026-10-28 21:51:47 -05:00
2026-10-27 23:32:24 -05:00
2026-10-28 14:14:28 -05:00
2026-10-28 16:06:42 -05:00
2026-10-28 17:08:27 -05:00
2026-10-28 18:42:54 -05:00
2026-10-28 23:40:45 -05:00
2026-10-28 20:05:31 -05:00
2026-10-28 13:34:38 -05:00
2026-10-28 21:29:02 -05:00
2026-10-28 15:45:18 -05:00
2026-10-28 11:22:29 -05:00
2026-10-29 02:31:20 -05:00
2026-10-29 02:31:20 -05:00
2026-10-28 22:53:19 -05:00
2026-10-28 21:07:55 -05:00
2026-10-28 22:13:57 -05:00
2026-10-28 10:51:16 -05:00
2026-10-28 10:32:30 -05:00
2026-10-28 15:00:31 -05:00
2026-10-29 00:13:22 -05:00
2026-10-28 09:41:15 -05:00
2026-10-28 09:41:15 -05:00
2026-10-28 08:30:15 -05:00
2026-10-28 08:57:58 -05:00
2026-10-28 07:38:48 -05:00
2026-10-28 07:50:27 -05:00
2026-10-28 17:20:01 -07:00
2026-10-29 07:55:53 -05:00
2026-10-29 06:18:40 -05:00
2026-10-29 02:54:46 -05:00
2026-10-29 07:42:14 -05:00
2026-10-26 14:29:20 -05:00
2026-10-29 06:18:40 -05:00
2026-10-29 06:37:48 -05:00
2026-10-29 05:35:01 -05:00
2026-10-29 04:53:11 -05:00
2026-10-29 05:10:16 -05:00
2026-10-29 03:40:01 -05:00
2026-10-29 04:40:01 -05:00
2026-10-29 04:24:57 -05:00
2026-10-27 14:17:01 -05:00
2026-10-27 20:59:01 -05:00
2026-10-27 20:59:01 -05:00
2026-10-28 07:19:22 -05:00
2026-10-29 08:40:56 -05:00
2026-10-28 07:20:08 -05:00
2026-10-27 20:59:01 -05:00
2026-10-29 08:08:04 -05:00
2026-10-29 11:12:16 -05:00
2026-10-29 10:14:12 -05:00
2026-10-28 07:18:17 -05:00
2026-10-29 13:25:54 -05:00
2026-10-29 13:25:54 -05:00
2026-10-28 11:46:58 -05:00
2026-11-03 13:55:39 -06:00
2026-10-30 22:26:15 -05:00
2026-10-28 16:10:43 -05:00
2026-10-29 12:19:37 -05:00
2026-10-29 12:19:37 -05:00
2026-10-29 09:13:01 -05:00
2026-10-28 16:11:01 -05:00
2026-10-29 13:25:54 -05:00
2026-10-29 19:51:32 -05:00
2026-10-29 18:58:26 -05:00
2026-10-29 16:56:28 -05:00
2026-10-31 17:22:31 -05:00
2026-10-31 12:28:40 -05:00
2026-10-31 14:31:31 -05:00
2026-10-30 15:08:16 -05:00
2026-10-31 10:03:59 -05:00
2026-10-30 16:18:27 -05:00
2026-11-06 13:48:55 -06:00
2026-10-30 15:17:35 -05:00
2026-10-31 15:38:43 -05:00
2026-10-31 09:41:27 -05:00
2026-10-31 16:00:35 -05:00
2026-10-31 13:44:46 -05:00
2026-10-31 07:33:52 -05:00
2026-10-31 07:33:52 -05:00
2026-10-31 07:33:52 -05:00
2026-10-31 07:33:52 -05:00
2026-10-31 07:33:52 -05:00
2026-10-31 07:33:52 -05:00
2026-10-31 13:19:31 -05:00
2026-10-31 09:07:52 -05:00
2026-11-06 13:48:55 -06:00
2026-11-02 13:11:41 -06:00
2026-11-07 02:12:48 -06:00
2026-11-03 13:48:56 -06:00
2026-11-04 07:29:28 -06:00
2026-11-06 21:08:27 -06:00
2026-11-03 13:48:56 -06:00
2026-11-04 07:14:58 -06:00
2026-11-05 21:22:33 -06:00
2026-11-06 19:17:25 -08:00
2026-11-06 10:45:52 -06:00
2026-11-06 10:45:52 -06:00
2026-11-06 18:42:45 -06:00
2026-11-06 20:45:29 -06:00
2026-11-08 12:32:42 -06:00
2026-11-07 10:45:17 -06:00
2026-11-06 20:08:19 -06:00
2026-11-07 13:20:35 -06:00
2026-11-07 10:47:31 -06:00
2026-11-08 11:06:32 -06:00
2026-11-07 23:51:57 -06:00
2026-11-08 12:32:42 -06:00
2026-11-07 15:24:12 -06:00
2026-11-07 15:24:12 -06:00
2026-11-07 13:02:54 -06:00
2026-11-08 18:21:08 -06:00
2026-11-08 14:13:05 -06:00
2026-03-13 09:41:12 -05:00
2026-03-13 16:37:40 -05:00