gpt-5.6-terra
Running gpt-5.6-terra inside codex.
Workflow
FastAPI: Add POST /api/v1/projects/{project_id}/tasks endpoint Plan → Review plan → Execute → Review & fix → Open PR → Verify PR → Verify e2e
Every run uses the same steps in the same order. Full workflow definition →
All steps run as one workflow, inside a single Docker container.
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| # | Step | Kind | What happens |
|---|---|---|---|
| 1 | pullIssue | host | Fetches the GitHub issue and creates a branch |
| 2 | plan | agent | Drafts a plan from the ticket, including tests |
| 3 | reviewPlan | agent | Always runs; returns the full final plan |
| 4 | execute | agent | Implements the landing page; may run repeated preview captures; no harness step timeout |
| 5 | reviewAndCorrect | agent | Visual review against the brief and reference render; fixes layout and copy; no harness step timeout |
| 6 | openPullRequest | agent | Commits, pushes, opens a pull request into main |
| 7 | verifyPullRequest | host | Checks that the exact pull request is open |
| 8 | verifyPullRequestCheck | host | Waits for the required end-to-end check to pass |
| 9 | summarizeUsage | host | Totals tokens and cost |
| 10 | score | host | Records the final result |
Runs
Speed
Reasoning
Run 5 $0.80 PASS
Steps
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| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.05 | 0m 53s | 7,478 | 2,247 | 3 |
| reviewPlan | succeeded | $0.06 | 0m 42s | 15,108 | 2,045 | 2 |
| execute | succeeded | $0.35 | 4m 23s | 60,358 | 12,081 | 13 |
| reviewAndCorrect | succeeded | $0.16 | 1m 46s | 29,654 | 4,267 | 19 |
| openPullRequest | succeeded | $0.18 | 1m 43s | 38,826 | 3,940 | 14 |
| verifyPullRequest | succeeded | $0.00 | 0m 01s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 36s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.80
- Agent time
- 9m 27s
- Input tokens
- 151,424
- Output tokens
- 24,580
- Cache-read tokens
- 996,724
- Tool calls
- 51
Tool call mix
- command_execution
- 47
- file_change
- 4
Run 5 $0.67 PASS
Steps
Swipe to view more
| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.04 | 0m 35s | 7,312 | 1,245 | 3 |
| reviewPlan | succeeded | $0.05 | 0m 34s | 10,576 | 1,642 | 2 |
| execute | succeeded | $0.20 | 2m 30s | 28,698 | 6,531 | 15 |
| reviewAndCorrect | succeeded | $0.25 | 2m 17s | 64,997 | 5,936 | 26 |
| openPullRequest | succeeded | $0.14 | 1m 35s | 22,799 | 3,324 | 12 |
| verifyPullRequest | succeeded | $0.00 | 0m 01s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 25s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.67
- Agent time
- 7m 32s
- Input tokens
- 134,382
- Output tokens
- 18,678
- Cache-read tokens
- 887,844
- Tool calls
- 58
Tool call mix
- command_execution
- 50
- file_change
- 8
Run 4 $0.77 PASS
Steps
Swipe to view more
| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.05 | 0m 45s | 7,296 | 2,057 | 5 |
| reviewPlan | succeeded | $0.06 | 0m 39s | 13,991 | 1,980 | 2 |
| execute | succeeded | $0.34 | 3m 43s | 60,018 | 11,390 | 13 |
| reviewAndCorrect | succeeded | $0.15 | 1m 34s | 28,888 | 4,055 | 20 |
| openPullRequest | succeeded | $0.18 | 1m 27s | 39,742 | 3,809 | 13 |
| verifyPullRequest | succeeded | $0.00 | 0m 00s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 34s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.77
- Agent time
- 8m 09s
- Input tokens
- 149,935
- Output tokens
- 23,291
- Cache-read tokens
- 955,404
- Tool calls
- 53
Tool call mix
- command_execution
- 49
- file_change
- 4
Run 4 $0.64 PASS
Steps
Swipe to view more
| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.04 | 0m 31s | 7,164 | 1,219 | 4 |
| reviewPlan | succeeded | $0.04 | 0m 30s | 9,718 | 1,552 | 1 |
| execute | succeeded | $0.19 | 2m 19s | 27,813 | 6,345 | 13 |
| reviewAndCorrect | succeeded | $0.23 | 1m 55s | 59,285 | 5,665 | 26 |
| openPullRequest | succeeded | $0.13 | 1m 24s | 21,289 | 3,337 | 11 |
| verifyPullRequest | succeeded | $0.00 | 0m 01s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 25s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.64
- Agent time
- 6m 39s
- Input tokens
- 125,269
- Output tokens
- 18,118
- Cache-read tokens
- 850,280
- Tool calls
- 55
Tool call mix
- command_execution
- 50
- file_change
- 5
Run 3 $0.74 PASS
Steps
Swipe to view more
| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.05 | 0m 53s | 6,850 | 1,985 | 3 |
| reviewPlan | succeeded | $0.05 | 0m 42s | 12,946 | 1,820 | 1 |
| execute | succeeded | $0.33 | 4m 04s | 58,844 | 11,121 | 11 |
| reviewAndCorrect | succeeded | $0.15 | 1m 40s | 28,293 | 3,946 | 18 |
| openPullRequest | succeeded | $0.17 | 1m 33s | 37,835 | 3,749 | 11 |
| verifyPullRequest | succeeded | $0.00 | 0m 01s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 31s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.74
- Agent time
- 8m 52s
- Input tokens
- 144,768
- Output tokens
- 22,621
- Cache-read tokens
- 906,456
- Tool calls
- 44
Tool call mix
- command_execution
- 40
- file_change
- 4
Run 3 $0.60 PASS
Steps
Swipe to view more
| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.04 | 0m 32s | 6,534 | 1,142 | 2 |
| reviewPlan | succeeded | $0.04 | 0m 33s | 8,880 | 1,509 | 1 |
| execute | succeeded | $0.18 | 2m 27s | 25,245 | 5,789 | 13 |
| reviewAndCorrect | succeeded | $0.22 | 2m 05s | 56,731 | 5,238 | 25 |
| openPullRequest | succeeded | $0.12 | 1m 33s | 20,315 | 2,929 | 12 |
| verifyPullRequest | succeeded | $0.00 | 0m 01s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 21s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.60
- Agent time
- 7m 10s
- Input tokens
- 117,705
- Output tokens
- 16,607
- Cache-read tokens
- 812,078
- Tool calls
- 53
Tool call mix
- command_execution
- 48
- file_change
- 5
Run 2 $0.68 PASS
Steps
Swipe to view more
| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.04 | 0m 43s | 6,306 | 1,866 | 1 |
| reviewPlan | succeeded | $0.05 | 0m 35s | 12,404 | 1,778 | 1 |
| execute | succeeded | $0.30 | 3m 33s | 53,932 | 10,311 | 10 |
| reviewAndCorrect | succeeded | $0.13 | 1m 24s | 25,138 | 3,658 | 18 |
| openPullRequest | succeeded | $0.16 | 1m 23s | 34,521 | 3,395 | 11 |
| verifyPullRequest | succeeded | $0.00 | 0m 01s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 27s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.68
- Agent time
- 7m 37s
- Input tokens
- 132,301
- Output tokens
- 21,008
- Cache-read tokens
- 817,606
- Tool calls
- 41
Tool call mix
- command_execution
- 39
- file_change
- 2
Run 2 $0.56 PASS
Steps
Swipe to view more
| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.03 | 0m 27s | 5,940 | 1,057 | 1 |
| reviewPlan | succeeded | $0.04 | 0m 30s | 8,841 | 1,381 | 1 |
| execute | succeeded | $0.17 | 2m 06s | 24,494 | 5,679 | 10 |
| reviewAndCorrect | succeeded | $0.20 | 1m 48s | 52,445 | 4,656 | 25 |
| openPullRequest | succeeded | $0.11 | 1m 21s | 19,488 | 2,747 | 10 |
| verifyPullRequest | succeeded | $0.00 | 0m 01s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 18s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.56
- Agent time
- 6m 12s
- Input tokens
- 111,208
- Output tokens
- 15,520
- Cache-read tokens
- 756,441
- Tool calls
- 47
Tool call mix
- command_execution
- 43
- file_change
- 4
Run 1 $0.73 PASS
Steps
Swipe to view more
| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.05 | 0m 47s | 6,756 | 1,979 | 3 |
| reviewPlan | succeeded | $0.05 | 0m 39s | 13,405 | 1,911 | 1 |
| execute | succeeded | $0.32 | 3m 50s | 57,035 | 10,745 | 11 |
| reviewAndCorrect | succeeded | $0.14 | 1m 36s | 27,774 | 3,926 | 18 |
| openPullRequest | succeeded | $0.17 | 1m 30s | 36,505 | 3,705 | 12 |
| verifyPullRequest | succeeded | $0.00 | 0m 01s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 32s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.73
- Agent time
- 8m 22s
- Input tokens
- 141,475
- Output tokens
- 22,266
- Cache-read tokens
- 896,256
- Tool calls
- 45
Tool call mix
- command_execution
- 42
- file_change
- 3
Run 1 $0.61 PASS
Steps
Swipe to view more
| Step | Status | Cost | Time | In tok | Out tok | Tools |
|---|---|---|---|---|---|---|
| pullIssue | succeeded | $0.00 | — | 0 | 0 | 0 |
| plan | succeeded | $0.04 | 0m 31s | 6,661 | 1,128 | 3 |
| reviewPlan | succeeded | $0.04 | 0m 32s | 9,302 | 1,466 | 1 |
| execute | succeeded | $0.18 | 2m 19s | 26,358 | 5,971 | 13 |
| reviewAndCorrect | succeeded | $0.22 | 1m 59s | 57,633 | 5,210 | 25 |
| openPullRequest | succeeded | $0.12 | 1m 25s | 20,345 | 3,076 | 11 |
| verifyPullRequest | succeeded | $0.00 | 0m 01s | 0 | 0 | 0 |
| verifyPullRequestCheck | succeeded | $0.00 | 0m 21s | 0 | 0 | 0 |
| summarizeUsage | succeeded | $0.00 | — | 0 | 0 | 0 |
| score | succeeded | $0.00 | — | 0 | 0 | 0 |
Run totals
- Cost
- $0.61
- Agent time
- 6m 46s
- Input tokens
- 120,299
- Output tokens
- 16,851
- Cache-read tokens
- 814,336
- Tool calls
- 53
Tool call mix
- command_execution
- 48
- file_change
- 5
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