Benchmark AI_TRUECOST_

real AI cost, not vanity metrics

Follow on X updates & details

swe-2

Running swe-2 inside devin.

FastAPI: Add POST /api/v1/projects/{project_id}/tasks endpoint Plan → Review plan → Execute → Review & fix → Open PR → Verify PR → Verify e2e

All steps run as one workflow, inside a single Docker container.

Swipe to view more

5 of the 10 steps are agent sessions, each started fresh: only the repository working tree and the previous step's output carry over. Host steps orchestrate and verify, and cost nothing.
# 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
Speed
Reasoning
Run 1 2026-09-13 · standard · high $1.10 PASS

Steps

Swipe to view more

Agent steps start a fresh session. Host steps are included in the run cost.
Step Status Cost Time In tok Out tok Tools
pullIssue succeeded $0.00 — 0 0 0
plan succeeded $0.19 1m 20s 28,474 5,907 24
reviewPlan succeeded $0.16 1m 32s 15,923 5,974 20
execute succeeded $0.36 2m 07s 33,313 7,139 40
reviewAndCorrect succeeded $0.23 1m 34s 31,053 4,281 24
openPullRequest succeeded $0.15 0m 47s 30,055 1,783 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
$1.10
Agent time
7m 19s
Input tokens
138,818
Output tokens
25,084
Cache-read tokens
1,020,095
Tool calls
119

Tool call mix

read
69
exec
32
edit
14
find_file_by_name
2
todo_write
2