glm-5.3

Running glm-5.3 inside devin.

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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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

Run 1 2026-09-14 · standard · high $0.47 PASS

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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	$0.07	1m 22s	10,522	4,222	24
reviewPlan	succeeded	$0.08	0m 57s	11,712	8,121	19
execute	succeeded	$0.16	0m 58s	18,391	4,778	30
reviewAndCorrect	succeeded	$0.09	0m 31s	16,795	2,194	16
openPullRequest	succeeded	$0.07	0m 32s	7,142	1,410	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