Cloud baseline

z-ai/glm-5.3-flashx · Build 2

z-ai/glm-5.3-flashx · scorer forge-2.0

z-ai/glm-5.3-flashx · single agentOct 14, 2026
Overall
0.0714
Benchmark
Forge 2.0
Model build
63m 32s

Tier breakdown

Each bar is the tier's mean, from 0 to 1 (for E, its mean × the excellence gate). The percentage is the tier's share of the score. Mean × share, added over all tiers, is the tests earned figure below.

L · Lint and bundles1.001.06%
K · Platform currency1.001.32%
T · Event pipeline0.33382.11%
R · Reconcile0.6251.85%
S · Storage1.001.06%
B · Resolvers and permissions0.57411.58%
U · UI function0.67122.11%
V · Visual1.001.06%
A · Rovo0.501.06%
E · Excellence0.25171.8%
R1 · Migration0.7512%
R2 · Dosing0.7513%
R3 · Time limits0.66678%
R4 · Changing world0.2010%
R5 · Admin panel0.966710%
R6 · CI web trigger0.608%
R7 · Custom field0.005%
R8 · Forge LLM1.004%
R9 · Boot budget1.005%
R10 · Native JQL0.467610%

Scoring detail

How this score was built

Per-test scorer output, as posted by the app. Expand a section to inspect its tests.

The rules behind these numbers: Forge 2.0 requirements, weights and score caps.

The score, step by step

0.6388 tests earned × 0.3600 critical defects × 0.3107 reliability = 0.0714 final score

tests earned = 0.15 × 0.6437 v1 + 0.5423 v2 (out of 0.85)

v1 = 0.88 × 0.6972 tiers L–A + 0.12 × 0.7552 gate × 0.3333 excellence

Critical defects: each class observed multiplies the whole score by 0.60, at most once.

  • r6_unsigned_no_effect × 0.60A web-trigger write without a valid signature.
  • r6_replay_once × 0.60A duplicate side effect: two or more comments for one click, duplicate ledger rows, or a replayed CI event applied twice.

Reliability: every tier in the breakdown above, except Excellence, is a group of tests. Each group of tests multiplies the score by 1 − 0.10 × the shortfall of its worst test: by 0.90 when that test fails completely, by 0.95 when it scores 0.5.

  • T Event pipeline: worst test t_event_rows, score 0 × 0.9000

    Already counted in this group: t_trigger_handoff, t_out_of_order, t_multi_sprint_parse, t_reestimate_followed, t_retry_after_honoured

  • R Reconcile: worst test r_backfill_complete, score 0 × 0.9000

    Already counted in this group: r_removals_found, r_heal_dropped

  • B Resolvers and permissions: worst test b_realtime_payload_clean, score 0 × 0.9000

    Already counted in this group: b_hidden_count, b_comment_adf_as_user

  • U UI function: worst test u_ledger_sort, score 0 × 0.9000

    Already counted in this group: u_widget_numbers, u_ledger_table, u_widget_live, u_llm_explain

  • A Rovo: worst test a_action_result, score 0 × 0.9000

    Already counted in this group: a_action_permissions

  • R1 Migration: worst test r1_events_during_migration, score 0 × 0.9000
  • R2 Dosing: worst test r2_backfill_complete, score 0 × 0.9000
  • R3 Time limits: worst test r3_long_retry_after_deferred, score 0 × 0.9000
  • R4 Changing world: worst test r4_sprint_close_final, score 0 × 0.9000

    Already counted in this group: r4_move_new_board, r4_field_switch, r4_deleted_history

  • R5 Admin panel: worst test r5_panel_labels, score 0.9 × 0.9900
  • R7 Custom field: worst test r7_values_fresh, score 0 × 0.9000

    Already counted in this group: r7_writes_accepted

  • R10 Native JQL: worst test r10_initial_membership, score 0 × 0.9000

    Already counted in this group: r10_precomputation_refresh, r10_shared_permissions, r10_empty_and_closed

Priced as a critical defect instead, so no group counts them: r6_unsigned_no_effect, r6_replay_once.

v1 is this run's score on the tests carried over from Forge 1.0: 15% of the total. v2 is the requirements R1–R10, each at its share of the score: the other 85%. Critical defects multiply the whole score, and so does each group of tests, by 1 − 0.10 × the shortfall of its worst test.

Excellence gate 0.7552: the average of the 18 conditions below, each counted at the value shown. Green is met in full; red is not, and lowers the gate. The 3 excellence tests are paid in proportion to the gate; together they are 1.8% of the total.

t_event_rows 0.00r_heal_dropped 0.00u_widget_numbers 0.25u_ledger_table 0.1764b_comment_adf_as_user 0.1667k_consumer_shape 1.00k_current_apis 1.00k_dashboard_widget 1.00k_entity_declared 1.00k_llm_model_current 1.00k_manifest_semantics 1.00k_rovo_mcp 1.00k_rovo_skill 1.00k_runtime_risks 1.00k_widget_edit_bridge 1.00v_console_clean 1.00v_csp_clean 1.00l_lint_warnings 1.00

Earned score 0.0714 · No cap applies · Final score 0.0714

Under a cap the final score is min(earned, cap − 0.05 × (1 − earned)): always below the cap, and closer to it the more the run earned. With no cap it is the earned score. Avoiding a cap adds no points.

The read-only scope-status field holds committed or added +points for an issue in an active sprint, removed for one that has left an active sprint since that sprint started, and nothing for any other issue, written in bulk through Jira's app field-value API and fresh within the virtual hour.

r7 values fresh

0.00

mean over 7 checkpoints; worst h1: 0 of 333 issues right; AUTH-10 None (want committed); AUTH-107 None (want committed)

r7 writes accepted

0.00

vacuous — precondition unmet: the app wrote no field value

Run notes and corrections

Canonical native verdict summary reports $4.30817664, 231 billed generations and 44370130 prompt / 44075776 cached / 185909 completion tokens. Per-call request and invoice correspondence remains an observation; no independent raw invoice audit is claimed.

Graded browser recording

Loading duration…

Watch the full graded browser recording at its original speed: the dashboard widget, the sprint action, the not-started sprint and the Forge LLM cases, as the scorer drove them on the run's own seed, the first of the three scoring sites. The test results and screenshots on this page provide the wider evidence. Pause or scrub to inspect a view.

The UI Kit admin panel is not in the recording: it is graded from its component tree.

Ready to play0:00 / —:—
Open recording file

Drag the timeline to seek. Keyboard: arrow keys move 5 seconds; Home and End jump to the start and end.

Full graded browser recording: dashboard widget (before configuration, edit and Save, light and dark at 380 px, a second instance at 1180 px), sprint action (light and dark, sort, issue link, select, comment post, double click, forbidden post, explain, close), the not-started sprint and the Forge LLM cases, where the app has each. The UI Kit admin panel is not in the recording.

Screenshots

Pictures from one of the three scoring sites, the one on the run's own seed. The dashboard widget and the sprint action are captured from the built app in a browser during grading. The admin panel picture is drawn by the benchmark from the app's component tree, not by Jira, and nothing is graded from that picture. A test keeps the score of its worst site (the excellence measurements keep their mean), so a test can fail on a site these pictures do not show. A detail that opens "worst of …" names the seed of the site the test scored worst on, which can be the pictured one.

1Dashboard widget · light
2Dashboard widget · dark
3Sprint action · light
4Sprint action · dark
5Admin panel (UI Kit) · light: drawn by the benchmark from the app's component tree, not by Jira.

Run details

Model
z-ai/glm-5.3-flashx
Engine events
0
Repair rounds
0
Started
Oct 14, 2026, 08:37 AM
Finished
Oct 14, 2026, 11:07 AM

How the benchmark is scored