← all results · Firworks/GLM-4.5-Air-nvfp4 · NVFP4 · 12B/106B · parser glm45 · smoke probes · live
glm-4.5-air
Zhipu AI's GLM-4.5-Air. 106 B total / 12 B active MoE — community favorite for coding-agent loops and Claude-Code-style work. First model in our set with a beefy active-parameter budget.
3/20 tasks passed · 15% pass rate
3 pass 5 grader fail 11 timeout 1 no tool calls
| Task | Category | Status | Turns | Time | Tool calls | What the model ended with |
|---|---|---|---|---|---|---|
| amuse-install | scientific-computing | ✓ pass | 18 | — | 17 | <think>Perfect! Everything is working correctly. Let me summarize what I've accomplished: ## Summary of Completed Tasks: ✅ **Created a Python virtual environment** at `/app/amuse/.venv` - Used `python3 -m venv .venv` to create the environ… |
| basic-message-queue | backend | ✓ pass | 35 | — | 34 | <think>Perfect! All error cases are handled correctly. Now let me provide a comprehensive summary of what I've built and tested. ## Summary I have successfully built a complete message queuing service that meets all the requirements: ###… |
| broken-python | software-engineering | ✓ pass | 23 | — | 22 | <think>Excellent! Everything is working now. Let me summarize what the issue was and how it was fixed.</think> Great! I've successfully identified and fixed your Python/pip installation issue. Here's what was wrong and how I resolved it: #… |
| acl-permissions-inheritance | system-administration | ✗ fail | 24 | — | 23 | <think>Excellent! The directory structure is now properly configured with:
1. ✅ Directory `/srv/shared` created
2. ✅ Owned by group "research"
3. ✅ Setgid bit set (shown by the '+' character)
4. ✅ Base permissions: 2770 (rwxrws---)
5. ✅ AC… grader outputgrader verdict: FAIL (exit 0) tests/test_outputs.py::test_bob_can_create_and_alice_can_access PASSED ../tests/test_outputs.py::test_subdirectory_inheritance PASSED ../tests/test_outputs.py::test_outside_users_denied_access PASSED ../tests/test_outputs.py::test_execute_permissions_on_scripts FAILED ../tests/test_outputs.py::test_directory_exists_and_basic_permissions FAILED ../tests/test_outputs.py::test_file_permissions_inheritance - Assertio... ========================= 2 failed, 7 passed in 0.47s ========================== |
| anomaly-detection-ranking | general | ✗ fail | 11 | — | 10 | <think>I'm not finding the CSV files that are required for this task. The task description clearly mentions specific CSV files that should be available:
- sensor_train.csv and sensor_test.csv
- network_train.csv and network_test.csv
- mo… grader outputgrader verdict: FAIL (exit 0) ============ ____________________________ test_grader_validation ____________________________ ----------------------------- Captured stdout call ----------------------------- Feedback: results.json not found Score: 0.0 ✓ Grader validation completed. Score: 0.0 written to reward.txt =========================== short test summary info ============================ PASSED ../tests/test_outputs.py::test_grader_validation ============================== 1 passed in 0.36s =============================== |
| api-endpoint-permission-canonicalizer | software-engineering | ⏱ timeout | 16 | 2140s | 16 | <think>Let me check the output for the simple test case.</think> |
| application-debug | debugging | ⏱ timeout | 36 | 2357s | 36 | <think>Great! The debug shows that the regex and stack trace extraction logic is working correctly. The issue must be in the main analysis script where the exception class extraction isn't working properly. Let me check what the actual exce… |
| auth_token_race_condition | backend-engineering | ✗ fail | 13 | — | 12 | <think>Perfect! The fix has been successfully applied. Let me summarize what was accomplished:
1. I created the `/workspace/auth_gateway/token_service.py` file with the problematic implementation that had the race condition
2. I applied th… grader outputgrader verdict: FAIL (exit 1) Starting test suite for concurrent token refresh... Killing any existing uvicorn processes... Waiting for port 8000 to be available... Waiting for Redis to be ready... /tests/test.sh: line 27: /workspace/start.sh: No such file or directory Redis failed to start within 60 seconds |
| bandit-delayed-feedback | machine-learning | ✗ fail | 25 | — | 24 | <think>Perfect! All three required output files have been created successfully:
1. **delay_model.json** - Contains the log-normal distribution parameters with mu=2.4757, sigma=0.8979, median_delay_hours=11.89, p90_delay_hours=60.42, and co… grader outputgrader verdict: FAIL (exit 0) ests/test_outputs.py::TestArmStatistics::test_conversion_rate_rmse_threshold FAILED ../tests/test_outputs.py::TestOutputFormat::test_confidence_interval_valid FAILED ../tests/test_outputs.py::TestArmSelectionQuality::test_regret_ratio_threshold FAILED ../tests/test_outputs.py::TestRewardCalibration::test_calibration_error_threshold FAILED ../tests/test_outputs.py::TestDelayModel::test_conversion_rate_error_threshold ========================= 4 failed, 16 passed in 1.68s ========================= |
| bash-log-processor-fix | bash_scripting | ✗ fail | 22 | — | 21 | <think>Perfect! The script is working correctly. Let me summarize what has been accomplished: ## Requirements Analysis and Solution **Original Issues Fixed:** 1. **Race condition**: Fixed by using atomic operations with temporary files an… |
| battery-charging-optimization | general | ⏱ timeout | 27 | 2138s | 27 | <think>Now let me run the verification script to check if the solution actually works.</think> |
| bloom-filter-cache-penetration-prevention | software-engineering | ⏱ timeout | 43 | 2320s | 43 | <think>Now let me run the test script.</think> |
| book-portfolio-analysis | data_engineering | ⏱ timeout | 36 | 2289s | 36 | <think>Great! Now let me verify that the database was created correctly with data.</think> |
| bracket-sequence-restoration | general | ⏱ timeout | 21 | 2312s | 21 | <think>Good, "?(??)" outputs "NO", which is correct since it has odd length. Let me test a few more cases to make sure the algorithm is working correctly now. Let me test the original sample cases again:</think> |
| breast-cancer-mlflow | machine-learning | ⏱ timeout | 31 | 2259s | 31 | <think>Now I need to fix the metrics and params access as well. Let me also fix the metrics access to use the correct column names.</think> |
| build-merkle-tree-cli-sha512 | software-engineering | ⏱ timeout | 11 | 1504s | 11 | <think>Now let me re-run the scan command to see what the proofs keys actually are:</think> Now let me re-run the scan command to see what's happening with the proofs dictionary: |
| build-system-task-ordering | build-and-dependency-management | ⏱ timeout | 23 | 2157s | 23 | <think>Now I can see the issue! The problem is in the connected components algorithm. The alias graph is correct: ``` Alias graph: build: ['compile', 'link'] compile: ['build'] link: ['build'] ``` But the connected components are sh… |
| california-housing-api | machine-learning | ✗ fail | 49 | — | 48 | <think>Perfect! The pipeline has been completed successfully. Let me provide a final summary of what was accomplished:
## Summary of Completed California Housing Price Prediction Pipeline
### ✅ All Requirements Met:
1. **Data Preparation… grader outputgrader verdict: FAIL (exit 0) iled: FastAPI ... FAILED ../tests/test_outputs.py::test_api_predict_batch_endpoint - Failed: Fa... FAILED ../tests/test_outputs.py::test_api_predict_batch_matches_single_predict FAILED ../tests/test_outputs.py::test_api_predict_batch_order_preserved - Fai... FAILED ../tests/test_outputs.py::test_api_prediction_matches_model - Failed: ... FAILED ../tests/test_outputs.py::test_predictions_reproducible_from_saved_model =================== 8 failed, 22 passed, 2 warnings in 6.18s =================== |
| chained-forensic-extraction_20260101_011957 | security | ⏱ timeout | 39 | 2369s | 39 | <think>Let me run this script to extract the PNG text and decode it more carefully.</think> |
| competitive-programming-solver | CP | ⏱ timeout | 13 | 121s | 13 | <think>Let me read the last test case.</think> |