Ai4Users - Qwen 3.6 35B NVFP4 Thinking

Described in:Counter-Strike 2D-like game built by Qwen 3.6 and Qwen 3.8 as agents

Benchmark summary

Counter-Strike 2D-like game built in SC# as an agent

ModelQwen 3.6 35B QuantizationNVFP4 ModeThinking

The model builds a Counter-Strike 2D-like top-down shooter in SC# as an agent: it writes the app, compiles it, runs its own tests and fixes the code. Hidden tests check the rules from the task; each hidden test is its own result.

Score 12/18 66.7% passed

12 passed6 failed18 total 1 AI query 42 tool calls TOKENS IN2 349 371 TOKENS OUT117 379

Results by difficulty

1 group

Level Unknown / other

12 / 18 66.7%

passed

1 AI query 42 tool calls IN2 349 371 OUT117 379

Results by category

1 group

Category Other

66.7% 12/18 passed

1 AI query 42 tool calls TOKENS IN2 349 371 TOKENS OUT117 379

Tests with multiple category tags are counted in each matching category, so category totals may exceed the report total.

Benchmark items
Script / test		Status	Tokens
Building Games in SC#: Counter-Strike 2D-like top-down shooter 12 passed6 failed		66.7%	IN2 349 371 OUT117 379
✓	TopDownShooterThe model builds a top-down shooter in the style of Counter-Strike 2D from the task as an agent; this item passes when the app compiles and can be exported, and each hidden test is its own item.1 AI query 42 tool calls Play in browser	Passed	IN2 349 371 OUT117 379
✓	Hidden_ArmorA bot bullet does 10 damage, and armor takes half of it.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
✓	Hidden_BotsPatrolBots patrol: they keep moving, at most 1.5 px per frame, and never stand in a blocked position.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
×	Hidden_BotsShootA bot that sees the player shoots at him after a reaction time of 10 to 30 frames, then every 20 to 40 frames, aiming at his center.0 AI queries 0 tool callsHiddenTest Assertion expression evaluated to false: f - lastShot >= 20 && f - lastShot <= 40 Context: frame 11: 1 frames after the previous shot (line 1049)	Failed	IN0 OUT0
×	Hidden_BulletsStopWalls and crates stop bullets.0 AI queries 0 tool callsHiddenTest Assertion expression evaluated to false: bulletX.Count == 1 && Hidden_Near(bulletX[0], 300) Context: the bullet flies on: 0 bullets Values: bulletX.Count = 0 (line 952)	Failed	IN0 OUT0
×	Hidden_FiringSpace fires a pistol bullet from 8 px in front of the player at 8 px per frame; the next shot comes 8 frames later; with no ammo nothing is fired.0 AI queries 0 tool callsHiddenTest Assertion expression evaluated to false: bulletX.Count == 1 && Hidden_Near(bulletX[0], 108) && Hidden_Near(bulletY[0], 100) && bulletOwner[0] == 0 Context: a bullet in front of the player Values: bulletX.Count = 1 bulletOwner[0] = 0 (line 906)	Failed	IN0 OUT0
✓	Hidden_HittingBotsA pistol bullet takes 20 health from a bot; a bot without health is removed, and without bots the round is won.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
✓	Hidden_InitialStateAfter AppInit the map, the player, the bots, the pickups and the counters have their starting values.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
✓	Hidden_LosingARoundWhen the player's health drops to 0 the round is lost; the next round starts without armor and with the pistol.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
✓	Hidden_MovingThe player moves 2 px per frame in 8 directions, diagonals included.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
✓	Hidden_NoLineOfSightA bot never shoots without line of sight: a wall between them blocks it.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
×	Hidden_PickupsPickups are taken only when they help: health +50 up to 100, armor to 100.0 AI queries 0 tool callsHiddenTest Assertion expression evaluated to false: pickupX.Count == 1 Context: full health: the pickup stays Values: pickupX.Count = 0 (line 1093)	Failed	IN0 OUT0
✓	Hidden_ReloadingR reloads the pistol in 45 frames; during the reload the player cannot fire; R does nothing with a full magazine.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
✓	Hidden_RifleThe rifle fires every 3 frames, does 30 damage and reloads in 75 frames.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
×	Hidden_ScreenShowsTheMapThe screen shows the map tiles, the pickups, the bots, the player and the texts.0 AI queries 0 tool callsHiddenTest Assertion expression evaluated to false: player.Found && Math.Abs(player.X + player.Width / 2.0 - 24) <= 2 && Math.Abs(player.Y + player.Height / 2.0 - 40) <= 2 Context: the player around (0, 0) Values: player.Found = false (line 1255)	Failed	IN0 OUT0
×	Hidden_ShopIn the shop, 1 buys armor for 200 and 2 the rifle for 400; after a won round armor and weapon stay.0 AI queries 0 tool callsHiddenTest Assertion expression evaluated to false: round == 2 && !inShop && weapon == 1 && armor == 50 && ammo == 30 && health == 100 Context: the next round after a win keeps armor and the rifle Values: round = 2 weapon = 1 armor = 50 ammo = 12 inShop = false health = 100 (line 1166)	Failed	IN0 OUT0
✓	Hidden_TurningZ and X turn the aim by 6 degrees per frame, kept between 0 and 360.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0
✓	Hidden_WallsAndSlidingWalls stop the player; moving at a slant into a wall slides along it.0 AI queries 0 tool callsHiddenTest	Passed	IN0 OUT0

Qwen 3.6 35B NVFP4 Thinking | Benchmark #110

Counter-Strike 2D-like game built in SC# as an agent

Results by difficulty

Results by category