98.2% of Qwen3.8 27B my ass.
I got hyped and gave it a real agent job right away. Build me an FPS in three.js, 6 hours on a 3090. My most standard and default prompt that I always use. It spent the first 32K tokens on a plan without writing a single file, then shipped a black screen, 2 shaders that dont compile and a player who spawns dead. And wrote "verified" in the final report.
Ok, too hard. I gave it the easiest thing I have, a voxel pagoda garden in one html file. Video attached. 3 hours for THIS. On the way it deleted its own file and spent an hour debugging a raycaster nobody asked for.
Where the 98.2% is in all this I have no fucking idea. Same Qwen3.8 27B, same pagoda task, ISTA-DASLab GSQ-RCO IQ2_XS on a 12 GB 3080 Ti gave me day and night, real shadows and koi fish in the pond. 8.4 GB on disk, real 2.50 bpw, 131072 ctx with q4_0 KV, 47 tok/s at 128K. 2.5 bits beats 2.13 bits by a lot when the 2.13 is this shit. Post with the video and the exact command in the replies.
In the replies, I'll attach what a proper Qwen3.8 27B created in my hands. Bottom line: if you have at least 12GB VRAM, use ISTA-DASLab GSQ-RCO of all THIS.
开源就是好,社区有人解决了H3的高动态的残影问题,我的4060ti显卡,15分钟就可以生成这样的10秒钟视频,提示词,开源的视频模型可以和sd2比比了,可惜没有5090显卡跑不了高分辨率,速度也更慢:subject_definitions:
<Subject 1> is the stylized young female panda-themed dancer from the reference image, with turquoise eyes, silver-white twin-tail hair, and a large fluffy white panda hood with black ears and eye patches. She wears oversized black furry paw gloves with pink pads and silver claws, a white cropped sailor-style sweater with a black neckerchief and panda emblem, a black pleated skirt, a silver waist chain, black-and-white “83” leg warmers, furry black platform boots, a black shoulder bag visibly marked “CLUTCH.” with two panda charms, and a large fluffy black-and-white tail.
<Subject 2> is a playful short-form social-video graphic package featuring animated panda paw prints, hand-drawn stars, hearts, lightning bolts, speed lines, halftone bursts, ink-outline doodles, sticker-like borders, and bold kinetic typography. Its palette uses black, white, bubblegum pink, electric cyan, and acid yellow.
summary:
[reference generation] A 10-second, 9:16 vertical TikTok-native dance video features <Subject 1> performing an explosive pop-and-hip-hop routine on a dark studio stage. Fast choreography, beat-driven camera motion, dramatic concert-light changes, foreground graphic elements, and bouncing artistic typography create a playful viral short-video aesthetic.
retention_analysis:
<Subject 1> (appears in [Shot 1], [Shot 2], [Shot 3]): fully_preserved - her face, turquoise eyes, silver-white hair, panda hood, paw gloves, cropped sailor sweater, pleated skirt, waist chain, “83” leg warmers, platform boots, “CLUTCH.” bag, panda charms, and fluffy tail remain recognizable and consistent.
<Subject 2> (appears in [Shot 1], [Shot 2], [Shot 3]): fully_preserved - the panda-themed doodles, graphic stickers, halftone patterns, and kinetic typography retain their bold black, white, pink, cyan, and yellow visual identity.
detailed_description:
The target video uses a polished TikTok-native dance-edit style in a 9:16 vertical frame, combining crisp character animation, punchy speed ramps, rhythmic camera movement, luminous stage lighting, and playful motion graphics. Graphic overlays remain clean and legible, never covering <Subject 1>’s face or obscuring important choreography. Her anatomy, facial identity, clothing, and accessories remain stable throughout.
[Shot 1] A full-body frontal shot reveals <Subject 1> centered on a dark glossy stage, holding both paw gloves beside her face. A cool-white overhead spotlight outlines her panda hood, hair, and tail. On the first bass hit, a pink-and-white halftone burst expands behind her while bold bubble lettering reading “PAW POP!” bounces into the upper-left corner with elastic squash-and-stretch motion. She snaps both paws toward the lens, drops into a low bounce, and begins rapid side-to-side heel-toe footwork with sharp shoulder pops and alternating hip isolations. Small animated paw-print stickers stamp onto the floor beneath each step, then dissolve into cyan sparkles. The camera makes a quick smooth push-in while cyan light bars switch on behind her. Her skirt, hair, chain, bag, charms, and tail respond naturally to every movement.
[Shot 2] At 00:03.200, a large black-and-pink cartoon paw sweeps across the foreground as a graphic wipe, revealing <Subject 1> from a low three-quarter angle. She crosses her paws over her chest, throws them open, performs two fast heel-toe steps, and launches into a powerful clockwise spin. The camera executes a rapid counter-orbit while saturated magenta and electric-blue beams sweep through the background. Hand-drawn white speed lines wrap around her spin without touching her body. On two percussion hits, acid-yellow lightning-bolt stickers flash at the frame edges and the artistic text “CLAW MODE” slams briefly into the lower-right corner, vibrating with the bass before breaking into tiny stars. Two short white strobes emphasize the spin and landing. She lands in a wide stance, performs a sharp torso roll, alternating paw punches, and a controlled side kick.
[Shot 3] At 00:06.600, a comic-book halftone pop transition cuts to a dynamic full-body frontal view. <Subject 1> advances toward the camera with explosive running-man steps, fast paw punches, a body wave, and a low lateral slide as the camera rapidly dollies backward. Blue, violet, and hot-pink lights pulse on every beat. Layered foreground doodles—floating hearts, panda faces, stars, and curved motion trails—pass close to the lens at different depths, creating energetic parallax while leaving her face visible. At 00:08.300, bold white-and-pink text reading “PANDA POWER!” stretches vertically behind her as she performs a compact turning jump. The camera tilts upward with a subtle speed ramp at the apex. She lands firmly as all doodles burst outward like confetti and the lighting transforms into warm gold with a clean white spotlight. On the final bass hit, she holds a confident panda-claw pose with one paw extended toward the lens. A thick hand-drawn white outline briefly traces her silhouette, and a tiny animated “✦ 83 ✦” sticker pops beside her boot before the sharp final freeze-frame at 00:10.000.
overall_soundscape:
Subtle studio ambience, grounded boot impacts, fabric swishes, light metallic chain rattles, soft accessory swings, sticker-pop sounds, fast graphic whooshes, and sparkling chimes synchronized with the visual overlays.
non_diegetic_music:
A viral high-energy electronic dance track at approximately 150 BPM, featuring punchy kick drums, tight claps, syncopated bass, bright hyperpop synth stabs, playful vocal-like chops without intelligible words, and short risers. The beat intensifies at 00:03.200, adds rapid percussion at 00:06.600, and concludes with one powerful bass hit and a brief digital sparkle at 00:09.700.