Ling 3.1 Flash vs GLM 5.3 Flash
Ling 3.1 Flash took 75 min 28 s and $0.055 at list price, GLM 5.3 Flash took 59 min 10 s and $0.037 at list price. Ling 3.1 Flash took 1.3× as long and cost 1.5× as much.
Ling 3.1 Flash
inclusionAI · $0.225/M out · 1 HN pts
GLM 5.3 Flash
Z.ai · $0.148/M out · 1,329 HN pts
Pelican
Generate an SVG of a pelican riding a bicycle
Watch
Draw a mechanical wristwatch that shows the current local time, with a sweeping seconds hand and a date window. Make it look expensive.
Landing
Build the landing page for Lumen Cycles, a Copenhagen workshop that builds custom cargo bikes to order. Make it look like a real brand you would trust with 4,000 euros.
Breakout
Make a Breakout game I can play right now with the keyboard or the mouse. Give it several levels, a score and some juice.
Logo
Design a logo for Night Heron, an independent bookshop that only opens after dark.
About
Write the opening of the About us page for Patchbay, a three-person studio in Rotterdam that repairs vintage synthesizers. About 150 words.
Patchbay is a small repair studio in Rotterdam dedicated to keeping vintage synthesizers alive. We are three people — a technician, a historian, and a musician — who believe that the instruments built in the 1960s, 70s, and 80s still have decades of sound left in them, if someone is willing to care for them properly.
We work on everything from early Moogs and Arps to Roland Junos and Oberheim OB-series, handling everything from dead power supplies and leaky batteries to full recaps and voice board restoration. Our workshop is small by design. We take on a limited number of instruments at a time, which means every synth that comes through our door gets our full attention.
Most of our clients are working musicians, collectors, and small studios across Europe, but we also welcome instruments with stories we'd love to hear. If you have a piece of synth history that needs care, we'd be glad to talk.
Patchbay began the way most repair shops do: with a broken synth, a stubborn owner, and a soldering iron that refused to stay idle. We're three people—Joris, Marit, and Tomas—working out of a small workshop on the back streets of Rotterdam-Noord, surrounded by oscilloscopes, spare parts, and instruments that sometimes arrive in worse condition than their owners admit.
Between us, we've spent decades repairing and restoring vintage synthesizers: Rolands, Moogs, Korgs, Yamahas, and machines whose manuals were never written in the first place. We don't sell anything. We fix things. That focus keeps us honest and keeps the work slow, careful, and done properly.
We believe old instruments deserve to keep making music, not gather dust in attics or fetch prices only collectors can pay. Whether it's a cracked keybed, a dying power supply, or a voice that's gone quiet, we'd like to help bring it back.
Specs and numbers
| Ling 3.1 Flash | GLM 5.3 Flash | |
|---|---|---|
| Maker | inclusionAI | Z.ai |
| Made in | China | China |
| Released | 2 Oct 2026 | 26 Aug 2026 |
| Price in, per M tokens | $0.075 | $0.016 |
| Price out, per M tokens | $0.225 | $0.148 |
| Context | 1,000,000 tokens | 1,048,576 tokens |
| Weights | closed | open |
| Hacker News points | 1 | 1,329 |
| Time for the six prompts | 75 min 28 s | 59 min 10 s |
| List price of the six prompts | $0.055 | $0.037 |
GLM 5.3 Flash was cheaper: $0.017 less at list price, and less on 5 of the 6 prompts. GLM 5.3 Flash was faster: 16 min 18 s less in total, and faster on 3 of the 6 prompts.
In the recording, both Breakout games play.





