• Updated 1 Nov, 10:02 UTC
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GLM 5.3 Prime vs Inkling

6 prompts both ran·Specs and numbers·Change models

GLM 5.3 Prime took 55 min 49 s and $3.43 at list price, Inkling took 8 min 30 s and $0.21 at list price. GLM 5.3 Prime took 6.6× as long and cost 16× as much.

GLM 5.3 Prime

Z.ai · $8.80/M out

Inkling

Thinking Machines · $4.05/M out · free route · 4 HN pts

Pelican

Generate an SVG of a pelican riding a bicycle

GLM 5.3 Prime's SVG for the "Pelican riding a bicycle" prompt

GLM 5.3 Prime

6 min 15 s$0.4956k tokensAPI
Inkling's SVG for the "Pelican riding a bicycle" prompt

Inkling

19 s$0.0092.3k tokensAPI

Watch

Draw a mechanical wristwatch that shows the current local time, with a sweeping seconds hand and a date window. Make it look expensive.

Still of GLM 5.3 Prime's page for the "Wristwatch that shows the current time" prompt

GLM 5.3 Prime

14 min 23 s$0.6776k tokensAPI
Still of Inkling's page for the "Wristwatch that shows the current time" prompt

Inkling

3 min 43 s$0.07719k tokensAPI

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.

Still of GLM 5.3 Prime's page for the "Landing page for a cargo bike workshop" prompt

GLM 5.3 Prime

15 min 37 s$1.15131k tokensAPI
Still of Inkling's page for the "Landing page for a cargo bike workshop" prompt

Inkling

59 s$0.0338.0k tokensAPI

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.

Still of GLM 5.3 Prime's page for the "Playable Breakout" prompt

GLM 5.3 Prime

12 min 56 s$0.6270k tokensAPI
Still of Inkling's page for the "Playable Breakout" prompt

Inkling

2 min 40 s$0.06817k tokensAPI

Design a logo for Night Heron, an independent bookshop that only opens after dark.

GLM 5.3 Prime's SVG for the "Bookshop logo" prompt

GLM 5.3 Prime

6 min 18 s$0.4854k tokensAPI
Inkling's SVG for the "Bookshop logo" prompt

Inkling

39 s$0.0174.2k tokensAPI

About

Write the opening of the About us page for Patchbay, a three-person studio in Rotterdam that repairs vintage synthesizers. About 150 words.

Some of the machines we work on were built before any of us were born. Patchbay is a three-person repair studio in Rotterdam, and what we do is simple to describe: we keep vintage synthesizers playing. A Minimoog that sat in an attic for thirty years. A Juno-60 with keys that no longer speak. A modular system that hums where it should roar. Whatever comes through our door gets opened up, traced through, and brought back.

That means rebuilding power supplies, cleaning a thousand key contacts, chasing a fault across three boards until it turns out to be a single cracked solder joint. It means calibrating oscillators that have drifted for decades, and listening — really listening — until a filter sounds the way it did the day it left the factory.

We do this because these instruments still sound like nothing else, and because somewhere a player is waiting to hear one come back to life.

GLM 5.3 Prime

21 s$0.0182.0k tokensAPI

Patchbay is a three-person repair studio in Rotterdam dedicated to vintage synthesizers. We work on analog circuits, replace failing capacitors and resistors, calibrate unstable oscillators, and restore instruments that have been silent for years. Our bench sees early Japanese mono synths, European string machines, American polys, and large modular systems. We treat each repair as a specific problem rather than a routine job, because these machines were built differently and fail differently. The studio grew out of our own need for careful, local repairs. Over time, musicians, collectors, and producers across the Netherlands started bringing us gear they could not trust elsewhere. We open every case with the same approach: diagnose the fault properly, use appropriate parts, and test the result thoroughly. We do not apply quick fixes or ignore underlying issues. Whether your synthesizer suffers from tuning drift, dead voices, noisy outputs, or an unknown electrical fault, we are in Rotterdam to find the cause and return it to reliable working condition.

Inkling

11 s$0.0051.2k tokensAPI

Specs and numbers

GLM 5.3 PrimeInkling
MakerZ.aiThinking Machines
Made inChinaUS
Released23 Sep 202617 Jul 2026
Price in, per M tokens$2.80free route (list $1.00/M)
Price out, per M tokens$8.80free route (list $4.05/M)
Context1,000,000 tokens524,288 tokens
Weightsclosedopen
Hacker News points—4
Time for the six prompts55 min 49 s8 min 30 s
List price of the six prompts$3.43$0.21

Inkling was cheaper: $3.22 less at list price, and less on each of the 6 prompts. Inkling was faster: 47 min 19 s less in total, and faster on each of the 6 prompts.

In the recording, both Breakout games play. GLM 5.3 Prime's landing page was cut off at the output limit (131,072 tokens).

Rebuild this screen experiment: Inkling's rebuild matched the screenshot at 51%; GLM 5.3 Prime was not in it. Tea Garden experiment: Inkling's game passed 5 of 5 checks; GLM 5.3 Prime was not in it.

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