GLM-5.3 Real-World Test - Comprehensive Analysis of Programming, Cybersecurity, and 3D Creation Capabilities

These two daysLarge ModelThe competition is like a battle of gods.

xAI Grok 4.6 has been released.intelligentThe index directly caught up GPT-5.6 Sol, and the price hasn't increased at all; DeepSeek-V4-Pro official version is online, scoring 87.9 on Terminal Bench, compared to... Claude Fable 5 is only 0.1 points lower.

Yesterday, Zhipu GLM-5.3 made its grand debut. Looking at the benchmark data, GLM-5.3 performed exceptionally well across nine authoritative benchmark lists, offering a 50% improvement in programming experience compared to GLM-5.2, particularly in complex software engineering and long-term tasks. Agent Their abilities were further enhanced, allowing them to directly enter the ranks of Fable 5 and... GPT-5.6 Sol dominates the first tier.

That familiaropen sourceThe number one male model in China has returned to his peak.

The key point is that the GLM-5.3 base is still the same 743B GLM-5.2, with no changes to the architecture or retraining. All the improvements are achieved through post-training.

More powerful, yet consumes less power.

Z.ai Code Bench tests show that GLM-5.3 at full capacity achieved 34.5%, averaging only about 75K tokens output; GLM-5.2 required 96K tokens to achieve 23.4%.Claude Opus 4.8 burns 120K and gets 29.5%.

However, benchmark scores are one thing, but to truly experience the user experience, we still need to try it out ourselves.

Currently, GLM-5.3 has been launched with ZCode, the official programming tool of Zhipu, and AutoClaw, as well as the GLM Coding Plan, which is available to all users and open for subscription.

The API will be online soon, and the complete model weights will be available within two weeks.open source，

We open ZCode, select GLM-5.3 as the model, and switch the mode to full access.

A DJI Mavic 3 Pro can be described in a single sentence.

We input a sentenceSimpleofPrompt wordsTake a look:

Create a 3D model of the DJI Mavic 3 Pro drone using Three.js.

GLM-5.3 output the results in less than 2 minutes, which is quite efficient.

The attention to detail is also excellent. The GLM-5.3 uses LatheGeometry to create a streamlined body, and even the gimbal damping plate and the front obstacle avoidance camera are clearly visible. They even include the iconic gold ring of Hasselblad lenses.

We can manually adjust the propeller speed, screen size, and rotation angle. The functions are comprehensive and smooth, and the level of completion is beyond reproach.

Replica Green Gold Daytona Watch

I uploaded a reference image of the Rolex Green Gold Daytona for my GLM-5.3 to perform a 3D reconstruction.

We inputPrompt wordsAfter that, GLM-5.3 was completed in just over ten minutes.

Let's take a look at the generated result:

The functional logic is fine, but the watch screen is a bit out of place, like a contact lens floating in mid-air. There are also some minor issues with the strap connection.

Let's have ZCode continue to optimize it.ZCode quickly located and fixed the issue.。

When the page is opened, the clock hands point to the same time as my system time. You can manually adjust the hands, and it also supports changing the viewing angle and disassembling the view.

3D Miniature City Weather

I tried to generate a miniature city weather system for Shanghai using GLM-5.3:

The weather rendering is very accurate, with lightning, sunlight, and visibility changing in real time according to the weather.

And you can actually check the weather conditions every hour:

However, in terms of city modeling, it does not yet include Shanghai's iconic features. When we upload a real photo of Shanghai for optimization, GLM-5.3 can quickly and accurately complete the landmark buildings in the original model.

If programming is the fundamental skill of GLM-5.3, then...Cybersecurity capabilitiesThis is the secret weapon that allows GLM-5.3 to break through the ceiling.

This time, Zhipu fed a massive amount of vulnerability discovery data into its model, resulting in an astonishing surge of capabilities:

• CyberGym scored 84.5, topping the charts.open source SOTA；
• ExploitBench 54.4, more than double the performance of its predecessor.。

In practical applications, GLM-5.3 was used in conjunction with domestic security teams to scan real code repositories.A total of 2,436 vulnerabilities have been discovered.Spanning 269open sourceproject.

The most unbelievable thing is that one of the high-risk vulnerabilities was written in 1981 and remained undiscovered for 45 years. AI They've been caught.

This means that GLM-5.3 has acquired a level of expertise beyond that of ordinary security experts, enabling it to perform in-depth code audits.

GLM is like a full-stack partner who brings mature solutions to the project and can even reverse audit security vulnerabilities.

The process from inspiration to finished product is being...fastReduction has eliminated productivity barriers.

A creative individual with ideas can achieve the development efficiency of a team all by themselves.

Large ModelThe battleground has shifted from volume parameters to volume delivery. Zhipu has demonstrated through extreme post-training that even without modifying the architecture or base, alignment can be achieved through engineering.intelligentThe violence escalated.

GLM-5.3 sets the starting line for product development at an industrial-grade level.

While closed-source models maintain a first-mover advantage within high-walled environments, GLM, as a representative model, is gaining traction.open sourcePower is bridging the generational gap at an even faster pace, transforming cutting-edge technologies from the private domain of a few giants into a shared productivity foundation for the entire industry.

Domesticopen sourceThe model can directly compete with Silicon Valley's top players, allowing everyone to stand on the shoulders of giants and define their own product's starting line.

Original link:open sourceThe world's number one GLM is back, and it's unearthing a bug from 45 years ago!