Real-world testing of Google Gemini 3 reveals comprehensive upgrades in multimodal, programming, and agent capabilities.
The highly anticipated Gemini 3 is finally here! This time, it features a comprehensive upgrade in inference, multimodal, programming, and agent capabilities. Google DeepMind states: This is the world's best multimodal understanding model, and our most powerful to date...
The long-awaited Gemini 3. Finally here! This time it's a mystery...MultimodalProgramming and Agent Capabilities have been comprehensively upgraded.
Google DeepMind stated: This is the best in the world.MultimodalUnderstanding the model is also our most important task to date.powerfulofintelligentbodyAnd the Vibe Coding model.
As soon as it was released,Gemini 3 dominated almost all benchmark tests, and even broke the 1500 Elo score for the first time on the LMArena human blind test leaderboard. Gork 4.1 was pushed off the top spot not long after it took the lead!
Polymarket's question about "Which company has the best [market share] by the end of 2025?" AI Discussions on "model?", Google Gemini They garnered nearly 90% of the votes, leading by a wide margin.
The score is indeed high, but we still need to test it to see if it's genuine. Let's test it together.
Experience address:https://aistudio.google.com/
Case 1 Image Understanding
Prompt wordsDescribe the image as accurately as possible in words, and generate a complete text that can reproduce the image.Prompt words.
Gemini 3. It accurately identified that this was a character design drawing, and analyzed in detail the composition, character features, clothing details and artistic style of the image. The information recognition was quite accurate.
Gemini 3 gives the completePrompt wordsIt's like this:
Character design sheet, multiple views including full body front, full body back, head close-up, and hand details. A beautiful young Chinese woman wearing a stylized black ink-wash painting long dress with translucent tulle sleeves. She is adorned with heavy, intricate traditional Miao ethnic silver jewelry, including a large layered silver neck ring, chest chains, and a floral silver headdress with tassels. High bun hairstyle. The dress features a wet-on-wet watercolor texture, black ink gradients, and ethnic ethnic silver jewelry. geometric embroidery on cuffs. White background. Fashion illustration style, watercolor and ink art style, elegant, ethereal, high quality, detailed character concept art. –ar 3:4 –v 6.0
The generated image style is almost identical to the original, with elements such as the sheer fabric of the clothing and the silver ornaments on the person's head and body all reproduced. Although there are still some differences in the details and layout, I think the level of reproduction is quite impressive.
case 2 Text recognition
A friend sent me a picture. He said he took notes when he was learning data analysis, but now when he tries to look at them again, he can hardly recognize what he wrote.
We sent toGemini 3. Let's see how it's identified.
Prompt wordsExtract the text content from the image while preserving the original layout and symbols.
Gemini 3. It only took a few seconds to identify that this was a function processing operation related to Power Query:
The accuracy rate for symbol and character recognition is quite high; there are many characters I can't even recognize.Gemini All three were recognized, with only a few typos; the layout is average, with far too few paragraphs.
Case 3 Video Comprehension
Prompt wordsPlease help me analyze each shot in this video in detail so that I can replicate it.
Gemini 3. It was identified as a typical high-energy, fast-paced travel vlog from a branch factory, and well-known bloggers with similar styles were found. It was also stated that the core of this video lies in its perfectly timed editing, seamless transitions, and high-quality B-Rolls (establishing shots). The content and key points were all quite accurate.
This 4-minute video,Gemini 3. The story is divided into 7 stages according to the narrative logic and musical mood, and the visuals of each shot are analyzed in detail. This includes not only the content of the visuals, but also a detailed description of the shooting and post-production techniques.
at lastGemini 3. Three key suggestions were given:
What shooting equipment is needed, what is the appearance of the characters, how are transitions planned, and how is the final edited video produced? These are the key points to pay attention to in the actual shooting process.Gemini 3. All of them were mentioned.
case 4 SVG animation
Prompt wordsGenerate an SVG animation demonstrating the working principle of a diode rectifier circuit.
A sentenceSimpleofPrompt words,Gemini 3. An animated version of the circuit diagram was drawn to facilitate understanding of the knowledge points. A waveform diagram was also added next to it. The page layout was quite good, and the animation effects were also very well done.
However, the waveform needs further optimization. The shape is correct, but the values are not very accurate. It would be more appropriate to separate the input and output into two independent coordinate systems.
Case 5: Math Practice Trainer
Prompt wordsCreate a webpage that displays animations created using emojis to showcase...AI AgentThe principle.
Gemini 3. An animated demonstration was created, showing a user sending a weather forecast request.AI Agent Not knowing the real-time weather conditions, at this time AI Agent It will call the search tool, retrieve the query results, and then return the data to the user.
The whole processSimpleIt's clear and easy to understand even for people with no prior knowledge. The animation is also very smooth, which is great.
Case 6: 3D Excel Simulator
Prompt wordsThis tool places a computer in a 3D space with a movable viewpoint and creates a functional Excel simulator within that computer. Features include: 10 different data types; and allows adjustment of the viewpoint height.
Gemini 3. The generated page looks like this; we can freely switch perspectives, zoom in and out, move it up and down, and rotate it. The Excel file on the computer screen is also editable. As you can see... Gemini 3MultimodalTheir comprehension and UI generation abilities are quite good.
Case 7: Math Practice Trainer
Prompt wordsCreate a single-page application implemented using only a single HTML file, with the following specific requirements:
Name: Math Practice Exercises
Objective: To improve the speed and accuracy of solving math problems.
Features: Timed quizzes, difficulty settings, score tracking.
Interface: The overall style should be minimalist, with large fonts and easy-to-read text.
I originally thought its interface was like thisSimpleIt's bound to be terrible.
However, it is actually quite good in practice. It allows you to adjust the time, number size, and operation type, making it very suitable for elementary school students to practice addition, subtraction, multiplication, and division.
There's also a scoring system, which is basically like playing a game.
Case 8 Website Development
I tried creating a membership benefits website, which I did using natural language dialogue. Here are the steps:Prompt words:
Prompt words1. Please generate a membership discount website for me, supporting the receipt of membership codes and the purchase of membership cards, divided into...up to dateAnd the two most popular tabs.
Prompt words2: Please add a user center and authentication function to support Google accounts.One-clickLog in. Users who are not logged in cannot claim or purchase items. Clicking the link will guide them to register/login an account. Logged-in users can see their past purchase history.freeWhat did you receive?
Please add claim data and purchase data to the product listings, showing how many people have claimed the product and how many have purchased it.PopularTabs are sorted in descending order by the number of items claimed and purchased.up to dateThe tabs are sorted by launch time, with a date directory added on the left, sorted in descending order by day.
Prompt words3: The dates on the left side are not aesthetically pleasing. Make them scrollable, remove the specific date display, and change them to display by month. The UI style can still refer to the previous version and does not need major changes.
up to dateUnder the most popular tab, the content is displayed in two columns, with the first column containing only the most popular tabs.freeFor members who have claimed their memberships, the first column lists two items, and the second column lists members eligible for discounted purchases, with one item per column. The discount level is now displayed, and the original price is crossed out.automaticThe discount amount is calculated and displayed, rounded to one decimal place, for example: 6.6% off.
Prompt words4: Our product name is VipCheap. Please use the letter "V" as the main element to create a logo and place it on the logo. The logo should have a slightly darker background color, and the "V" element should be white.
up to datePlease keep the category tags below the most popular ones, similar to the previous style.
freeWhen you claim a membership card, the system will display the remaining stock. If the remaining stock is 0, the card cannot be claimed and the button will be grayed out.
Prompt words5: Overall, it's very good. Please change the logo to a rounded rectangle, and leave everything else unchanged.
PopularThe leaderboard has been updated to include the number of claims received. The list is now sorted in descending order of the number of claims received, with everything else remaining the same.
Prompt words6:freeAfter claiming the card, the button text will be changed to "View Membership" and the color will be changed. You can click on the pop-up window to preview the card key you have claimed and how to claim and redeem it. Everything else will remain the same.
Prompt words7: Paid Discount Zone. When purchasing items, a pop-up window will confirm the quantity, total amount, and payment method (supports PavPal, WeChat, Alipay, and credit cards). After purchase, you will be guided to view the card information and redemption method. You can also view these records and information in your personal center.
The paid discount section displays 10 items by default, while the others remain strictly unchanged.
This is the final website:
We can register, log in, view, and purchase products. The page has a pretty good aesthetic and the interaction is very smooth.
In multi-turn natural language dialogue iterationsGemini 3. It can always maintain the overall UI style, page layout and component logic, and will not become more and more messy with each change, which is crucial for someone like me who cannot understand code.
I then had it generate an administrative backend:
Prompt wordsBased on the aboveup to dateThe product features are defined by thoroughly outlining the functions involved in the backend management system, including CRUD (Create, Read, Update, Delete) requirements. After clarifying the complete requirements, a management backend is generated that supports two system roles: Super Administrator and Operations. The Operations role's permission configuration does not support deleting any data (products, orders, users).
Gemini 3. Based on the front-end pages and existing functional logic, the dashboard, product management, order log, user and system permission modules were completed. The entire back-end was deduced from the front-end webpage, which is very much like what a qualified product manager would do.
After actual testing, I found thatGemini The value of 3 goes far beyond just making the model stronger.SimpleIts rewriting of the way things work may be more intuitive than benchmark scores and parameters.
future,AIThe smallest team in this era should consist of two people: one who understands growth and knows how to use it.AIPM + 1 proficientAIA senior full-stack developer.
- Gemini The code 3 excels in instruction compliance, front-end implementation, and visual aesthetics, almost completely replacing UI and front-end work. We just need to clearly explain our requirements...Gemini 3 EnergyautomaticThe logic was completed, and a usable finished product was delivered, which was much more mature than I expected.
- AIThe era is still in the midst of a new technological revolution. The emergence of new technologies will bring new demands and new products. At this stage, the requirements for PMs are more focused on understanding...AITechnology and an understanding of growth will be more important than traditional knowledge of demand.
- PM UtilizationAIThe process of completing requirements gathering, visual interaction drafts, and even front-end code implementation was streamlined by eliminating communication and execution between two different roles, reducing a month's workload to just one day.Gemini 3. The group that receives the most help is actually PMs, not RDs.
- To achieve a truly highly available, high-concurrency, and stable product or system, you also need a senior full-stack developer. This cannot be a junior developer, nor can it be a purely backend developer; it needs to be experienced and proficient in all aspects of full-stack development.AIThe full-stack development is the final step in completing service development and deployment.
AI We are rewriting the team size and the productivity curve. We are also eliminating the long time gap between ideas and products.
The next product era will emerge in a new form within this trend.