We’re excited to announce the launch of TESS 5 and TESS 5 PRO, the firsts Adaptive Reasoning Models in the World, crafted to meet the growing demands of the AI era. TESS 5 is optimized to provide an exceptional balance between speed and performance, dynamically adapting to a wide range of queries.
On the other hand, TESS 5 PRO incorporates high-performance architectures specifically designed to tackle complex challenges requiring deep semantic reasoning and precise calculations.

Adaptive Reasoning
Adaptive Reasoning is an advanced AI orchestration mechanism that analyzes each user input and dynamically picks the most suitable model to deliver the most accurate and efficient response.
Using a meta-reasoning framework, the system evaluates the semantic complexity of the prompt, deciding if the question requires a model with deeper analytical depth, greater synthesis capability, or lower response latency.
To strike an ideal balance between cost, speed, and accuracy, Adaptive Reasoning taps into a broad range of models – from versions optimized for quick inference to high-performance architectures specialized in advanced reasoning.
The architecture of Adaptive Reasoning is designed to operate in real-time, performing continuous evaluations and iterative refinements for each interaction. It includes a trust feedback mechanism that compares generated responses against benchmarks for consistency and accuracy, making real-time adjustments.
This creates a dynamic learning cycle where the decision engine progressively adapts to user needs and expected quality standards. This approach ensures each query gets the best possible answer, optimizing the use of over 30 models available on the platform and continually enhancing the AI experience.
TESS 5 vs 5 PRO
TESS 5 leverages an extensive suite of over 30 optimized models, carefully selected to strike a refined balance between latency and performance while dynamically adapting to a wide range of queries. In contrast, TESS 5 PRO incorporates advanced architectures with enhanced computational rigor, meticulously tuned for challenges that demand deep semantic processing, precise mathematical calculations, and sophisticated code analysis
This technical distinction allows the system to route each request to the most fitting computational approach, ensuring maximum efficiency and accuracy without sacrificing robustness or response speed.
Besides selecting the ideal model, we’re in testing to implement adaptive prompt engineering, dynamically refining the input structure to maximize response quality. This might involve contextual rephrasing, adding specific instructions, or adjusting granularity, allowing each model to perform at its best. Adaptive Reasoning will also manage model temperature (creativity), adjusting response variation based on the query’s nature. For objective queries, we lower the temperature to reduce variations and prevent hallucinations, whereas for creative or exploratory tasks, higher values are used to encourage diverse and innovative answers.
Overall Performance

Competition Math | AIME 2024 (Pass@1)

MATH-500 (Pass@1)

PhD-level Science Question | GPQA-Diamond (Pass@1)

Software Engineering | SWE Verified (Resolved)

Introducing Multi-Agent Collaboration in TESS Copilot
We are thrilled to introduce a groundbreaking feature in the TESS Copilot: the ability to collaborate with multiple specialized AI agents within a single chat interface. This innovation takes productivity and customization to the next level, allowing users to summon agents created in the AI Studio, each tailored for specific tasks and objectives.
With this update, you can now bring together unique agents, each with its own expertise, to work seamlessly in one conversation. Whether you need a marketing expert, a technical writer, or a problem-solving mathematician, you can summon the perfect team of agents to tackle any challenge.
But that’s not all. The TESS Copilot now also supports the integration of multiple agents powered by our cutting-edge Adaptive Reasoning models. These models deliver unparalleled performance, enabling agents to adapt dynamically to complex scenarios and provide more accurate, context-aware responses. The result? A collaborative experience that feels natural, efficient, and incredibly powerful.
Imagine the possibilities
Specialized Expertise: Summon agents trained for specific industries, tasks, or languages to address diverse needs.
Dynamic Collaboration: Combine the strengths of multiple agents in real-time to solve problems, brainstorm ideas, or complete tasks.
Adaptive Intelligence: Leverage the latest advancements in Adaptive Reasoning to ensure your agents understand context, learn from interactions, and evolve over time.
This feature represents a significant leap forward in AI-driven collaboration, empowering users to unlock new levels of creativity, productivity, and innovation. Welcome to the future of AI interaction, where multiple minds work together as one.
Unleash Professional-Quality Visuals with the New Magic Prompt!
Tired of mediocre image and video results? Say hello to the Magic Prompt, your secret weapon for crafting stunning visuals from even the simplest ideas.
The Magic Prompt leverages state-of-the-art prompt engineering to transform basic input into professional-grade prompts, optimized for image and video generation. Forget complex commands and technical jargon – just provide a core concept, and let the Magic Prompt weave its magic!
Here’s how it works:
Simple Input, Professional Output: Transform basic descriptions into detailed and precise prompts.
Prompt Engineering Expertise Built-in: Benefit from the best prompt engineering practices without being an expert yourself.
Unlock Stunning Visuals: Generate images and videos with incredible detail, artistic style, and professional polish.
Try Magic Prompt with New Minimax Models Now!
We’re excited to announce that you can now test the Magic Prompt with three brand-new models from Minimax! Dive in and explore the creative possibilities with:
1. Minimax I2V 01
2. Minimax I2V 01 Live
3. Minimax I2V 01 Director
We are eager for you to delve into these innovative features and to observe the creations you’ll produce using them. As per usual, we appreciate your input as we persist in refining and advancing our models.