InferMate

Inspiration

Seeing struggles in understanding things due to different background, culture and societies uniformity can't be enforced in doing things, as it dilutes the talents within a boundary. The way of understanding needs to be addressed as from the perspective of one may see things that others don't if given a chance of levelled plane the productivity might soar in multitude.

What it does

Use tools to ease up the things for different kinds of users exploiting gen AI features for understanding things and delivering as required. It leverages opensource and tries to be a reliable partner in the regular endeavors catering different needs of users. That said now users need not spend time and resources to adapt but system to adapt for the users so they can achieve full potential.

How we built it

Iterative approach using prompting with coding techniques, along with reviews and edits with each feature aligned for enhancement and design adaptation where necessary from the original plan while testing and execution.

Challenges we ran into

Understanding on how different the instructions should be for synching of features without losing it's effectiveness and automating by finetuning based on our use cases, and multiple vistas to similar modes leading different paths were challenges as some approaches might be better and improved while retaining the original necessary features and some might change with other features improvement. Paid key was giving error for some reason and not accepting the payment which led to non-function of video/image related features. In a way Gemini 3.0 helped a lot to address these challenges as it was far better and advanced and helpful than Gemini 2.5 which struggled a lot in taking bigger projects with vision so high. The high "Context" helped a lot along with its comprehensive developed ability of understanding the problem as Gemini 3 performed outstanding job in applying over our code and ideas. The error fixation and certain feature suggestions were also commendable which made to have different versions of project gauging effectiveness which otherwise would have been difficult and a manual labor.

Accomplishments that we're proud of

We use multimodal approach and certain sleekness to the features are difficult to implement in short span, like using on fly translation and understanding context and we achieved the improvement in user persona development and user driven approach which is unique in enhancing the user experience. Also, inclusive development enabling the underprivileged by enhanced multimodal approach For example: For illiterates or handicapped, by providing native communication support and voice approach in their local language, so the user just needs to be good in their field than bothering about their inability in peripherical aspects like tone, language, writing skills for expressing and use the tool, which ushers the ideation freely without hinderance.

What we learned

Gemini 3.0 and Antigravity is commendable and have made developer's and Product Manager's life far much easier than expected. I learned a lot by finetuning the use cases and using AI assistance with AI first approach and developing over it spinning ideas and features with more success rate with Preview feature. Also, most importantly testing is made way lot easier, helping to take parallel approaches and pulling the commits when required in a multi variety of products can easily be spun over ideas and requirements with similar core.

What's next for InferMate

There's a lot to go with it. I just developed from MVP to a product sample in each sphere. Wish to have these features at least in next version:

1. Connecting translation and transliteration with RAG and retaining old RAG when necessary for processing them.
2. Intelligent Chat to cover multi modes to cater different users from pictorial, video approach grasper to avid readers, inquisitors and questioners.
3. Accessibility is in question as these require advance LLM but some tasks may not need them, so use of free open source LLMs where required to be made so the users can have advantage in saving tokens and use more.

Built With

• api
• html
• ide
• json
• python
• typescript