arav6635

Today I worked on frontend part of Future Screenshot app. I made UI clean and modern with better cards and sections for Reddit, Twitter timeline, Glassdoor, Tech article and interview. I also changed design many times as per need, like light theme Reddit style and social section on top side by side. I added loading screen overlay with progress bar, so while result is generating user can see proper status and app feels smooth. successfully hosted on vercel

In this 4 hours, I worked on backend and complete integration. I created FastAPI backend and connected Gemini API for research output. I handled many errors where Gemini was giving partial or wrong formatted data, so I added cleanup and fallback logic. Then I added PostgreSQL storage for saving previous analysis history. I made APIs for history list and opening saved company result with slug URL like /companyname. I also added share link and export PNG features. Then I fixed Python version issues. After all work done, I pushed complete project to GitHub and also did Vercel deployment side setup and checked flow end to end.

Today I worked on backend part of Future Screenshot app in Python using FastAPI. I made API route where user idea goes and Gemini gives future output in JSON format. I also handled errors properly so if model gives wrong data, app does not crash and shows clear message. I kept API key in .env file for safety and added response cleanup so output comes shorter and useful.

Due to the updates i am reshipping this project, as the multiplier was quite low.

Due to the updates i am reshipping this project, as the multiplier was quite low.

In this 2 hours, I mostly worked on UI part of EmployerLens. First I made search page where user can enter company name and run analysis. Then I made full result screen with sections like Critical Gap, Data Integrity, Perception Layer, Reality Layer and Detailed Narrative Report. I kept light theme and tried to make design clean and easy to read. I also added loading screen with full page progress bar so user can understand analysis is running. After that I added pros and cons section in reality layer. Finally I did alignment and spacing fixes because some text was looking weird and not proper.

Due to the updates i am reshipping this project, as the multiplier was quite low.

Completed the project…

• Built StartUp Lens with Flask + Neon + Gemini.
• Added Roast/Praise toggle with mode-specific result links.
• Cached URL+mode outputs in Neon to avoid repeat AI calls.
• Added recent results + share link.
• Improved UX (dark-blue UI, full-page loader, URL auto- format).
• Improved quality/reliability (429 handling, output cleanup, dynamic web context enrichment).

Working on the Backend Part.

Working on the frontend part.

Demo Video

Completed the Project.
App may give 429 error due to free tier api. Please try again after some time.

Changelog

• Build UniversityLens Flask app with Gemini-powered dashboard

Started Work on the backend part.

Started work on front end, making a modern ui.

It may get error 429 because of free tier of Gemini AI API. Please wait sometime and try again it would work. Click only once on the button and wait for 15second if nothing happens then try again because multiple clicks can also cause 429 error
Finalized the project.

Working on the backend part.

Did work on the frontend part.

Completed project. this was a very short one.

Completed the project. it was pretty easy and basic one.

Completed the project

Did Work on the Frontend Part

Completed both backend frontend, oauth done, hosting done, had to limit to 50 mails because it is on free tier hosting.

Did Work on the Backend part, But still Many Things are remaining, Will continue work tomorrow.

Worked on the frontend part

Converted to Python Code and fixed some issues which were causing problems in ship approval.

Finished this Project. now heading to ship it

Did work on the backed, 90% app is complete.

Did Work on Fronted part of this app.