project recommendations using Groq

[Userunknown84]

Summary [required]

->I use the groq api key to show projects simultaneously and no stored project , fetch directly from api.
->Project , code everything fetch thorugh api and no stored project .
-> For this i used a model "llama" to show projects when user enter skill then project show thorugh this model.

Related Issue [required]

Closes #

Type of Change [required]

• Bug fix — resolves a broken behaviour
• Feature — adds new functionality
• Data — adds new projects to data/projects.json
• Documentation — updates docs, README, or code comments only
• Style — CSS or visual changes only, no logic change
• Refactor — restructures code without changing behaviour
• Test — adds or updates tests

What Was Changed [required]

File	Change made
utils/recommender.py	Added clear_cache() function
tests/test_basic.py	Added test for cache invalidation

How to Test This PR [required]

1. Clone this branch: git checkout your-branch-name
2. Install dependencies: pip install -r requirements.txt
3. Run the app: python app.py
4. Open http://127.0.0.1:5000 and...
5. Run the tests: python tests/test_basic.py

Expected test output:

27 passed, 0 failed out of 27 tests

Test Results [required]

paste output here

Screenshots (if UI change)

Before	After
screenshot	screenshot

Self-Review Checklist [required]

• I have read CONTRIBUTING.md and followed all guidelines
• My branch name follows the convention: feat/, fix/, docs/, data/, style/, test/
• I have run python tests/test_basic.py and all 27 tests pass
• I have run flake8 . locally and there are no errors
• I have not introduced any print() or console.log() debug statements
• Every new function I wrote has a docstring
• I have not modified files outside the scope of the linked issue
• If I changed the UI, I tested it at 375px (mobile) and 1280px (desktop)
• If I added a project to the dataset, it has all required JSON fields

Notes for Reviewer

[vercel]

@Userunknown84 is attempting to deploy a commit to the komalsony234-1530's projects Team on Vercel.

A member of the Team first needs to authorize it.

[Userunknown84]

Hi, please tell me if this is okay, as I'm trying with the API this time. Please tell me if it's accepted or rejected.

…

On Thu, 28 May, 2026, 2:54 pm vercel[bot], ***@***.***> wrote: *vercel[bot]* left a comment (komalharshita/DevPath#668) <#668 (comment)> @Userunknown84 <https://github.com/Userunknown84> is attempting to deploy a commit to the *komalsony234-1530's projects* Team on Vercel <https://vercel.com>. A member of the Team first needs to authorize it <https://vercel.com/git/authorize?team=komalsony234-1530's%20projects&slug=komalsony234-1530s-projects&teamId=team_4uoKBbp41VaIZKo2f2nQAKNx&type=github&job=%7B%22headInfo%22%3A%7B%22sha%22%3A%227a1d75698dc8e91049d038974d6d8d3d051c4a01%22%7D%2C%22id%22%3A%22QmcsqnrRtmYQoFKwcD8h8xRdAAVkraVuL4jdHxGFHxqWxd%22%2C%22org%22%3A%22komalharshita%22%2C%22prId%22%3A668%2C%22repo%22%3A%22DevPath%22%7D> . — Reply to this email directly, view it on GitHub <#668?email_source=notifications&email_token=BC5FCOIS7ORVWTIR3RXVK4345AAT7A5CNFSNUABFM5UWIORPF5TWS5BNNB2WEL2JONZXKZKDN5WW2ZLOOQXTINJWGI2TINZZGQ42M4TFMFZW63VHNVSW45DJN5XKKZLWMVXHJLDGN5XXIZLSL5RWY2LDNM#issuecomment-4562547949>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/BC5FCOMR3U3O5MPAODVGMPT45AAT7AVCNFSM6AAAAACZQSTBD6VHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHM2DKNRSGU2DOOJUHE> . You are receiving this because you were mentioned.Message ID: ***@***.***>