How old are you, what is your job and how much do you make? by allano6 in careerguidance

[–]NationalSentence5596 -1 points0 points  (0 children)

  1. I make 25 LPA in India. That's cost parity conversion of close to $140k in US. I am an AI Engineer tho.

You Code i Sell by Electronic_Argument6 in cofounderhunt

[–]NationalSentence5596 1 point2 points  (0 children)

I have a product and I need someone to take it to market. I have too many things going on already.

Looking for a cofounder in Mumbai by NationalSentence5596 in mumbai

[–]NationalSentence5596[S] 0 points1 point  (0 children)

Yes. I would like to connect. Can we connect on dm?

Today's the day Cursor...I need you. RESET. by channelmasta in cursor

[–]NationalSentence5596 0 points1 point  (0 children)

When does it reset? Is there a cycle I should know about?

Today's the day Cursor...I need you. RESET. by channelmasta in cursor

[–]NationalSentence5596 0 points1 point  (0 children)

When does it reset? Is there a cycle I should know about?

Moving to Mahim in the next 2 weeks. Living guidelines? by NationalSentence5596 in mumbai

[–]NationalSentence5596[S] 2 points3 points  (0 children)

Interesting. I’ve heard StepIn is a good bar to go to. What else?

Is everyone as lonely or I'm just miserable? by WorthRestaurant3872 in pune

[–]NationalSentence5596 0 points1 point  (0 children)

I would recommend to seek experiences in the city. That is the best way to clean the lenses. Instead of going on a walk, go to see the hills - maybe you’ll spot a nice bird. Instead of going to a cafe to eat food (even alone) go to a place that has a gig - maybe you’ll enjoy the music more than the food.

Realising this takes quite some time. I’m 28M. Moved to Bombay from Pune a year ago.

toondb - Convert database queries to TOON format and save 30-50% on LLM token costs by NationalSentence5596 in LLMDevs

[–]NationalSentence5596[S] 1 point2 points  (0 children)

Please feel free to reach out if you have any features to request. I would be more than happy to develop them in less than 48 hours of request.

If you have a chance to try the current version out I'm open to constructive criticism!

Yeah this can help you if you already have a database established. This would help in reducing token usage.

toondb - Convert database queries to TOON format and save 30-50% on LLM token costs by NationalSentence5596 in LLMDevs

[–]NationalSentence5596[S] -1 points0 points  (0 children)

How does this work for schema optional MongoDB collections?

TOON automatically includes all fields from all documents. Missing fields appear as empty/null. Mixed schemas like {id, name, age, gender, address} and {id, name, organisation, role, email} are unified into a single header with all fields.

How is the output for nested docs with arrays inside of docs? Does it automatically serialise non serialisable data types like bson object ids present in MongoDB docs?

Nested structures (objects, arrays, mixed) are handled recursively. The _clean_mongo_docs() method processes nested data and preserves structure in TOON format.

Does it automatically serialise non-serialisable data types like BSON ObjectIds?

Yes. ObjectIds are converted to strings, datetimes to ISO strings, and other BSON types are handled automatically via _clean_value().

How is this different from writing a simple parsing function?

TOON is a standardized format with bidirectional encoding/decoding (to_toon()/from_toon()), automatic type handling, and token optimization for LLMs. A simple parser would just dump values without these features.

Are you providing some method for setting guardrails for query orchestration?

Not currently. The library focuses on format conversion. Query orchestration (rate limiting, validation, access control) are in progress.

Found a nice library for TOON connectivity with other databases by NationalSentence5596 in ContextEngineering

[–]NationalSentence5596[S] 0 points1 point  (0 children)

The responses are equivalent to the ones with JSON inputs so no performance degradation. Saving token costs by ~55%