PRANJUL RATHOUR - DEV Community

PRANJUL RATHOUR

Sep 20

5 Production AI Apps, All Open Source

#ai #opensource #machinelearning #genai

2 min read

PRANJUL RATHOUR

Sep 19

15 Free Tools, No Signup, Every Link

#webdev #seo #productivity #tools

2 min read

PRANJUL RATHOUR

Sep 19

15 Free Tools, No Signup, Every Link

#webdev #seo #productivity #tools

2 min read

PRANJUL RATHOUR

Sep 18

Building your personal brand as a CS student

#personalbrand #students #career

1 min read

PRANJUL RATHOUR

Sep 17

Three times I didn't win first place (and what stuck more than the wins)

#hackathon #competitions #lessons

2 min read

PRANJUL RATHOUR

Sep 16

NIMCET, placements, or a startup: choosing your Year 3

#nimcet #placements #startup #career

2 min read

PRANJUL RATHOUR

Sep 15

How to start a tech community on your campus

#community #leadership #guide

1 min read

PRANJUL RATHOUR

Sep 14

Writing your first technical blog post: a template

#writing #students #guide

1 min read

PRANJUL RATHOUR

Sep 13

Beating 15+ teams at BYTEBATTLE with Annapurna

#hackathon #meetkats #socialimpact

1 min read

PRANJUL RATHOUR

Sep 12

Cold-emailing a mentor or speaker (and actually getting a yes)

#mentoring #email #guide

1 min read

PRANJUL RATHOUR

Sep 11

From mentee to mentor to judge: a natural progression, not a hierarchy

#mentoring #judging #careerprogression

2 min read

PRANJUL RATHOUR

Sep 11

Running a judges-only debrief right after the event: the fifteen minutes organisers skip

#hackathonjudging #organisers #processimprovement

2 min read

PRANJUL RATHOUR

Sep 11

Speaking about AI to non-engineering college audiences: what actually needs to change

#guestspeaker #noncsaudiences #aiawareness

2 min read

PRANJUL RATHOUR

Sep 11

What I wish someone had told me before my first hackathon judging gig

#hackathonjudging #gettingstarted #firsttime

2 min read

PRANJUL RATHOUR

Sep 11

Building a personal brand as a campus speaker, without it feeling like self-promotion

#guestspeaker #personalbrand #positioning

2 min read

PRANJUL RATHOUR

Sep 11

Judging a hackathon where you're also personally sponsoring a prize

#hackathonjudging #sponsorship #transparency

2 min read

PRANJUL RATHOUR

Sep 11

How organisers should train first-time judges before the event, not during it

#hackathonjudging #organisers #training

2 min read

PRANJUL RATHOUR

Sep 11

Mentoring through open source: a different channel from talks and workshops

#mentoring #opensource #asynchronous

2 min read

PRANJUL RATHOUR

Sep 11

Speaking at international student conferences remotely: what changes across borders

#guestspeaker #international #remote

2 min read

PRANJUL RATHOUR

Sep 11

Hackathon sponsors and judging: staying neutral when a sponsor's tech is on the table

#hackathonjudging #sponsors #fairness

2 min read

PRANJUL RATHOUR

Sep 11

Handling long-running AI agents: timeouts, checkpoints and partial progress

#shipping #agenticai #reliability

2 min read

PRANJUL RATHOUR

Sep 11

Building an internal AI tool for your own team: a lower-stakes way to ship something real

#shipping #internaltools #career

2 min read

PRANJUL RATHOUR

Sep 11

Versioning prompts like you version code: a simple system that pays off fast

#shipping #promptengineering #versioncontrol

2 min read

PRANJUL RATHOUR

Sep 11

Graceful degradation: what your app should do when the LLM provider is down

#shipping #reliability #fallbacks

2 min read

PRANJUL RATHOUR

Sep 11

Setting up cost alerts for AI APIs before the bill surprises you

#shipping #cost #monitoring

2 min read

PRANJUL RATHOUR

Sep 11

Webhooks and async callbacks for AI pipelines: notifying instead of polling

#shipping #webhooks #architecture

2 min read

PRANJUL RATHOUR

Sep 11

Building a support-ticket triage system with an LLM: a project walkthrough

#shipping #classification #project

2 min read

PRANJUL RATHOUR

Sep 11

Handling personal data (PII) in LLM applications without it leaking where it shouldn't

#shipping #pii #privacy

2 min read

PRANJUL RATHOUR

Sep 11

A/B testing an AI feature: what to actually measure beyond click-through rate

#shipping #abtesting #evaluation

2 min read

PRANJUL RATHOUR

Sep 11

Feature flags for AI features: rolling out a new model or prompt safely

#shipping #featureflags #rollouts

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2 min read

PRANJUL RATHOUR

Sep 11

Generating alt text with vision AI: a genuinely useful accessibility application

#vision #a11y #alttext

2 min read

PRANJUL RATHOUR

Sep 11

Video summarization with vision-language models: what's actually feasible today

#vision #video #multimodal

2 min read

PRANJUL RATHOUR

Sep 11

Building a plant or object identifier app: a well-scoped vision project

#vision #project #classification

2 min read

PRANJUL RATHOUR

Sep 11

Annapurna: from a 36-hour hackathon prototype to a real food-sharing platform

#hackathon #socialimpact #react #supabase

2 min read

PRANJUL RATHOUR

Sep 11

Vision API costs: cloud vision APIs vs self-hosting a model, a real comparison

#vision #cost #infrastructure

2 min read

PRANJUL RATHOUR

Sep 11

Synthetic image data: when it's a legitimate fix for a scarce dataset

#vision #syntheticdata #datasets

2 min read

PRANJUL RATHOUR

Sep 11

Vision Transformers, explained for practitioners who just want to use one well

#vision #visiontransformers #fundamentals

2 min read

PRANJUL RATHOUR

Sep 11

Barcode and QR detection in noisy real-world images: what actually helps

#vision #barcodedetection #robustness

2 min read

PRANJUL RATHOUR

Sep 11

Document tampering detection: what a vision model can and can't catch

#vision #documentai #frauddetection

2 min read

PRANJUL RATHOUR

Sep 11

Testing a vision model for bias across skin tones before you ship it

#vision #bias #fairness

2 min read

PRANJUL RATHOUR

Sep 11

Building a simple attendance system with face recognition: a project walkthrough

#vision #facerecognition #project

2 min read

PRANJUL RATHOUR

Sep 11

Evaluating fine-tuning ROI: was the project actually worth the compute and time?

#finetuning #evaluation #roi

2 min read

PRANJUL RATHOUR

Sep 11

Fine-tuning a vision-language model: what's different from fine-tuning a text-only LLM

#finetuning #visionlanguagemodels #multimodal

2 min read

PRANJUL RATHOUR

Sep 11

Transfer learning vs fine-tuning: are these the same thing?

#finetuning #transferlearning #terminology

2 min read

PRANJUL RATHOUR

Sep 11

Estimating fine-tuning cost before you start, so there are no surprises

#finetuning #cost #planning

2 min read

PRANJUL RATHOUR

Sep 11

Continual fine-tuning: updating a model over time without starting from scratch

#finetuning #continuallearning

2 min read

PRANJUL RATHOUR

Sep 11

Fine-tuning for reliable structured output (JSON mode isn't always enough)

#finetuning #structuredoutput #json

2 min read

PRANJUL RATHOUR

Sep 11

Deduplicating a fine-tuning dataset before training (and why near-duplicates matter more than exact ones)

#finetuning #datasets #deduplication

2 min read

PRANJUL RATHOUR

Sep 11

Fine-tuning an open-weight model vs a closed API's fine-tuning offering

#finetuning #openweight #modelproviders

2 min read

PRANJUL RATHOUR

Sep 11

Reward modeling, explained simply: what it is and why most student projects don't need it

#finetuning #rewardmodeling #rlhf

2 min read

PRANJUL RATHOUR

Sep 11

Fine-tuning a model for a specific tone of voice: what actually transfers

#finetuning #tone #style

2 min read

PRANJUL RATHOUR

Sep 11

Duplicate and near-duplicate documents in a RAG index: the quiet quality killer

#rag #dataquality #deduplication

2 min read

PRANJUL RATHOUR

Sep 11

RAG over a codebase: why retrieving code needs a different chunking strategy

#rag #coderetrieval #chunking

2 min read

PRANJUL RATHOUR

Sep 11

How much retrieved text should actually go in the prompt? A context-budget framework

#rag #contextwindow #cost

2 min read

PRANJUL RATHOUR

Sep 11

RAG chatbot vs RAG-powered search: same technique, different product

#rag #ux #productdesign

2 min read

PRANJUL RATHOUR

Sep 11

Evaluating retrieval quality when you have no labelled query-document pairs

#rag #evaluation #coldstart

2 min read

PRANJUL RATHOUR

Sep 11

RAG over mixed Hindi-English documents: what breaks and what to check

#rag #multilingual #india

2 min read

PRANJUL RATHOUR

Sep 11

Multi-tenant RAG: making sure one customer never sees another customer's documents

#rag #multitenancy #security

2 min read

PRANJUL RATHOUR

Sep 11

The RAG security hole nobody checks: prompt injection hiding inside retrieved documents

#rag #security #promptinjection

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2 min read

PRANJUL RATHOUR

Sep 11

Incremental indexing: keeping a RAG index current without re-embedding everything

#rag #indexing #maintenance

2 min read

Writing Debut