Carryover: Portable state handoff for LLMs
I built a a portable work state CLI tool to easily switch between LLMs
ReadDeeptanshu Jha
Product builder at the intersection of LLMs, AI, and fintech. Focused on building intelligent systems that scale responsibly and safely.
Quick Facts
Current Role
Product Manager, Builder
Location
Bay Area, CA
Focus
AI + Billing + Growth
01
Essays
When Small Models Are Good Enough: A Peek into Geometry of Intelligence
Let's take a local manifold walk to understand why small models are sometimes better, more resource responsible and won't burn a hole in your pocket.
ReadClaude Code Rate Limits: Diagnosing my token usage
I'm running into rate limits every hour or so into using claude code. I analyzed one session: < 3% of my AI bill went to intelligence. The rest? Regurgitating stale and bloated context
ReadStrange Habits of LLMs: Oops I Did It Again
I was fixing a bug for my newborn's app and ChatGPT had a complete brain-body disconnect: It kept reasoning 'don't do the thing' → did it → 'oops I did this' → redo → 'oops I did it again'
ReadBuild Your Own Glean: A Production RAG System
Demos are easy. Production is hard. If you want internal knowledge search that actually works, you're not 'adding RAG'—you're building a pipeline where the LLM is the easiest part.
ReadAI Evals: What I learned shipping production grade billing systems
From Evals 101 to Production Grade systems.
ReadRebuilding (resuscitating) this site
Product lessons: atomic desires, two way doors, and future complexity backseat
Read02
Projects
CLI Tool
Carryover (2025)
A command-line tool to extract Claude Code session data and generate portable handoff documents for use with ChatGPT and other LLMs. It parses session logs, generates structured markdown using local Ollama models, and includes automatic secret redaction for API keys and credentials. Source here.
Text Summarization
Summarizer (2014)
Extractive text summarization in Python using classic NLP + graph ranking. It ended up powering multiple Reddit bots. Source here