Akash Panchal

@Akashpanchal

Software Engineer @Amazon

Bengaluru, IndiaJoined November 2021

About

I'm Software Engineer with 7+ years of experience in designing, implementing and debugging softwares including backend services, automation tools and Mobile SDK.

I love building things and currently building lessentext.com

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Akash Panchal's blogs

Akash's Engineeringblog.akashpanchal.com9 posts

LessenText blogblog.lessentext.com1 post

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Recently published

APAkash Panchalblog.akashpanchal.comApr 24 · 3 min read

Context Engineering Part 4: Teaching AI to Take Smart Notes

This is the promise of summarization-based context management. The Key Idea: Compress Without Losing Meaning Token savings: 90% reduction Context preserved: Key facts retained The Summarization Flow

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APAkash Panchalblog.akashpanchal.comApr 24 · 3 min read

Context Engineering Part 3: Beyond Message Counting

In Part 2, we saw how sliding windows fail by treating all messages as equally disposable. Now we'll explore token-based management—a smarter approach that considers actual content size rather than ju

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APAkash Panchalblog.akashpanchal.comMar 16 · 2 min read

Context Engineering Part 2: The Sliding Window Trap

The most common solution to AI amnesia is also the worst: sliding windows. It seems reasonable—keep only the most recent messages, drop the oldest when full. But this seemingly logical approach create

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APAkash Panchalblog.akashpanchal.comMar 12 · 5 min read

Context Engineering Part 1: Why Your AI Chatbot Forgets Everything

Every Large Language Model has amnesia. And it's not a bug—it's a fundamental design constraint that costs companies millions in lost productivity and wrong code decisions. In this first part of our C

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APAkash Panchalblog.akashpanchal.comFeb 25 · 8 min read

I Solved Claude Code's Biggest Flaw: Context Compaction Amnesia

How a frustrating afternoon led to a breakthrough that changed how I use AI forever The Breaking Point It was 3 AM on a Tuesday. I'd been working with Claude Code for six hours straight, architecting

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Akash Panchal

About

Available for

Akash Panchal's blogs

Recently published

Context Engineering Part 4: Teaching AI to Take Smart Notes

Context Engineering Part 3: Beyond Message Counting

Context Engineering Part 2: The Sliding Window Trap

Context Engineering Part 1: Why Your AI Chatbot Forgets Everything

I Solved Claude Code's Biggest Flaw: Context Compaction Amnesia

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Akash Panchal

About

Available for

Akash Panchal's blogs

Recently published

Context Engineering Part 4: Teaching AI to Take Smart Notes

Context Engineering Part 3: Beyond Message Counting

Context Engineering Part 2: The Sliding Window Trap

Context Engineering Part 1: Why Your AI Chatbot Forgets Everything

I Solved Claude Code's Biggest Flaw: Context Compaction Amnesia