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feat: Add MEGABYTE - Million-byte Sequence Processing for A2A Communi… #95

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What does this PR do?

Adds MEGABYTE paper to the repository, introducing a breakthrough approach for processing long sequences in A2A communication scenarios.

Why is this important?

  • Enables efficient processing of sequences up to 1M bytes
  • Linear complexity makes it practical for real-world A2A deployments
  • Critical for handling large-scale multimodal data exchange between agents

Changes Made

  • Added MEGABYTE paper details and analysis
  • Included sample implementation code
  • Added technical rationale and practical applications

Checklist

  • Original analysis provided
  • Implementation details included
  • Proper formatting followed
  • Links verified
  • Maintains repository organization

…cation

## What does this PR do?
Adds MEGABYTE paper to the repository, introducing a breakthrough approach for processing long sequences in A2A communication scenarios.

## Why is this important?
- Enables efficient processing of sequences up to 1M bytes
- Linear complexity makes it practical for real-world A2A deployments
- Critical for handling large-scale multimodal data exchange between agents

## Changes Made
- Added MEGABYTE paper details and analysis
- Included sample implementation code
- Added technical rationale and practical applications

## Checklist
- [x] Original analysis provided
- [x] Implementation details included
- [x] Proper formatting followed
- [x] Links verified
- [x] Maintains repository organization
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