@code_kartik

I ship things people love using • mts @mem0ai - https://xitter.cf/t.co/n9C3OZSXkr (30k+ mau) - https://xitter.cf/t.co/oPkkjxsyZC (20k+ downloads) - https://xitter.cf/t.co/acE2EdY8ZX

kartiklabhshetwar.com
Joined March 2023
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2.1KMedia

Why Production Agents Read 100 Tokens for Every 1 They Write and Why It Changes Everything

In July 2025, Manus published one of the most quietly important numbers in agent engineering. Their average input-to-output token ratio in production: 100 to 1.

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Why Everyone Is Suddenly Building Their Own Agent Harness and why you should care.

In February 2026, the LangChain team quietly published a result that should make every AI team rethink their roadmap. They took their open-source coding agent, deepagents-cli, from outside the Top 30 …

Article · @code_kartik
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