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Create Post “2025-11-06-ai-engineering-abstractions-wanted”
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---
title: AI Engineering Abstractions Wanted
kind: article
author: Atharva Raykar
created_at: 2025-11-06 00:00:00 UTC
layout: post
---
* No good abstraction to talk to an LLM (context creation and manipulation)
* No standardised LLM conversation format
* Inconsistent handling of thinking tokens
* No easy (or performant) way to create reproducible sandboxes/envs for agents
* No good context observability tools
* Poor MCP client and server implementations
* Poor LLM gateway implementations
* No good flexible eval annotation tool that supports stuff like semantic clustering
* Poor library/SDK story outside Python and JS ecosystems