# Ai context engineering

**URL:** <https://discuss.ai.google.dev/t/ai-context-engineering/93200>\
**Category:** Gemini API\
**Tags:** models, llm\
**Created:** [July 9, 2025, 9:40pm UTC](https://discuss.ai.google.dev/t/ai-context-engineering/93200 "2025-07-09T21:40:55Z")\
**Posts on this page:** 2\
**Page:** 1

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**Author:** ![Krigs\_B](https://d1dlmcr85iqnpo.cloudfront.net/user_avatar/discuss.ai.google.dev/krigs_b/32/58282_2.png) [@Krigs\_B](https://discuss.ai.google.dev/u/Krigs_B)\
**Post date:** [July 9, 2025, 9:40pm UTC](https://discuss.ai.google.dev/t/ai-context-engineering/93200/1 "2025-07-09T21:40:55Z")

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### 🚀 Introducing ODIN: Autonomous Agent Framework with AI Checkpointing – Feedback Requested!

Hi Google Devs 👋

I’d love your expert feedback on **[ODIN](https://github.com/Krigsexe/AI-Context-Engineering)** – an open-source agent framework designed for **autonomous, self-correcting LLM behavior** using structured prompts, feedback loops (`Faux/Parfait`), persistent memory (`AI_CHECKPOINT.json`), and documentation sync.

### Why it matters:

ODIN provides a way to **stabilize LLM outputs** and **minimize hallucinations** through prompt layering and logic validation. It works with any LLM (GPT, Claude, local models) but I’m now looking to:

- Connect it with **TensorFlow Extended (TFX)** or **LangChain on Vertex AI**
- Optimize logic-based agents for **inference latency**
- Explore compatibility with **TF Serving, TF Lite, or Colab Pro workflows**

### Real-world use cases:

- Self-correcting assistant for game servers (GTA RP)
- Prompt-driven deployment bot (e-commerce infra)
- Blueprint automation agent (Unreal Engine)

🧠 I’m particularly looking for:

- Advice on best practices for integrating agent memory and rollback into Google AI pipelines
- Performance tradeoffs in Colab/Vertex AI settings
- How to structure this for scalable deployment with **TF + TFX**

🔗 [GitHub Repo](https://github.com/Krigsexe/AI-Context-Engineering)

Thanks so much for your time and insight 🙏  
— Julien Gelee (aka Krigs)

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<div class="post-metadata">

**Author:** ![system](https://d1dlmcr85iqnpo.cloudfront.net/user_avatar/discuss.ai.google.dev/system/32/1_2.png) [@system](https://discuss.ai.google.dev/u/system)\
**Post date:** [November 5, 2026, 6:24pm UTC](https://discuss.ai.google.dev/t/ai-context-engineering/93200/3 "2026-11-05T18:24:53Z")

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Closed on November 5, 2026, 6:24pm UTC

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