[Proposal] LLM-Augmented Adaptive Replay Engine for Dynamic Process Generalization

[shephinphilip]

Hey OpenAdapt Team 👋,

I'm very excited about the Machine Learning Engineer role — your vision for adaptive automation and process intelligence aligns strongly with my background.

---

🧠 Proposal: LLM-Augmented Adaptive Replay Engine

Goal:

To create an intelligent replay system that uses LLMs to generalize, abstract, and execute workflows across slightly varying UI/app states.

---

🔍 Idea Highlights:

1. Process Abstraction with LLMs

   • Extract dynamic process templates from action sequences.
   • Use LLMs to describe high-level intent behind user actions.

2. Semantic Replay Matching

   • Match current UI state with recorded process intent using vector similarity or layout parsing.
   • Adapt actions in real-time to changed layouts or data.

3. Error Recovery via LLMs

   • Use LLMs to handle unexpected UI states and suggest recovery steps.
   • Log, retry, or ask for feedback dynamically.

4. Auto-Documentation

   • Generate human-readable summaries from recordings.

---

💡 Implementation Steps:

• Analyze ActionEvent logs & recordings.
• Use structured prompts to query an LLM (e.g., GPT-4, Claude) for intent abstraction.
• Extend or create a new ReplayStrategy that’s LLM-powered.
• Build replay feedback loop for adaptive logic.

Would love your feedback and direction! Ready to prototype and iterate 🚀

Thanks for the opportunity!

Best,
Shephin Philip

[abrichr]

Hi @shephinphilip, thank you for submitting a proposal, and for your patience! I've been heads down on a couple of projects recently.

This looks promising. Let's chat. Please find me on Discord (abrichr). The link is at the top right of https://openadapt.ai/.

Looking forward to it!

[shephinphilip]

Hi @abrichr , sent you request in Discord

[abrichr]

Closing as part of the architecture transition. The legacy codebase has been moved to legacy/ and frozen at v0.46.0.

If this change is still needed, please:

1. Open a PR against the relevant modular package repository
2. Or re-open this PR targeting the legacy/ directory if it's a critical legacy fix

See PR #960 for details on the new meta-package architecture.