tmimmanuel - Overview

Hi there 👋

Maintainer/contributor around agent tooling and multi-channel assistant workflows. I focus on practical engineering: issue reproduction, real behavior testing, and shipping fixes that survive production traffic.

🚀 Start Here

🛠️ Open Source Contributions

Agent & Assistant Platforms

RAG, Embeddings & Model Providers

• infiniflow/ragflow - Go model drivers (LongCat, Voyage AI, StepFun, Novita.ai, Mistral, Upstage, LocalAI rerank), Perplexity embeddings, OpenSearch doc-meta dispatch, async DB/Redis offload
• run-llama/llama_index - sqlite-vec vector store integration
• llmsresearch/paperbanana - Cost estimation, budget guards, per-item status table for batch runs

Data, Compilers & Systems

Web & Frontend

Crypto & Subnet Tooling

🎯 What I Usually Work On

• Cross-channel behavior debugging (Slack / Telegram / Discord / WebUI)
• E2E reproduction and verification before/after fixes
• PR quality passes: conflict resolution, cleanup of stale code paths, focused regression checks
• Automation and developer tooling around issue triage and agent workflows

⌨️ Development Language

🛠️ Recently I'm coding in...

If you're working on OpenClaw channel behavior or integration reliability, feel free to reach out.