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agentic frameworks

Nicolas Cravino edited this page Apr 11, 2026 · 9 revisions

id: agentic-frameworks title: Agentic Frameworks tags: [python, langgraph, langchain, azure, openai, mlx, audio, cli, stt, tts] created: 2026-04-11 updated: 2026-04-11 freshness: fresh

Agentic Frameworks

Summary

Five repositories demonstrating diverse agentic AI patterns — from a mental model visualization (Agent Stack) through workflow conversion (N8n2LangGraph), coding assistants (DeepAgent Azure CLI), voice analysis research loops (SST-AutoResearch), to full SAP implementation onboarding automation (ProjectPulse). LangGraph is the common orchestration layer across all Python-based repos.

Key claims

  • Agent Stack decomposes agentic systems into 10 layers, reframing the LLM as a fallible component within a larger deterministic system. ^src:agent-stack
  • DeepAgent Azure CLI provides a full coding agent (file R/W, shell, glob, grep, sub-agents) wired to Azure OpenAI with Textual TUI, reasoning effort control (low/medium/high), and SQLite session persistence. ^src:deepagent-azure-cli
  • DeepAgent Azure CLI can run fully offline using a local MLX server that emulates the Azure OpenAI API. ^src:deepagent-azure-cli
  • N8n2LangGraph converts n8n workflow JSON into standalone LangGraph Python scripts, with optional reflection loops and LLM-assisted translation for unsupported nodes. ^src:n8n2langraph
  • SST-AutoResearch implements a Karpathy-style autoresearch loop where the LLM drives hypothesis → design → execute → evaluate → reflect cycles over speaker voice dynamics (Takens' embedding, Lyapunov exponents, recurrence analysis). ^src:sst-autoresearch
  • ProjectPulse processes meeting recordings through a 6-phase pipeline (ingest → transcribe → analyze → wiki → podcast) with 79 integration tests, checkpoint/resume, and token budget enforcement. ^src:projectpulse
  • ProjectPulse generates a full Karpathy-style interlinked wiki with per-meeting summaries, SAP Activate phase roll-ups, cross-cutting themes, stakeholder profiles, decision log, and onboarding Q&A. ^src:projectpulse

Open questions

  • Could N8n2LangGraph be used to convert workflows into DeepAgent Azure CLI custom tools?
  • How does SST-AutoResearch's audio pipeline compare with ProjectPulse's transcription layer?

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