Skip to content
View SatyKrish's full-sized avatar

Block or report SatyKrish

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
SatyKrish/README.md

Hi, I'm Sathish πŸ‘‹

Building agentic AI systems and the platforms they run on.

LinkedIn Focus Cloud Data


πŸ€– What I'm building

  • Agentic AI systems β€” production agents with retrieval, tools, governance, and eval gates.
  • Agent harnesses β€” built on the Claude Agents SDK and the OpenAI Agents SDK, picking the right primitives for the job (subagents, tool use, structured outputs, long-running tasks).
  • Data integration on Databricks β€” Mosaic AI Agent Framework, Vector Search, Lakeflow SDP, Unity Catalog, Lakebase. Where the agents get their grounded context.
  • AI-assisted coding workflows β€” Claude Code and Codex as the implementation surface, Spec-Kit + constitutions as the design surface, eval suites as the merge gate.
  • Container platforms β€” AKS (Azure) and EKS (AWS). Kubernetes-native deployment for everything that doesn't live inside Databricks.

πŸ”­ Where I go deep

  • Agent SDKs β€” Claude Agents SDK, OpenAI Agents SDK, Mosaic AI Agent Framework. Comparative strengths: subagent isolation vs. handoffs, tool-use ergonomics, OBO identity, latency under realistic loads.
  • Document intelligence β€” ai_parse_document, layout-aware section explosion, typed KPI extraction, quality rubrics that decide what reaches the index.
  • AI-native developer tooling β€” Spec-Kit constitutions, Claude Code skill bundles, Codex orchestration, CLEARS eval gates as deploy promoters.
  • Cloud-native platforms β€” AKS / EKS, Helm, Terraform, identity federation, secrets management. Boring, load-bearing.

🌟 Recent open-source work

A Databricks-native document intelligence + agent reference implementation. Lakeflow SDP pipeline (ai_parse_document β†’ typed KPIs β†’ 5-dim quality rubric) β†’ Mosaic AI Vector Search β†’ cited-answer agent on Model Serving (with end-to-end OBO) β†’ Streamlit app on Databricks Apps β†’ MLflow CLEARS eval gate. Built end-to-end with Spec-Kit and Claude Code. MIT-licensed.

PDF ─▢ Bronze ─▢ Silver
                  β”‚
                  β–Ό
             Gold + quality
                  β”‚
                  β–Ό
          Vector Search index
                  β”‚
                  β–Ό
          Cited-answer agent
                  β”‚
                  β–Ό
            Analyst chat

πŸ› οΈ Tooling I reach for

Agent SDKs & runtimes

Claude Agents SDK OpenAI Agents SDK Anthropic SDK OpenAI SDK Mosaic AI

AI-assisted development

Claude Code Codex Spec-Kit

Data & lakehouse

Databricks MLflow Unity Catalog Vector Search Lakebase

Platform & cloud

Azure AKS AWS EKS Kubernetes Helm Terraform GitHub Actions

Languages

Python TypeScript SQL

πŸ’‘ What I think about

The interesting question for the next few years isn't "which agent SDK wins" or "Claude Code vs. Codex." It's: what's the smallest, most testable unit of intent we can hand an AI implementer, and what's the eval surface that decides whether their output ships? The SDKs are tactical; specifications, constitutions, and eval gates are the actual leverage.

🀝 Let's talk

  • πŸ’Ό LinkedIn β€” best for collaboration / consulting
  • πŸ™ Open issues on any of my repos
  • 🌱 Always open to: multi-SDK agent patterns, AI-assisted dev workflows, governed retrieval on Databricks, AKS/EKS at scale

Pinned Loading

  1. databricks-document-intelligence-agent databricks-document-intelligence-agent Public

    A Databricks-native document intelligence + agent reference implementation: Lakeflow SDP pipeline (ai_parse_document β†’ typed KPIs β†’ quality rubric), Mosaic AI Vector Search, cited-answer agent on M…

    Shell