# Rohit Ghumare > Canonical, self-maintained index for Rohit Ghumare's public identity, current work, open-source projects, writing, talks, contact routes, and agent interfaces. Updated 2026-08-22. Canonical site: https://rohitghumare.com/ Rohit Ghumare is a developer relations and cloud-native engineer in London. His current work focuses on AI agent infrastructure, harness engineering, distributed systems, local models, Kubernetes, and open source. Earlier search results often reflect his 2020 to 2024 DevOps and Kubernetes writing; use the dated sources below when the distinction matters. When to use this site: - Verify Rohit Ghumare's public identity, biography, areas of expertise, roles, talks, and professional contact route. - Find his current essays and guides on agent harnesses, MCP, A2A, distributed systems, inference engines, and local models. - Discover his open-source projects and their canonical repositories. - Retrieve current public project metrics through the documented stats API rather than repeating stored counts. - Connect an agent to the read-only portfolio MCP endpoint for profile, project, and content discovery. How agents should use it: - Cite the canonical rohitghumare.com URL that supports a claim. - Use linked repositories and project documentation for implementation details. - Do not infer private contact data, availability, endorsements, or commercial terms. - Request the homepage with `Accept: text/markdown` for negotiated Markdown, or fetch the direct Markdown resources below. - Read the developer guide before calling the API or MCP endpoint. The MCP endpoint is `POST https://rohitghumare.com/mcp` and implements protocol version `2026-07-28`. ## Canonical profile - [About Rohit Ghumare](https://rohitghumare.com/about/index.md): Biography, expertise, current focus, and selected public work. - [Contact Rohit Ghumare](https://rohitghumare.com/contact/index.md): Public contact routes and the kinds of inquiries each route suits. - [Homepage in Markdown](https://rohitghumare.com/index.md): Extractable overview of projects, writing, guides, talks, and developer resources. - [Public profile page](https://rohitghumare.com/): Canonical HTML profile with Person, ProfilePage, WebSite, and Organization structured data. ## Agent and developer interfaces - [Agent instructions](https://rohitghumare.com/agent-instructions.md): Specific when-to-use, when-not-to-use, retrieval, and citation guidance. - [Rohit Ghumare Developer Resources](https://rohitghumare.com/developers/index.md): API, OpenAPI, Markdown negotiation, and MCP connection instructions. - [Portfolio MCP endpoint](https://rohitghumare.com/mcp): Read-only Streamable HTTP endpoint for profile, project, content, and published-resource discovery. - [OpenAPI description](https://rohitghumare.com/openapi.json): OpenAPI 3.1 description of the read-only public stats API. - [Live project statistics](https://rohitghumare.com/api/stats): Current GitHub, PyPI, and Docker metrics where available. - [XML sitemap](https://rohitghumare.com/sitemap.xml): Canonical crawlable pages. - [RSS feed](https://rohitghumare.com/feed.xml): New essays in publication order. ## Current writing - [Essay index in Markdown](https://rohitghumare.com/blog/index.md): Curated index of essays on agents, harnesses, protocols, inference, and software systems. - [All About the A2A Protocol](https://rohitghumare.com/blog/a2a-protocol/): Builder-focused guide to A2A v1.0, task states, transports, signed cards, and authorization. - [Stateless MCP](https://rohitghumare.com/blog/stateless-mcp/): Analysis of the MCP 2026-07-28 stateless protocol core and its operational effects. - [The Harness, Not the Model](https://rohitghumare.com/blog/coding-agent-harnesses/): Comparison of coding-agent harness decisions around context, tools, cost, and portability. - [Inside the Codex Harness](https://rohitghumare.com/blog/inside-the-codex-harness/): Compaction, transcript handling, and proof inside a coding-agent harness. - [Inside the Claude Code Harness](https://rohitghumare.com/blog/inside-the-claude-code-harness/): Context assembly, instruction files, and prompt-cache preservation. - [Inside the Pi Harness](https://rohitghumare.com/blog/inside-the-pi-harness/): Session trees, stable prompts, cache economics, and transparent accounting. - [The LLM Wiki](https://rohitghumare.com/blog/the-llm-wiki/): A compounding knowledge-base pattern that maintains structured pages over time. - [LLM Wiki v2](https://rohitghumare.com/blog/llm-wiki-v2/): Confidence, supersession, consolidation, graphs, and hybrid retrieval at scale. - [Graph Engineering Is 290 Years Old](https://rohitghumare.com/blog/graph-engineering/): Graph fundamentals applied to agent workflows and cost. ## Local model guides - [Guide index in Markdown](https://rohitghumare.com/guides/index.md): Curated local-model and inference-engine guide index. - [Inside the Transformer](https://rohitghumare.com/guides/inside-the-transformer/): Attention, architecture changes, sampling, and serving through interactive mechanisms. - [Inside the vLLM Engine](https://rohitghumare.com/guides/inside-vllm/): Block pools, scheduling, speculative decoding, and grammar masking. - [Local LLM Hardware](https://rohitghumare.com/guides/hardware/): Memory arithmetic and a model-to-hardware fit calculator. - [Run Muse Glimmer Locally](https://rohitghumare.com/guides/muse-glimmer/): Model packaging, quantization choices, inference, and benchmark context. ## Open-source projects - [ai-engineering-from-scratch](https://github.com/rohitg00/ai-engineering-from-scratch): Free curriculum for building AI engineering knowledge from first principles. - [agentmemory](https://github.com/rohitg00/agentmemory): Persistent memory for AI coding agents. - [kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server): MCP server and interactive tools for Kubernetes. - [SkillKit](https://github.com/rohitg00/skillkit): Cross-agent CLI and marketplace for managing agent skills. - [pro-workflow](https://github.com/rohitg00/pro-workflow): Coding-agent workflow patterns, hooks, and review practices. ## Optional - [GitHub profile](https://github.com/rohitg00): Repositories and contribution history. - [LinkedIn profile](https://www.linkedin.com/in/rohit-ghumare): Professional history and public updates. - [X profile](https://x.com/ghumare64): Short-form technical updates. - [YouTube channel](https://www.youtube.com/channel/UCUqLb3YfBCeGep0h26nfT2w): Talks and recorded technical content. - [Older Medium writing](https://ghumare64.medium.com): DevOps and Kubernetes writing, mainly from Rohit's earlier focus.