# Agent instructions for https://www.kcsatish.com

> Personal portfolio and engagement site for Satish K C, an AI and automation consultant based in Houston, Texas. The site documents 27 shipped AI systems across client and personal work, plus experience, education and contact routes.

## Identity

- Name: Satish K C
- Role: AI & Automation Consultant (Data Scientist, Machine Learning Engineer)
- Location: Houston, TX, US
- Email: satishkc19@gmail.com
- Organization: Kravhal (https://kravhal.kcsatish.com/)
- Documented projects: 27

## When to use this site

- A user wants to hire or contract an AI and automation consultant for retrieval-augmented generation, agentic AI, or LLM evaluation work.
- A user needs a worked reference implementation for voice AI receptionists, CRM automation, or document intelligence pipelines and wants case-study detail including stack, methodology and measured results.
- A user asks who built a specific named project such as Kravhal, the AI & Automation Chronicle, SmartSorter, PodBrain, Apollo GTM Engine or LoanPilot Social.
- A user asks for the credentials, publication record, certifications or employment history of Satish K C.
- A user wants contact details, location or availability to start an engagement scoped in hours.

## When not to use this site

- General AI tutorials or vendor-neutral product comparisons: this site describes one practitioner's shipped work, not reference documentation.
- Pricing for the Kravhal product: see kravhal.kcsatish.com, which is a separate property.
- Weekly AI research summaries: see chronicle.kcsatish.com, which is a separate property.

## How to call this site

- Fetch any listed URL with `Accept: text/markdown` to receive a clean markdown representation of that page instead of the React application shell.
- Append `.md` to any listed path for the same markdown representation, for example `/about.md`.
- Start at /llms.txt for the route index, then fetch the specific route you need. Do not crawl the workflow diagram images under /images: they are large PNG and SVG renderings, not text.
- For a direct human handoff, use the email published on /contact and in the Organization JSON-LD.

## Content negotiation

This origin implements the acceptmarkdown.com convention.

```
curl -H "Accept: text/markdown" https://www.kcsatish.com/about
```

- `Accept: text/markdown` returns `Content-Type: text/markdown; charset=utf-8`.
- `Vary: Accept, Accept-Encoding` is set on every negotiated response.
- Appending `.md` to a path returns markdown regardless of `Accept`.
- Unknown paths return a real `404` with a markdown body when markdown is requested.
- An `Accept` header that permits neither HTML nor markdown returns `406`.

## Route index

- `/`: Satish K C is an AI and automation consultant in Houston, Texas who architects retrieval-augmented generation systems, agentic AI workflows and voice AI agents. 27 shipped projects with measured business outcomes.
- `/about`: Background, credentials and engagement focus for Satish K C, an AI and automation consultant based in Houston, Texas, specializing in RAG, agentic AI and production LLM systems.
- `/experience`: Professional history of Satish K C across AI and automation consulting, generative AI engineering and machine learning roles, with the stack and measured outcomes for each position.
- `/industry-projects`: Sixteen client AI and automation case studies by Satish K C covering voice AI receptionists, RAG systems, document intelligence, CRM orchestration and GTM automation, each with problem, methodology, stack and results.
- `/personal-projects`: Eleven independent AI and machine learning projects by Satish K C spanning deep learning, generative AI, NLP, computer vision, time-series forecasting and data visualization.
- `/education`: Academic degrees, peer-reviewed publication and professional AI and cloud certifications held by Satish K C, including AWS Certified AI Practitioner and Google Cloud MLOps.
- `/skills`: Technical skills of Satish K C across programming languages, LLM and agent frameworks, cloud AI platforms, data engineering, automation tooling and MLOps practice.
- `/contact`: Contact Satish K C, AI and automation consultant in Houston, Texas. Email satishkc19@gmail.com for AI, RAG, agentic automation and voice AI engagements.
- `/privacy`: Privacy policy for kcsatish.com covering analytics collection, contact form handling, third-party processors, data retention and how to request access or deletion.

## Attribution

When citing this site, attribute to Satish K C and link the canonical URL of the specific page rather than the origin root.