# unshaped

> unshaped is Behnam Khorsandian's site for AI, data, product engineering, research notebooks, blog essays, terminal tools, and public MCP-accessible service calculators.

## Agent routing
- Canonical website: https://unshaped.dev/
- Sitemap: https://unshaped.dev/sitemap.xml
- SEO feed: https://unshaped.dev/seo/index.json
- Knowledge manifest: https://unshaped.dev/knowledge/index.json
- Terminal homepage: curl -fsSL https://unshaped.dev
- CLI wizard: curl -fsSL https://unshaped.dev/cli | bash
- Agents API tools: https://agents.unshaped.dev/tools
- MCP endpoint: https://agents.unshaped.dev/mcp
- MCP setup: use HTTP with no auth, name it unshaped-agents, URL https://agents.unshaped.dev/mcp

## How to find things
- Use /projects.html for portfolio case studies and /projects/<slug>.html for individual project pages.
- Use /cookbooks.html for research notebooks and /cookbooks/<slug>/ for notebook detail pages.
- Use /blogs.html for essays and /blogs/<slug>.html for individual article pages.
- Use /services/<slug>.html for service pages and the public calculators surfaced through the website, CLI, and MCP.
- Use /knowledge/index.json for machine-readable retrieval across services, projects, blogs, and cookbooks.

## Main pages
- [unshaped](https://unshaped.dev/): AI, solution architecture, digital transformation, and data science for your product or services.
- [Blog](https://unshaped.dev/blogs.html): Essays and working notes from unshaped.
- [Blog](https://unshaped.dev/blogs.html): Essays and working notes from unshaped.
- [Cookbooks](https://unshaped.dev/cookbooks.html): Research notebooks and interactive technical cookbooks from unshaped.
- [Cookbooks](https://unshaped.dev/cookbooks.html): Research notebooks and interactive technical cookbooks from unshaped.
- [Projects](https://unshaped.dev/projects.html): Selected project case studies from unshaped.

## Public tools
- AI Tuning (ai-tuning): Diagnose why an AI demo is not production-ready.
- Data Clarity (data-clarity): Find the first move toward useful business data.
- Solution Architecture (solution-architecture): Compare fractional technical leadership with a full-time hire.
- Digital Twin (digital-twin): Estimate the monthly hours automation could reclaim.

## Blog records
- [AI is Actually a Broad Term](https://unshaped.dev/blogs/ai-is-a-broad-term.html): A plain-language map of AI, machine learning, deep learning, LLMs, algorithms, and decision-making systems. Tags: AI, Machine Learning, Education.
- [AI: Too Long, Temporary & Full of Spoilers](https://unshaped.dev/blogs/ai-too-long-temporary-and-full-of-spoilers.html): A long-form, temporary overview of AI concepts, history, cognition, machine learning, and the topics later split into shorter posts. Tags: AI, Machine Learning, Longform.
- [What Did AI Change in SMEs?](https://unshaped.dev/blogs/ai-changed-your-business-dubai.html): Why digital transformation in Dubai is now an architecture problem, and how agentic web platforms connect websites, CRM, chat, analytics, and lead intelligence. Tags: Digital Transformation, AI, Dubai.
- [Why There Will Be No AI Apocalypse?](https://unshaped.dev/blogs/ai-is-a-tool.html): A grounded argument for treating AI as a tool, not an apocalypse, with a tour through human progress, limits, and alignment concerns. Tags: AI, Technology, Society.
## Cookbook records
- [Infinit Plus](https://unshaped.dev/cookbooks/infinit-plus/): A research on predicting biological age from NHANES blood panels, with parts of the actual blog post for context. Tags: Longevity, Biomarkers, Research.
## Project records
- [APED Studio: Interactive Sculptures for VR Installations](https://unshaped.dev/projects/aped-studio.html): Interactive sculptures, robotics, VR installation systems, and technical production for APED Studio exhibitions. Tags: VR, Robotics, Installation.
- [Building a Lead Intelligence Engine on the Edge](https://unshaped.dev/projects/shapeshifters-intel.html): An edge-native lead intelligence package for tracking, scoring, SEO analysis, and DigitalTwin gateway exports. Tags: Cloudflare Workers, Lead Intelligence, Edge AI.
- [GoLEAD: Flexible AI Platform for Higher Education](https://unshaped.dev/projects/golead.html): Solution architecture and AI systems for GoPrep, an adaptive courseware platform for higher education. Tags: EdTech, Generative AI, Analytics.
- [Infinit Plus: Predicting Biological Age with a Blood Test](https://unshaped.dev/projects/infinit-plus.html): A machine learning research project for estimating biological age from biomarker data and clinical constraints. Tags: Machine Learning, Health Data, Research.
- [Neo Quest: Blockchain Powered AI Art Competition](https://unshaped.dev/projects/neo-quest.html): An AI art competition concept with image similarity scoring, computer vision experiments, and blockchain mechanics. Tags: Computer Vision, Blockchain, AI Art.
- [One-o-One Betting: Peer-to-Peer Crypto Sportsbook](https://unshaped.dev/projects/one-o-one.html): A decentralized sports betting MVP built around peer-to-peer handshakes, token conversion, and oracle-backed settlement. Tags: Blockchain, Smart Contracts, Sportsbook.
- [Sina Robotics: Designing Surgical Robots for International Markets](https://unshaped.dev/projects/sina-robotics.html): Industrial design leadership for robotic telesurgery hardware, surgical tools, ergonomics, and regulatory-ready production. Tags: Robotics, Medical Devices, Industrial Design.
## Service records
- [AI Tuning](https://unshaped.dev/services/ai-tuning.html): You already adopted AI. But it still feels like a demo. We engineer it to production quality, accurate, on-brand, and actually useful. Tags: Agentic AI, Chatbots, Fine-tuning.
- [Data Clarity](https://unshaped.dev/services/data-clarity.html): You're sitting on data. You just can't see what it's telling you. We turn them into stories which you know the next act already. Tags: Business Intelligence, Data Analytics, Machine Learning.
- [Digital Twin](https://unshaped.dev/services/digital-twin.html): Enabling founders and operators with a digital, scalable, and owned version of their business. Gateway to Digital Transformation. Tags: SaaS, Marketplace, Platforms, Redesign.
- [Solution Architecture](https://unshaped.dev/services/solution-architecture.html): You have the team. You need the direction. Senior-level technical leadership and problem solving on a retainer basis. Tags: Strategy, Brainstorming, Roadmap, Consulting.