Muratcan Koylan

Why focused context engineering replaced iterative correction loops in a clinical documentation pipeline.

A specification method and Agent Skill for launching autonomous runs that span hours, context windows, or parallel workers, with explicit success predicates, non-counting outcomes, evidence requirements, and adversarial review.

A Git-based personal operating system for AI agents: 80+ plain-text files, no database, ~87% fewer tokens per task through progressive disclosure.

Claude Code plugin: autonomous multi-agent copywriting loop.

Fine-tuned an 8B model on Gertrude Stein's literary style for about $2 in compute.

Open-source collection of transferable Agent Skills for building production AI agent systems on Claude Code, Cursor, or custom stacks.

How we use paired interviewer/observer agents to extract tacit expert judgment and turn it into deployable personas.

Fine-tuned an 8B Llama that beat its 104B teacher by about 11% F1 on a memory-routing benchmark, via prompt distillation and RL on Tinker (the teacher still wins on hard multi-label cases).

An adaptive multi-agent system that extracts your literary DNA through conversation and generates actionable reading profiles.

Experiments across prompt engineering: creative writing with Kimi K2, production prompt architecture, comparing reasoning techniques (ToT, GoT, LoT), structured prompting tests, and a public dataset of 4,643 marketing prompts.

Personalized food tour planner using LangChain DeepAgents, Google Maps API, and Tavily research.

Multi-agent system that analyzes any GitHub repo and generates a repo-specific coding assessment using Google's A2A protocol. 2nd place, Google Cloud × AI Tinkerers Hackathon.

One-click social post → research report for LinkedIn and X.

Autonomous research agent that scrapes URLs, qualifies enterprise AI case studies, and generates structured reports.

One of the early AI GTM builders behind Rootly's Clay-featured AI Demand Generation Engineer motion: autonomous account research, lead scoring, incident-triggered outreach, and personalized outbound at startup scale.

Daily AI automation newsletter on no-code tools, step-by-step guides, and tool comparisons.

Early AI budtender and cannabis assistant prototype, publicly described by the oz. as the world's first A.I. budtender.

AI career platform connecting students to AI internships via autonomous agents.