Log inSign up
Muratcan Koylan
Sully.ai
12.6K posts
user avatar
Muratcan Koylan
Sully.ai
@muratcan
Member of Technical Staff (Agents), Research @sullyai Building AI medical employees Previously worked on AI persona development & HCI @ 99Ravens
Toronto, Canada 🇨🇦
muratcankoylan.com/for-agents/
Joined December 2022
3,746
Following
21.6K
Followers
  • Pinned
    user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Dec 21, 2025
    I’m excited to share a new repo: Agent Skills for Context Engineering Instead of just offering a library of black-box tools, it acts as a "Meta-Agent" knowledge base. It provides a standard set of skills, written in markdown and code, that you can feed to an agent so it
    user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Dec 21, 2025
    It’s actually a good question; the difference is subtle but structural. I usually frame it like this: AGENTS[.]md acts as the declarative context. You write this for every repo (and nested directories) to define the project structure, persona, and coding rules. Skills are the
    301K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Sep 26, 2023
    ChatGPT image recognition is here and it is magical!
    3.4M
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Apr 29, 2023
    🔻My First GPT-4 Project 🔻 I can chat with thousands of pages fast and affordably. How? Let's try with the latest @wef report (2023 April) Built with @OpenAI, @pinecone and @langchain 1. Upload the PDF and divide its text into chunks. 2. Store the embeddings in your
    00:00
    492K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    May 21, 2024
    Anthropic has just revealed some exciting news about Claude Sonnet. They've successfully identified how millions of concepts are represented inside this massive model! LLMs are usually treated as black boxes. We feed them data, they give us responses, but understanding the
    143K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Nov 8, 2025
    Kimi K2 is a great writer, but it's hard to explain your taste to LLMs. So, I built an AI interviewer that extracts your literary DNA. 12-question interview → structured profile → reusable prompt. Open sourcing shortly.
    76K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Dec 5, 2024
    Replying to @deedydas
    As a prompt engineer, I'd say this is very accurate. Now, you copy this post and use it as a negative prompt and your essay is good to go.
    35K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Aug 28, 2024
    Replying to @vikhyatk
    Are you from North Korea?
    58K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Apr 2, 2024
    Replying to @deedydas
    The document is from May 23, and it's shocking that nobody has been talking about this for the last year. Thanks for sharing, great find!
    99K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Nov 4, 2024
    Replying to @arvidkahl
    I've built it for you!! It's an automated AI system that analyzes AI case studies (you can change the use case) to identify and document enterprise-level AI implementations. It starts by reading URLs from a CSV file and uses web scraping (either through WebLoader or Firecrawl)
    00:00
    85K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Oct 7, 2024
    ChatGPT 4 with canvas prompt is a masterclass; there is so much to learn from it.
    124K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Jun 20, 2024
    I'm speechless. The new Anthropic model, Claude Sonnet 3.5 is the greatest model in reasoning capabilities. Here’s my initial experiment: Setup and Context First, I uploaded a complex chat showing the prices of: - US Dollar - S&P 500 Index - Bank interest rate I added this
    00:00
    206K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    May 19, 2023
    I am currently developing an internal chatbot for the B2B Construction Software company where I work. Using the power of @langchain, @pinecone and @OpenAI to create an internal sales and marketing assistant. To test the chatbot's capabilities, I asked two different questions
    427K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Oct 25, 2023
    YouTube is more than just a video platform; its comment section is a treasure trove of insights waiting to be unearthed. 1. Export all comments from any YouTube video, 2. Integrate with a vector database like @weaviate_io, 3. Create multiple AI agents to analyze language,
    00:00
    181K
  • user avatar
    Muratcan Koylan
    Sully.ai
    @muratcan
    Jan 8, 2024
    Replying to @tunguz
    if you think anything else, you don't spend enough time on ai
    37K

New to X?

Sign up now to get your own personalized timeline!

Create account

By signing up, you agree to the Terms of Service and Privacy Policy, including Cookie Use.

Terms·Privacy·Cookies·Accessibility·Ads Info·© 2026 X Corp.
Don't miss what's happening
People on X are the first to know.
Log inSign up