SafeFS MCP
A public software project describing a lightweight rollback guard for AI coding agents and MCP clients.
Explore the repository ↗The person behind the bites
Berke Tekergül
Creator & responsible editor, LLMBites
I’m interested in the point where an AI idea becomes something useful: a tool that works, a process that improves, or an explanation that helps someone make a better decision.
An engineering perspective on AI
Berke Tekergül is the creator and responsible editor of LLMBites. His background brings together software development and master's studies in industrial engineering, with a focus on optimization. That combination informs the questions he brings to AI: what problem does it solve, what constraints matter, and how can the result be checked?
His public GitHub profile describes an interest in optimization and industrial models, alongside university experience with robotics and electrical projects. His current work explores software tools, AI-assisted development and practical workflows.
Building with AI, with a reason to check the work
Berke uses AI across research, prototyping, software development and iteration. His approach starts with a defined task and a reviewable result: understand the problem, build a small working version, inspect what changed, and improve it against the original goal.
For LLMBites, that translates into coverage for curious readers who want more than an impressive demo. A useful story explains what changed, where the evidence comes from, who may benefit, and what remains untested. Announcements, proposed research methods and completed hands-on tests need different descriptions.
Editorial responsibility
Berke is the named person responsible for editorial questions and corrections at LLMBites. AI tools can assist research, drafting, code and illustration; the relevant articles disclose that assistance and the sources behind their claims.
Each story should make clear what comes from sources, what was directly observed and what remains uncertain. Product and research claims stay attributed to their sources, and hands-on experience is described only when that work is documented on the relevant article.
Selected projects
WireNorth
A public showcase of the WireNorth project, part of Berke’s work on web publishing.
View the showcase ↗Latest reporting
- AI News · OpenAI’s new Model Spec puts human intent first.
- AI News · Gemini 4 Carbon tops an AI index. Access is the catch.
- AI News · Claude helped prove software properties. Here is what “verified” covers.
- Research · Infinity Machine’s research results come with a useful warning.
- Explainers · Testing for an AI visitor does not settle what it may do.
- Open Source · Browser Use 0.13.14 tackles the clicks that go wrong.
Questions, corrections or a useful lead?
Contact Berke about LLMBites reporting, a correction or a source worth examining. For a correction, include the article address and the evidence behind it.
[email protected]