Evidence-informed agent skill for repository-native code humanization with optional deterministic verification
Offload whole local projects to Google Colab compute and sync the results back automatically.
Local, auditable market research for AI agents with exact evidence provenance, claim verification, counterevidence, MCP, and deterministic evidence packs.
About Ahmet Utku Çakan is a Co-Founder at Derbent and lives in Ankara, Turkey. His recent work spans Needle Mail, an AI-assisted email and work management product, and Cally, a multilingual voice assistant that handles calls. Ahmet is currently building public tools for AI agents, including market-researcher, which produces auditable research with traceable evidence.
Stack 8 tools Apr 2026 – PresentCurrent
Jul 2025 – PresentCurrent
Jul 2025 – PresentCurrent
M Software Engineer · Mayna
Jun 2023 – Jul 2025
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