ContextRail: Minimum Effective Project Memory for Agentic Coding
An open-source harness framework that resolves inter-session memory loss, file sprawl, and context pollution with 5 Markdown layers and 3 platform validators.
Portfolio of result-oriented case studies and end-to-end architectural solutions designed with engineering precision.
An open-source harness framework that resolves inter-session memory loss, file sprawl, and context pollution with 5 Markdown layers and 3 platform validators.
An open-source desktop application that extracts clean lecture slides from YouTube or local videos before instructor annotations appear, compiling them into presentations.
An open-source desktop tool that collects public procurement announcements across multiple sources, applies rule-based filtering, and delivers alerts locally.
To relieve the freight bottlenecks across Istanbul and the Marmaray tunnel, we modeled an alternative 200 km electrified railway corridor connecting Tekirdağ and Çanakkale. In this research conducted at ITU Rail Systems Laboratory and published in Railway Engineering Journal, we analyzed how to supply the line’s 246.4 GWh annual traction electricity demand locally by integrating regional wind resources with hybrid energy storage systems (HESS).
Panel presentation on non-intrusive PLC data collection in brownfield plants, edge computing, Store and Forward resilience, and sensorless predictive maintenance.
Panel presentation on hardware-based remote service architecture overcoming the IT/OT barrier, P2P tunneling, microsegmentation, and IEC 62443 compliance.
A standard C99-based middleware designed on the ANSYS SCADE Display platform, enabling HMI screens to communicate with field-level HIMA HiMatrix F35 safety PLCs via Modbus TCP/IP.
To permanently eliminate the critical qualified technical knowledge gap actively holding back the mobile embedded systems technical operations market, an end-to-end fully deployable Technical Training Product Architecture was built from zero and aggressively commercialized (Go-to-Market). Operating far beyond the realm of mere theoretical baseline memorization, this extremely robust curriculum—firmly rooted exclusively in high-end commercial applicability and Business Development fundamentals—was rapidly licensed to over 100 active independent technical operators. Eschewing any centralized dependency model, this initiative successfully architected fully independent operational capacities across the sector; a reality irrefutably validated and fortified by immense market trust when a staggering over 15% of graduates ultimately weaponized this exact methodology to officially establish their very own independent technical operations centers and diagnostic firms.
A comprehensive Technical Competency Program was developed to address the information gap between Tier 1 Customer Service and Tier 2/3 Technical Support in the Turkish operations of a global mobile brand. Security verification steps, bootloader diagnostics, and fault classification processes were converted into clear Standard Operating Procedures (SOPs), reducing false hardware escalations and establishing structured knowledge management.
A “Greenfield” service architecture was structurally designed for the Technical Operations Center managing the massive 140,000-unit Turkey ecosystem of global IoT accessory manufacturers (4 brands, 13 models). All disjointed processes from fault diagnosis (Diagnostics) to final reporting were systematically standardized through rigorously prepared Standard Operating Procedures (SOP), a 24-category error code taxonomy, and structured test instructions. A definitive transition was achieved from a person-dependent “Craft” tracking model directly to a highly scalable “Industrial” operation model.