The Harness Is Becoming More Important Than the Model
Controlled studies and DeepSeek Harness show how tools, context, recovery, tracing, and safety can change an agent's cost and results without changing its model.
Web development, AI, and research articles
Technical articles on Next.js, AI tooling, open-source software, research, and the decisions behind real projects.
DeepSeek Harness Stuck After npx: The pnpm dlx Wrapper That Worked
A grounded troubleshooting case study on the stalled npx prompt, the pnpm dlx route that worked on one machine, and the pinned wrapper that made dsh discoverable.
Who Is Behind Ox Alpha? The API Left a Trail
Ox Alpha arrived without a maker's name. Tokenizer matches, an exposed Java class, and a corrected 58.4% DeepSWE run tell a more careful story.
GPT-6 Astra: Who Started the Rumor, and What Is Actually Known?
An evidence-led timeline of the GPT-6 Astra rumor, from the earliest traceable public post to the claims that grew beyond OpenAI's own record.
E-Ticket TNKS: Reviewing a Mountaineering Booking from Route Selection to Check-out
A technical review of the Laravel 11 e-ticketing system for Kerinci Seblat National Park, covering gate capacity, group records, payments, tickets, and its mobile API.
GenBI Jambi: When a Rebrand Became an Organization's Working System
A review of the GenBI Jambi website as it grew into a CMS, member directory, attendance system, activity points ledger, book catalog, and role-based finance platform.
Stok Toko: Reviewing an Android POS That Chose Offline First
A technical review of a native Android app for catalog management, checkout, shopping lists, barcode scanning, and stock assistance, built with Kotlin, Jetpack Compose, and Room.
Mukhtada's Portfolio
A record of fullstack work, AI experiments, data research, publications, and community projects, presented as a factual game world.
Caelestia Island Suite
An integrated Caelestia Shell overlay for Hyprland that combines the Dynamic Island, Bottom Notch, enhanced settings, and native Task Manager in one repository.