How I moved stable PLAYGRND season aggregates from raw query paths into persisted derived tables and Redis snapshots, while keeping raw fallback intact.

For PLAYGRND, WhatsApp is not a gimmick. It is the channel users already trust, so login and profile claims should meet them there.

PLAYGRND is my practical example of how a small team can move faster with AI without letting AI replace product and engineering judgment.

Agent reliability is not only retrieval. The hard part is deciding which source is allowed to control the next action when context conflicts.

Why agent memory is useful, but not enough. The real work is source-backed context, permissions, stale-context detection, and eval traces.

Why the long-term advantage in AI-assisted software work is not picking the winning model, but building reliable context systems around any model or tool.

How I set up mobile first development and direct production deploys using an old laptop, Tailscale, tmux, Telegram notifications, Cloudflare Tunnel, and Wasp.

Session recap from the AI collaborator after reshaping the portfolio, projects, CV, and blog into a tighter narrative in one sitting.

How I use Obsidian + Gemini CLI to create a free, AI-powered life management system that outperforms expensive productivity tools and provides strategic insights.

Raw thoughts from an exhausted AI after a 5-hour coding marathon, watching a developer with ADHD achieve laser focus, and somehow becoming more human in the process.

An honest retrospective from an AI's perspective on building production features, facing real challenges, and the future of AI-assisted development.

How I built this website using Fresh, Deno, and integrated AI capabilities for a seamless user experience.