Primary Learning
Subagent orchestration
Practicing when to split tasks into Explore, implement, and verify loops.
Right now I am focused on building reliable software systems that connect product quality with strong engineering foundations. Most of my time is split between subagent workflow design, advanced MCP patterns, and protocol-level product work. This page is inspired by the now page movement by Derek Sivers.
Primary Learning
Practicing when to split tasks into Explore, implement, and verify loops.
Current Build
Designing robust tool routing, permission boundaries, and fallback behavior.
Shipping Focus
Combining performance, clarity, and reliability across product and infra.
Availability
Open to high-impact builds in AI workflows, infra automation, and web platforms.
What I am executing this month and how far each stream has progressed.
Build a repeatable process for complex coding tasks using subagents, staged context collection, and post-edit validation.
Current output: Creating reusable templates for search-first exploration, scoped edits, and faster QA loops.
Cadence: Daily, 60-90 minute focused sessions
Map and benchmark MCP server patterns for local tools, remote services, and secure capability boundaries.
Current output: Prototyping resilient setup flows with explicit tool intents and graceful fallbacks.
Cadence: 3 deep sessions per week
Strengthen time-locked vault flows and release guarantees for tamper-resistant document delivery.
Current output: Tightening contract assumptions, release checks, and storage integrity workflows.
Cadence: Feature sprints + security review blocks
Core topics I am studying and actively applying.
Better decomposition means less context drift and fewer costly edit retries.
Next: Create a checklist for deciding single-agent vs subagent execution.
Strong guardrails are required when tools touch production-like workflows.
Next: Document permission scopes and failure-handling contracts per server type.
Prompt quality improves quickly when each revision has objective pass/fail criteria.
Next: Add tiny benchmark suites for common coding and review tasks.
Predictable concurrency patterns help build stable backend foundations.
Next: Build a compact Axum + Tokio side project with latency instrumentation.
Securing drone networks against GPS loss and replay attacks is essential for autonomous swarms.
Next: Research MANET sequence validation and 3D multilateration for spatial recovery.
Short updates from recent builds, experiments, and process improvements.
Drafted practical handoff instructions so exploration output is directly actionable for implementation steps.
Defined which tasks should be resolved by local tools, remote APIs, or dedicated integrations to reduce ambiguity.
Shifted from broad weekly goals to measurable execution blocks with explicit outcomes and quality checks.
See recent public workPrioritized small reliability and UX upgrades that improve maintainability without redesigning everything at once.