Every Interaction Is a Lesson
Anywhere a human gave input to push an output closer to what they actually wanted, that interaction contains a precise description of their standards. The trick is to stop letting it evaporate.
7ynk3r
A personal blog about technology and thoughts
Latest posts
Teach Once, Invoke Forever
Every task you delegate to an agent is a primitive. Primitives combine. The real value is not the task you just completed, it is the capability you just added to every future workflow.
Let Builders Build
The engineering backlog is a tax on organizational creativity. Give everyone—sales, CS, product, design—the same tools engineers have, in a safe sandbox, and watch what emerges.
The J-Curve Is Not a Waiting Game
The DORA 2026 report shows incidents rising sharply alongside AI-driven throughput gains. The dip is not turbulence to endure. It is a diagnostic about which systems in your organization need redesign.
Embrace the Exponentials in Your Team
Operating at exponential pace is not about working harder. It is about restructuring how work flows: parallel streams, shallow planning, closed loops, and agents doing the building.
Interviewing in the AI Era Means Following One Problem End to End
A stronger interview loop starts with an AI-allowed take-home and then tests judgment, depth, and adaptability by extending the same problem onsite.
A Darwinian System for Building What Users Actually Want
Karpathy's AutoResearch loop can be extended from model experiments to product strategy, backlog generation, and continuous feature evolution.
The Beginning of Personal Apps
AI agents are replacing collections of consumer apps with software built for your specific life—and the economics finally make this possible for everyone.
Specs In, Code Out
How a PRD, seven RFCs, and a bash orchestrator turned specifications into working code without a human touching an editor.
Reverse PRD: When the Spec Is Missing
Recover the source of truth from the product, enforce it like coverage, and keep different artifacts in sync.