Tagged articles

GSD

3 articles · Page 1 of 1

Jul 6, 2026 · Artificial Intelligence

Does GSD Truly Outperform OpenSpec and Superpowers? A Source Code Dive into Their Three Layers of Context‑Rot Defense

The article dissects the open‑source implementations of OpenSpec, Superpowers, and GSD, showing how each tackles a distinct stage of context‑rot—requirement drift, workflow discipline decay, and attention degradation—while comparing their mechanisms, numbers, trade‑offs, and ideal use‑cases.

AI coding assistantsGSDMulti-Agent Orchestration

0 likes · 24 min read

Does GSD Truly Outperform OpenSpec and Superpowers? A Source Code Dive into Their Three Layers of Context‑Rot Defense

James' Growth Diary

Jun 23, 2026 · Artificial Intelligence

GSD Framework: Turning AI Programming into an Industrial Pipeline

GSD (Get Shit Done) reimagines AI programming as an industrial pipeline by explicitly managing the scarce context window, structuring work into a five‑stage workflow (Discuss, Plan, Execute, Verify, Ship), and using a .planning directory, XML plans, wave‑parallel execution, and Goal‑Backward verification to combat context rot and ensure observable, schedulable, recoverable development, while noting its high setup cost and strict discipline requirements.

AI context engineeringGSDGoal-Backward verification

0 likes · 20 min read

GSD Framework: Turning AI Programming into an Industrial Pipeline

AI Engineer Programming

Apr 11, 2026 · Artificial Intelligence

Spec-Driven Development: A Comparative Look at Spec Kit, OpenSpec, and GSD

The article examines Spec‑Driven Development (SDD) for AI‑assisted coding, outlining its core philosophy and comparing three frameworks—GitHub’s heavyweight Spec Kit, the lightweight OpenSpec, and the performance‑focused GSD—while offering guidance on when each tool best fits different development scenarios.

AI codingGSDOpenSpec

0 likes · 8 min read

Spec-Driven Development: A Comparative Look at Spec Kit, OpenSpec, and GSD