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Public story · 2026-03-17 · source-backed
Stavros Korokithakis published the most practically useful LLM workflow post to date, and Hacker News responded with the highest engagement of the day: 522 points and 505 comments. The methodology: Claude Opus 4.6 as architect for deep feature planning, Claude Sonnet 4.6 as developer with narrow execution latitude, and independent models as cross-model reviewers to prevent groupthink.
The critical insight: "I no longer need to know how to write code correctly at all, but it's now massively more important to understand how to architect a system correctly." This reframes the skill shift — it's not "coding is dead," it's that the bottleneck moved from implementation to decomposition and specification.
The cross-model review step is the key differentiator from naive vibe coding. A 517-upvote r/ClaudeAI thread independently documented practitioners routing Claude's plans through ChatGPT Pro for adversarial review before executing — discovering meaningful revisions in a significant fraction of cases. The emerging pattern: Claude for generation, GPT for critique, then back to Claude for implementation.
This methodology sits at the exact midpoint between two failing approaches. Pure vibe coding — accept everything, understand nothing — produces the Vinext disaster. Pure skepticism — reject AI tooling entirely — leaves 6 months of backlog on the table while competitors clear it. The disciplined middle path — architect manually, delegate implementation, verify with adversarial cross-model review — is what actually works. Source
Each link below shares sources, entities, or timing with this story.
Critique uses Claude / Shared entities / Same source domain / Shared topic / What happened next
Linked by a graph relationship (Critique uses Claude); both cover Claude, Claude Opus, GPT, Multi; reported by the same outlet (x.com).
Claude uses MCP / Shared entities / Same source domain / What happened next / Tension
Linked by a graph relationship (Claude uses MCP); both cover CLAUDE, ClaudeAI, LLM, LLMs; reported by the same outlet (reddit.com).
Claude benchmarked against Codex / Shared entities / Shared topic / What happened next
Linked by a graph relationship (Claude benchmarked against Codex); both cover CLAUDE, Claude Opus, GPT, Hacker News; overlapping topics (actually, claude, coding).
Simon Willison uses Claude / Shared entities / Same source domain / Shared topic / What happened next
Linked by a graph relationship (Simon Willison uses Claude); both cover ClaudeAI, Hacker News; reported by the same outlet (reddit.com).
Claude benchmarked against Codex / Shared entities / Same source domain / Shared topic / What happened next
Linked by a graph relationship (Claude benchmarked against Codex); both cover CLAUDE, Claude Opus, ClaudeAI; reported by the same outlet (reddit.com).
Claude uses MCP / Shared entities / Shared topic / What happened next
Linked by a graph relationship (Claude uses MCP); both cover Claude, LLM, LLMs; overlapping topics (actually, claude, write).
Gemini competes with Claude / Shared entities / What happened next
Linked by a graph relationship (Gemini competes with Claude); both cover Claude Opus, GPT, LLM, Multi; picks up the Claude Opus thread on 2026-05-12.
Anthropic released Claude / Shared entities / Same source domain / What happened next
Linked by a graph relationship (Anthropic released Claude); both cover Claude, ClaudeAI, LLM; reported by the same outlet (reddit.com).