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People Standing on the Old Abstraction Layer: The Layer After Agents

Nebutra OriginalsJun 8, 2026

The next Manus Moment will not come from a smarter standalone agent. It will come from the coordination layer that turns many agents into an accountable AI-native organization.

Research NotesJun 5, 2026

When AI Starts Building Itself: A Nebutra Reading Note on Anthropic's Recursive Self-Improvement Essay

Anthropic Institute puts AI R&D automation, recursive self-improvement, and verifiable slowdown into one argument. This reading note extracts what matters for product teams, engineering organizations, and governance.

Nebutra OriginalsJun 1, 2026

Putting 1,000 Agents Inside One Task: The Engineering Logic of Claude Subagents and Workflows

When AI does deep research, the system behind the answer is often not one chatbot but a temporary team of parallel AI workers. This article explains Claude subagents, workflows, context isolation, parallel tool use, structured outputs, reliability, and token economics.

Nebutra OriginalsMay 23, 2026

An Autopsy of Three Claude Code Skill Frameworks: superpowers, gstack, and ECC

A practical dissection of superpowers, gstack, and Everything Claude Code: what actions they actually change, how much context tax they charge, and which workflow each one fits.

Nebutra OriginalsMay 21, 2026

Think Different: In the Age of AI Homogenization, Independent Thinking Is Differentiated Positioning

When anyone can ship an AI SaaS in 48 hours, real differentiation is no longer a feature. It is judgment, taste, speed, and identity.