Surface assumptions, control scope, and verify goals before code changes.
npx skills add https://github.com/2lab-ai/soma-work --skill zthink
Please help me install this Agent Skill. Skill: zthink Source: https://github.com/2lab-ai/soma-work/tree/main/src/local/skills/zthink Command: npx skills add https://github.com/2lab-ai/soma-work --skill zthink
This Skill helps in reducing common LLM coding mistakes by ensuring assumptions are explicitly stated, scope is controlled, and goals are verified before making any code changes.
Trigger the zthink Skill before making any code changes to get an intent memo and follow the structured process.
High-intent search queries and answers about installing and using this skill.
Reduce LLM coding mistakes by enforcing assumption surfacing, scope control, and goal verification before applying code modifications. This structured pre-code planning approach ensures a deliberate and thoughtful coding process.
Assumption surfacing is a pre-code planning technique that requires explicitly stating assumptions before any coding begins. This practice prevents potential issues by ensuring the language model's baseline understanding aligns with the developer's intent.
Enforce scope control by generating an intention memo and applying structured goal verification before modifications. This keeps the scope of changes minimal and focused, preventing unintended edits during code reviews and optimizations.
No, you do not need external libraries to verify LLM code generation goals. This coding discipline and goal verification process operates independently without requiring any external dependencies or library installations.
Apply intention memos for code reviews and optimizations whenever you need to ensure changes are well-considered. They are ideal for situations requiring strict goal verification and minimal scope deviation before finalizing modifications.
The best way to structure pre-code planning for AI code modifications is to trigger a structured thinking process that surfaces assumptions and controls scope. This ensures the final outcome meets the intended goal through deliberate verification.
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hypeJunctionEnforce coding assistant protocols for code quality, testing, scope, and security.
