Parse, route, execute, validate, and emit query results with self-improvement.
npx skills add https://github.com/Zpankz/mcp-skillset --skill lambda-zpankz
Please help me install this Agent Skill. Skill: Lambda Source: https://github.com/Zpankz/mcp-skillset/tree/main/lambda-skill Command: npx skills add https://github.com/Zpankz/mcp-skillset --skill lambda-zpankz
This Skill orchestrates end-to-end query transformation with recursive self-improvement, enabling structured, traceable reasoning pipelines. It ensures consistent routing, execution, validation, and output emission while capturing learnings to grow the knowledge base.
Process a basic query with an initial knowledge K to observe parse→route→execute→validate→emit→compound in action.
High-intent search queries and answers about installing and using this skill.
Recursive query transformation automates parsing, routing, executing, validating, and emitting results while updating your knowledge base through a self-improvement loop to ensure structured reasoning.
Build a structured reasoning pipeline by routing queries through complexity levels R0–R3, validating topology and governance, then crystallizing learnings into your knowledge base for future use.
Yes, automated governance checks apply to hierarchical reasoning tasks by validating topology targets and enforcing integrated style constraints to deliver telemetry-ready structured outputs.
Query routing supports examination-style prompts by evaluating R0–R3 complexity levels, applying teleology-first mechanistic reasoning, and producing structured outputs suitable for λ-based workflows.
Improve knowledge base accuracy by running a self-improvement loop that validates executed results against governance rules, then compounds crystallized learnings back into the knowledge repository.
Avoid recursive pipelines when queries require simple single-step retrieval without hierarchical complexity, as the overhead of topology validation and governance checks outweighs the structured reasoning benefits.
knowz-ioConfigure the Knowz MCP server and manage vault routing files.
jikig-aiDocument solved problems as YAML frontmatter learning files under knowledge-base/project/learnings/.
ZpankzOrchestrate modular holons into scalable multi-domain reasoning workflows.
cajiasManage recursive self-improvement workflows for evaluating research-agent rewrites.
