80
Retriever Routing over Heterogeneous Indexes
Specify a router that selects one or more candidate retrievers per query based on retriever metadata and query shape.
General agents
General agents prompt templates.
- 15
- templates
79
Metadata Filtering and Auto-Labelling Strategy
Design ingestion-time metadata labelling and query-time filters that narrow the search space before semantic matching.
78
MCP Tool Listing Definition and Namespacing
Author server-exposed tool definitions for a protocol tool listing, with namespaced names, display titles and validating input schemas.
78
Strict-Mode Function Schema Author
Produce a strict-mode-compliant function definition whose JSON Schema forbids extra properties and marks every field required.
77
Parallel and Compositional Call Planning Schemas
Design declarations that make independent actions callable in parallel and dependent actions chainable, then validate the resulting call plan.
76
Input-Schema Tool Definition with Format-Bearing Descriptions
Write a client-side tool definition where the description states the capability and every property description carries its expected input format.
75
Agent-Computer Interface Hardening Pass
Rewrite a failing tool interface so mistakes become structurally hard to make, using format choices that suit how models write.
75
Chunking Strategy Selection and Reranking Plan
Choose between fixed, semantic and model-based chunking for a corpus and pair it with an overfetch-and-rerank retrieval plan.
73
Indexing Pipeline Specification: Load, Split, Embed, Store
Specify the offline indexing half of a RAG system with concrete loader, splitter, embedding and vector-store choices plus refresh policy.
73
Tool Surface Reviewer: Intern Test and Argument Offloading
Audit an existing tool set and redesign it so invalid states are unrepresentable and the model is not asked for arguments the app already knows.
72
Function Declaration Set with Typed Parameters
Author a small set of function declarations with strongly typed parameters and select the correct calling mode for the use case.
72
Query Rewriting Stage for Retrieval
Insert a rewriting step that converts conversational user questions into retrieval-optimised query forms without losing constraints.
23
Agent Identity and Environment Preamble Writer
Generate the opening identity/environment block of an agent prompt so the model knows who it is, where it runs and what it may assume.
23
Capability Manifest for a General-Purpose Agent
Generate a structured capability manifest that tells a general-purpose agent what it can do and where its boundaries sit.
23
Critic Agent System Message with Approval Token
Write a reviewer agent's system message that emits a machine-detectable approval token when its feedback is satisfied.