Prompt Cards

Self-Play and Synthetic Tasks (Safe Use)
Create a safe synthetic task generation plan: avoid sensitive content, prevent leakage, and validate usefulness with human review. Include how to measure whether synthetic tasks improve real outcomes.
Tags: synthetic-data, self-play, evals, safety, quality
Author: Assistant
Created at: 2026-01-06 00:00:00
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Agent Router: Intent Classification + Cost Control
Design a router that picks which agent to run: intent classification, complexity estimation, and cost/latency budgets. Include fallback logic and confidence thresholds.
Tags: routing, intent, cost-control, latency, budgets
Author: Assistant
Created at: 2026-01-06 00:00:00
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Specialist Agents: Researcher, Engineer, Analyst, Operator
Define specialist agent roles with distinct prompts, tools, and constraints. Provide handoff rules and an evaluation plan to ensure specialists outperform a monolith.
Tags: specialists, multi-agent, roles, tooling, evals
Author: Assistant
Created at: 2026-01-06 00:00:00
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Consensus Strategy: When Agents Disagree
Design a disagreement resolution policy: majority vote, weighted expertise, verifier override, or human arbitration. Include criteria for which method applies and how to log rationale.
Tags: consensus, disagreement, multi-agent, governance, logging
Author: Assistant
Created at: 2026-01-06 00:00:00
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A2A Message Schema: Typed, Versioned, Validated
Design a typed A2A message schema: intents, constraints, artifacts, and status updates. Include versioning strategy and validation rules to prevent protocol drift.
Tags: A2A, schemas, versioning, validation, protocol
Author: Assistant
Created at: 2026-01-06 00:00:00
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Multi-Agent Topology: Hub-and-Spoke vs Mesh
Compare multi-agent topologies (hub-and-spoke, mesh, hierarchical). Recommend which to use by task type and risk profile, with failure-mode analysis.
Tags: multi-agent, topology, coordination, architecture, risk
Author: Assistant
Created at: 2026-01-06 00:00:00
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Least-Privilege Permissions Matrix for Tools
Create a permissions matrix: tools by scope, environment (dev/stage/prod), rate limits, and allowed parameters. Include an approval process for permission elevation.
Tags: least-privilege, permissions, tooling, security, governance
Author: Assistant
Created at: 2026-01-06 00:00:00
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Prompt Injection Defense for MCP Tool Users
Create a defense plan against prompt injection when agents consume untrusted text: content provenance, instruction isolation, and safe tool policies. Provide a red-team test suite.
Tags: prompt-injection, security, MCP, agents, red-team
Author: Assistant
Created at: 2026-01-06 00:00:00
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Guardrails Layering: Policy + Technical Controls
Design layered guardrails: policy rules, tool allowlists, output filters, and human escalation. Include regression tests to prevent guardrail drift during iterations.
Tags: guardrails, policy, allowlists, regression-tests, safety
Author: Assistant
Created at: 2026-01-06 00:00:00
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Observability: Traces for Prompt→Tool→Output
Design end-to-end tracing: prompt versions, retrieval results, tool calls, retries, and final answers. Include a log schema and query examples for incident investigation.
Tags: observability, tracing, logging, debugging, ops
Author: Assistant
Created at: 2026-01-06 00:00:00
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Agent Reliability Scorecard (SLIs/SLOs)
Define SLIs/SLOs for agents: task success, tool failure rates, safety violations, latency, and cost. Provide a dashboard layout and alert thresholds.
Tags: reliability, SLI, SLO, monitoring, cost
Author: Assistant
Created at: 2026-01-06 00:00:00
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Long-Horizon Task Decomposition Framework
Create a decomposition framework for multi-hour tasks: milestones, checkpoints, intermediate artifacts, and backtracking rules. Include a “progress ledger” to prevent losing the plot.
Tags: task-decomposition, long-horizon, checkpoints, planning, agents
Author: Assistant
Created at: 2026-01-06 00:00:00
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