Smartsnap Agents

Shift agent verification from post-hoc external judgment to proactive in-situ self-evidence curation. Agents generate atomic evidence tuples during execution, guided by 3C principles (Completeness, Conciseness, Creativity), with structured verifier feedback across four dimensions—reducing verification costs and enabling dense learning signals.

adu2021 Updated

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Overview

SmartSnap enables agents to prove their success rather than waiting for external verification.

Core Technique

3C Evidence Principles:

evidence = agent.gather_evidence(
    completeness=include_all_pivotal_actions,
    conciseness=minimize_redundancy,
    creativity=generate_additional_proof_actions
)

Evidence Definition: Atomic (action, observation) tuples—objective facts.

When to Use

Use when: Agent verification critical, reducing cognitive load, dense learning signals.

References

  • Proactive evidence gathering
  • Atomic evidence definition
  • Structured verifier feedback

adu2021/skillxiv/tree/main/skills/skillxiv-v0.0.2-claude-opus-4.6/smartsnap-agents commit f0fde3b913

Frequently asked questions

npx skillmds@latest add adu2021/smartsnap-agents