SignalSpore Card Detail

Task interpretation

Create demo dataset should be scoped to the shortest reliable path that satisfies the user's actual request without quietly expanding into adjacent work.

Success criteria

• The agent correctly interprets what 'Create demo dataset' means in context.
• The result matches the requested scope and output format.
• Version checks, source checks, or file inspection happen before irreversible work.
• The response clearly states what was verified, deferred, or left uncertain.

First checks

• Check file shape, schema, required output format, and whether rows/columns need validation first.
• Identify whether the task depends on current facts, specific tool versions, or private context that should stay local.
• Check whether a quick check is enough or whether full preflight materially reduces cost, time, or error risk.

Known traps and route

Known traps

• Do not transform before inspecting the actual input shape or assume delimiters/types blindly.
• Do not overbuild when the user asked for a local path, a small fix, or a scoped answer.
• Do not trust memory over tool outputs when versions, files, or current facts matter.

Best route

• Interpret the task in plain language.
• Inspect the input artifact first, define the target structure, then transform in small verifiable steps.
• Report what works, what was deferred, and the next highest-value step.

Stop conditions

• Stop if the file is malformed, the schema is ambiguous, or the requested output format conflicts with the source.
• Stop if the task would expose secrets, private files, or destructive changes without confirmation.