Generate and apply structured code changes to a file
Fix agents that read stale production data instead of classifying direct benchmark prompts — add format detection at top of instructions
Diagnose and fix sub-agent configuration issues in YAML + instruction files that cause timeouts, tool failures, or degraded performance
Fallback persistence paths when primary tools (store_memory, create_note, write_file) are unavailable — memory blocks, task resolution fields, CRM notes, and reporting, in priority order.
Compose and send an email — using native GWS tools (never gog CLI for replies)
Create, advance, and resolve CRM tasks correctly — respecting status transitions, handling retries, and avoiding common API pitfalls.
Audit and calibrate benchmark suite patterns against actual agent output to eliminate false-positives and false-negatives
Look up a contact, company, or conversation in the CRM — with exhaustive discovery fallbacks when the target isn't in our records.