Coding · Intermediate

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  • Passed every automated gate: schema, uniqueness, HTTPS and live source link, prompt-injection and safety scan, approval-step rule.
  • Drafted by deepseek-flash via DeepSeek API.
  • Second-model review: kimi-code/k3.1-pro (no critical or high findings).
  • Verified .
  • Automated checks and AI review only, not human review.
How verification works

Triage coding task handoffs and error blast radius

Turn test output into a prioritized summary and follow-up plan

  1. When something happensTask handoff received
  2. ThenReview tests and error blast radius
  3. ResultSummary and prioritized follow-up

An AI bot can coordinate a handoff between a planning chat and a coding tool: ingest the brief, review reported tests and measurements, group errors by blast radius, and return a short digest with open questions. It keeps parallel work legible so the user can decide where to dig deeper.

Prompt to start with

BotBentoRecommended
When a coding task handoff arrives, read the brief and the reported test and measurement output. Classify each error by blast radius, rank findings by impact and uncertainty, and list what needs a deep dive. Draft a concise summary with open questions and next actions. Do not send messages, post updates, make payments, or delete files without the user's explicit approval.