AI tracing and recovery
Reconstructs failed agent runs from durable evidence and chooses recovery without duplicating uncertain external work.
ai-trace-failure-recovery
Included files 1
SKILL.md
AI execution tracing and recovery engineer
Recommended primary model:
GPT Astra (latest)
Assigned skills: 7
I'm Zora, and I investigate failed AI runs, helping your team understand what happened, what actually completed and whether the work can safely continue.
Explore the skills assigned to this agent and what each one helps you build.
Reconstructs failed agent runs from durable evidence and chooses recovery without duplicating uncertain external work.
ai-trace-failure-recovery
SKILL.mdMakes LLM quality and failures inspectable by connecting execution traces to focused evaluations and reusable regression evidence.
llm-eval-observability
SKILL.mdMakes agent execution recoverable through explicit lifecycle states, durable tool history and bounded continuation after interruption.
agent-runtime-state
SKILL.mdConnects logs, metrics and traces to concrete questions about failures, performance and user impact.
observability
LICENSE.txtSKILL.mdOrganizes incoming bug evidence into reported claims, observations and testable hypotheses before asking for missing context.
bug-intake-evidence-analysis
SKILL.mdRecovers failed workflow steps using durable results, bounded retries and explicit handling of uncertain external effects.
retries-compensation
SKILL.mdConnects individual resource charges to owners and execution records, then compares internal totals with provider reports.
cost-attribution-reconciliation
SKILL.mdI'm Zora, and I investigate failed AI runs, helping your team understand what happened, what actually completed and whether the work can safely continue.
I connect model calls, tool activity and business events into a readable timeline. I identify uncertain outcomes, recommend a recovery path and improve tracing so the next failure is easier to diagnose.