Tagged debugging

Trace errors and bugs to their root cause before touching any code

Answer Paseo setup, connectivity, provider and troubleshooting questions

Troubleshoot 403, 500 and permission errors in Agent Gateway, Identity and IAP

Diagnose failing, slow or costly BigQuery jobs with step-by-step root-cause analysis

Create and troubleshoot BigQuery UDFs and remote functions in SQL, JavaScript or Python

Set up and troubleshoot centralized cross-project logging with sinks and buckets

Diagnose and mitigate GPU and TPU node disruptions from host maintenance on GKE

Diagnose JobSet restarts and preemptions for AI training jobs on GKE

Diagnose GKE TPU and GPU nodes stuck NotReady after kernel panics or hardware lockups

Monitor and troubleshoot GKE TPU Dynamic Slices and their lifecycle states

Monitor GKE TPU duty cycle, memory, node readiness and interruptions with PromQL

Diagnose multi-slice TPU training hangs using Megascale hang logs and monitored events

Resolve GKE TPU slice creation failures caused by overlapping partitions

Diagnose GKE TPU throughput drops and step-time regressions with monitoring data

Resolve GKE TPU node pool scale-up failures caused by reservation stockouts

Fix TPU slice and JobSet failures blocked by instance groups stuck updating

Prevent vbar control agent crashes and OOM errors on GKE TPU v6e nodes

Diagnose GKE TPU VMs stuck in Compute Engine repair after host errors

Enable and tune GKE cluster autoscaler and troubleshoot nodes that will not scale

Diagnose GKE volume attach, mount and disk performance failures

Diagnose GKE HPA failures, unknown metrics and broken metrics pipelines

Diagnose GKE pod failures like CrashLoopBackOff, OOMKilled and Pending

Troubleshoot Filestore NFS mount failures, EACCES errors and timeouts

Diagnose Google Cloud IAM access denials and request temporary fixes

Find why Managed Airflow DAG runs and task instances fail

Coach with a nagging-mom reminder style while keeping evidence-first debugging

Apply performance-review pressure to force exhaustive, structured debugging

Push the agent to exhaust all fixes with a Japanese corporate-style debug loop

Install and troubleshoot Agent Zero CLI host access for local files and tools

Add an inspector panel to a json-render app to debug specs, state and actions

Set up the json-render devtools inspector in a React app and troubleshoot it

Set up the json-render devtools inspector in a SolidJS app and troubleshoot it

Set up the json-render devtools inspector in a Svelte app and troubleshoot it

Set up the json-render devtools inspector in a Vue app and troubleshoot it

Run the Windmill CLI and debug failed jobs and run history with wmill job

Debug agent runs by reading reasoning traces for drift, tool confusion and regressions

Test REST and GraphQL APIs with curl, auth flows and debugging steps

Build Docker images, Compose stacks and containers and debug failures

Operate Kubernetes with kubectl, deployments and pod debugging

Configure Linux firewalls, routing and DNS, and troubleshoot network issues

Write, debug and explain regular expressions for any pattern matching task

Track and debug application errors with Sentry issues and stack traces

Search GitHub, Stack Exchange and developer docs for error fixes and workarounds

Write and debug Excel and Google Sheets formulas, pivots and array formulas

Deploy and troubleshoot Vercel projects from the CLI, including logs and domains

Reflect on non-trivial tasks and save reusable lessons after debugging or failed fixes

Diagnose OpenSandbox failures such as OOM, crashes, image pull errors and network issues

Find the root cause of a failing test or runtime bug before trying any fix

Implement and debug TanStack Start React Server Components in React 19 apps