SysAdmin
Turn filesystem, inode, and directory-size evidence into a read-only-first diagnosis.
SysAdmin
Separate process pressure, I/O wait, steal time, and load-queue symptoms.
Coding
Convert a command, stderr, and exit code into a sourced, testable explanation.
SysAdmin
Correlate unit state, journal excerpts, dependencies, and restart behavior.
DevOps
Differentiate connection refusal, timeout, invalid upstream response, and DNS resolution.
DevOps
Compare client resolver, authoritative answers, delegation, and transport evidence.
Security
Separate certificate, name, chain, protocol, cipher, and time problems.
SysAdmin
Interpret negotiation, host-key, authentication, and network failures from verbose SSH output.
DevOps
Correlate exit code, OOM state, health checks, logs, and restart policy.
DevOps
Combine pod status, previous logs, events, probes, and resource limits.
Data
Explain plan nodes, cardinality errors, I/O, sorts, and safe measurement priorities.
Data
Interpret replica threads, source position, relay log, and workload symptoms.
SysAdmin
Group queue age, sender, recipient domain, retry reason, and delivery status.
SysAdmin
Correlate queue ID, SMTP status, relay, DSN, and retry classification.
SysAdmin
Separate user lookup, password verification, TLS, and protocol-layer failures.
Security
Assess management access, rule ownership, ordering, rollback, and verification.
SysAdmin
Build a timestamped evidence chain without merging unrelated errors.
DevOps
Turn a service topology into staged rollout, health, rollback, and stop conditions.
DevOps
Define checkpoints, evidence, ownership, and executable rollback criteria.
DevOps
Prioritize destructive replacements, identity changes, network exposure, and state risk.
Security
Check input trust, quoting, secrets, privileges, downloads, and destructive paths.
Documentation
Convert mixed observations into an auditable UTC timeline with gaps and confidence.
Security
Identify credentials, tokens, private addresses, identities, and customer data while preserving structure.
Documentation
Create entry criteria, evidence steps, decisions, stop conditions, verification, and rollback.
Coding
Inspect quoting, expansions, pipelines, error handling, portability, and cleanup.
Coding
Inspect parameter binding, pipeline objects, error semantics, quoting, and compatibility.
Data
Sequence compatibility, backfill, validation, cutover, and rollback for production.
Coding
Distinguish working tree, index, local commits, published history, and reflog recovery.
UI/Design
Evaluate semantics, keyboard flow, focus, contrast, motion, names, and error handling.
Product
Resolve interfaces, dependencies, failure modes, tests, migration, and rollout.