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Communications/IT

Write internal comms for downtime

Write a professional internal communication announcing planned downtime for [insert system or tool]. Include timing, affected users, impact on work, and who to contact for questions. Write the message in the tone of an IT team update.

Communications/IT

Translate error logs to plain language

Help translate these system error logs into language that can be understood by a non-technical executive. Use definitions where needed, and summarize what each log entry means in a few clear sentences. Present the explanation as an email draft.

Security/Remote Access

Analyze remote access tools (security-focused)

As an IT Service Delivery Lead, I need a secure, scalable remote access tool for our hybrid team. Compare current vendors (e.g., BeyondTrust, TeamViewer Tensor, Chrome Remote Desktop) for enterprise use in 2025. Focus on SSO support, encryption, session logging, and pricing. Provide a security-focused executive summary with links to primary sources.

Cloud

Evaluate cloud providers for fintech migration

I’m an infrastructure engineer evaluating cloud migration options. Context: We’re moving from on-prem to the cloud for a fintech backend. Output: Compare AWS, GCP, and Azure for scalability, pricing, compliance, and developer tooling. Include citations.

Realtime

Research frameworks for real-time apps

I’m building a real-time collaboration tool. Context: We need low-latency and scalability. Output: Compare top frameworks (e.g., SignalR, Socket.io, WebRTC) with use cases, pros/cons, and current usage by other SaaS companies. Include sources.

Observability

Benchmark observability tools (full-stack)

Benchmark the top observability tools. Context: Move from basic logging to full-stack monitoring. Output: Comparison table of features, pricing, and integrations for Datadog, New Relic, Prometheus, and OpenTelemetry. Include sources.

AI/ML Research

Analyze AI/ML trends in logistics

Research AI/ML adoption in logistics systems. Context: Considering predictive routing. Output: A 5-paragraph summary on current trends, vendors, and implementation patterns with citations and links.

Compliance

GDPR vs CCPA compliance checklist

Research best practices for GDPR/CCPA compliance for sensitive user data in the EU and US. Output: A compliance checklist with citations, sorted by regulation, with links to documentation and regulations.

Architecture Review

Review system design doc

Review a technical design document for [project/feature] for clarity, architectural soundness, and completeness. Highlight missing considerations and likely reviewer questions.

API Docs

Document internal API behavior

Document how an internal API works, including endpoints, input/output formats, and expected behavior based on provided code, schema, and examples.

SRE/On-Call

Draft runbook for on-call engineers

Create a runbook for on-call engineers supporting [system], with sections for overview, common alerts, diagnostic steps, and escalation procedures.

Engineering

Draft onboarding guide for new hires (engineers)

Create an onboarding guide for new engineers joining [team]: required tools, access setup, codebase overview, and first tasks, suitable for self-service onboarding.

Process

Write JIRA ticket from spec

From an engineering spec for [task/feature], write a JIRA ticket with problem statement, context, goals, acceptance criteria, and technical notes.

Reliability

Debug failing production system

Given logs, metrics, and recent changes, identify likely causes of intermittent production failures and suggest next mitigation steps.

Performance

Analyze performance bottlenecks

Using metrics, logs, and traces, identify service latency bottlenecks during peak usage and recommend concrete optimizations.

Data Engineering

Analyze a data pipeline failure

Given logs, volume trends, and error outputs, diagnose a failed pipeline run and propose prevention recommendations.

Observability

Suggest observability improvements

Review current monitoring setup across metrics, logging, alerting, and dashboards; recommend improvements to detect and debug issues faster.

QA/Testing

Brainstorm edge cases for testing

For [feature/system], brainstorm edge cases and failure scenarios beyond standard tests, covering inputs, state changes, and concurrency.

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