Expert SRE incident responder specializing in rapid problem

Expert SRE incident responder specializing in rapid problem

Observability and SRE expert. Use when setting up monitoring, logging, tracing, defining SLOs, or managing incidents. Covers Prometheus, Grafana, OpenTelemetry, and incident response best practices.

Use when designing chaos experiments, implementing failure injection frameworks, or conducting game day exercises. Invoke for chaos experiments, resilience testing, blast radius control, game...

Use when designing chaos experiments, implementing failure injection frameworks, or conducting game day exercises. Invoke for chaos experiments, resilience testing, blast radius control, game...

Optimize hyperparameters using grid search, random search, Bayesian optimization, and automated ML frameworks like Optuna and Hyperopt

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Generate STAR stories, practice questions, and talking points from resume

Weekly review and planning session. Use at end of week or weekend to review progress, plan next week, and set priorities. Triggers on "weekly review", "plan my week", "what did I do this week",...

Build NLP applications using transformers library, BERT, GPT, text classification, named entity recognition, and sentiment analysis

Use when validating product assumptions before building, discovering unmet user needs, understanding customer problems and workflows, testing concepts or positioning, researching target markets,...

Track books, articles, and reading progress with curation and note-taking

Help users navigate career changes and pivots. Use when someone is considering a new role, transitioning into product management, evaluating job offers, taking a sabbatical, or feeling stuck in...

Help users plan products and strategy when outcomes are unpredictable. Use when someone is dealing with ambiguous timelines, building in fast-moving markets, planning AI/ML projects, or asking how...

Optimize team resource allocation across projects with capacity planning and workload balancing

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Guides users through pre-project planning phase. Auto-activates when users ask about starting new projects, planning architecture, choosing tech stacks, or creating project plans. Provides...

Master fine-tuning of large language models for specific domains and tasks. Covers data preparation, training techniques, optimization strategies, and evaluation methods. Use when adapting models...

Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training