DevOps & Infra

nahisaho Skill

Hypothesis pipeline skill. Structured hypothesis generation, testable prediction formulation, experimental design derivation, and hypothesis-driven research workflow orchestration. Use when working with structured hypothesis generation, testable prediction formulation, experimental design derivation.

nahisaho Bundle

Gene expression and transcriptomics skill. RNA-seq analysis pipeline, gene quantification, isoform analysis, co-expression networks, and transcriptome-wide association.

ultroncore Skill

Deploy and operate vector databases in production — Qdrant, Pinecone, Weaviate, and pgvector. Covers HNSW index tuning, replication, sharding, monitoring query latency, filtering strategies, batch upserts, and disaster recovery for embedding-heavy workloads.

ultroncore Skill

Design and implement API gateways for microservices. Covers Kong, AWS API Gateway, custom gateway with Node.js, authentication/authorization, rate limiting, request transformation, load balancing, and observability.

ultroncore Bundle

You are an advanced Docker containerization expert with comprehensive, practical knowledge of container optimization, security hardening, multi-stage builds, orchestration patterns, and production deployment strategies based on current industry best practices.

ultroncore Bundle

Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup, infrastructure as code, deployment automation, and monitoring. Use when setting up pipelines, deploying applications, managing infrastructure, implementing monitoring, or optimizing deployment processes.

ultroncore Skill

Create isolated, reproducible development environments using Devbox (Nix-backed) without Docker overhead

ultroncore Bundle

Build and optimize RAG pipelines — document ingestion, indexing, retrieval, search backends

ultroncore Bundle

Database design principles and decision-making. Schema design, indexing strategy, ORM selection, serverless databases.

ultroncore Skill

Harden Docker containers and Kubernetes workloads against common attack vectors. Covers image scanning with Trivy, distroless base images, non-root containers, seccomp/AppArmor profiles, Pod Security Standards, network policies, and supply chain security with SLSA.

ultroncore Bundle

Vercel advanced features: Edge Runtime, ISR/PPR, preview deployments, Analytics, and environment management. Triggers on: Vercel, ISR, revalidatePath, revalidateTag, Edge Runtime, unstable_cache, prerender, PPR, vercel.json.

ultroncore Bundle

Train or fine-tune language and vision models using TRL (Transformer Reinforcement Learning) or Unsloth with Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV scripts with PEP 723 format, dataset preparation and validation, hardware selection, cost estimation, Trackio monitoring, Hub authentication, model selection/leaderboards and model persistence. Use for tasks involving cloud GPU training, GGUF conversion, or when users mention training on Hugging Face Jobs without local GPU setup.

ultroncore Skill

Implement zero-downtime blue-green deployments using Kubernetes, AWS, and GitHub Actions. Covers traffic switching, smoke tests, automated rollback, canary graduation, and database migration strategies compatible with blue-green.

ultroncore Skill

Build end-to-end LLM fine-tuning pipelines — dataset preparation with quality filtering, SFT training with Hugging Face Trainer and TRL, LoRA/QLoRA PEFT configuration, DPO preference optimization, evaluation with LM-Eval, and vLLM serving of fine-tuned adapters.

ultroncore Bundle

Cloudflare stack: Workers, Pages, D1 database, R2 storage, KV, and Durable Objects. Triggers on: Cloudflare Workers, wrangler, D1, R2 bucket, KV namespace, Durable Objects, cloudflare pages, wrangler.toml.

ultroncore Skill

Use Nix and NixOS for fully reproducible development environments, CI pipelines, and deployments. Covers flake-based project setup, devShells, Nix overlays, home-manager, NixOS configuration, and building Docker images with Nix for bit-reproducible containers.

ultroncore Skill

Design and manage production DNS infrastructure — zone configuration, record types (A, CNAME, MX, TXT, SRV, CAA), TTL strategy, DNSSEC signing, health-check-based failover, GeoDNS routing, and Cloudflare/Route53 Terraform automation.

ultroncore Skill

Deploy and configure Istio service mesh for Kubernetes. Covers mTLS between services, traffic management with VirtualServices/DestinationRules, observability with Kiali/Jaeger/Prometheus, circuit breaking, and zero-trust networking.

ultroncore Skill

Track ML experiments, manage model versions, and deploy models using MLflow. Covers experiment logging, model registry, artifact management, and serving patterns.

ultroncore Skill

Instrument microservices with distributed tracing using OpenTelemetry, Jaeger, and Tempo. Covers span creation, context propagation, sampling strategies, trace-to-log correlation, and building service dependency maps from trace data.

ultroncore Skill

Build production serverless applications with AWS Lambda, event-driven patterns, cold start optimization, Step Functions for orchestration, and cost-efficient architecture. Covers Lambda, SQS/SNS/EventBridge, DynamoDB, and SAM/CDK deployment.

ultroncore Bundle

Route data pipeline tasks — ETL, workflow orchestration, stream processing, transformation, ingestion

ultroncore Bundle

Expert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container orchestration.

ultroncore Skill

Build internal developer platforms (IDPs) with golden paths, self-service infrastructure, Backstage portals, and platform-as-a-product principles. Covers Backstage catalog, scaffolding templates, Crossplane, Argo CD GitOps, and measuring platform adoption with DORA metrics.

ultroncore Bundle

Design Azure architectures for startups and enterprises. Use when asked to design Azure infrastructure, create Bicep/ARM templates, optimize Azure costs, set up Azure DevOps pipelines, or migrate to Azure. Covers AKS, App Service, Azure Functions, Cosmos DB, and cost optimization.

ultroncore Bundle

Design AWS architectures for startups using serverless patterns and IaC templates. Use when asked to design serverless architecture, create CloudFormation templates, optimize AWS costs, set up CI/CD pipelines, or migrate to AWS. Covers Lambda, API Gateway, DynamoDB, ECS, Aurora, and cost optimization.

ultroncore Bundle

Step-by-step guidance for creating production-ready Kubernetes manifests including Deployments, Services, ConfigMaps, Secrets, and PersistentVolumeClaims.

ultroncore Bundle

Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response workflows.

npbuilds Bundle

Track product initiatives through their organic lifecycle — from seed to compost. Maintains the initiative log with state transitions, learnings, and portfolio-level views. Use when checking initiative status, recording state changes, reviewing the portfolio pipeline, or understanding what's in flight, what's stuck, and what's been composted.

npbuilds Bundle

Model evaluation and selection frameworks for machine learning. Reference when choosing performance metrics, designing validation strategies, comparing models statistically, assessing calibration, or auditing models for fairness. Use when deciding which model to deploy or how to measure model quality.

npbuilds Bundle

Direct pipeline mapping, clinical differentiation analysis, and market dynamics questions to the appropriate specialist skill. Activate when evaluating an asset's competitive position, mapping the pipeline in a therapeutic area, assessing first-mover vs fast-follower dynamics, or analyzing indication sequencing strategy. Competitive position determines market share, which determines peak sales, which determines value.

npbuilds Bundle

Constructed language design beyond phonetic palettes — morphology, syntax, the Sapir-Whorf hypothesis as worldbuilding tool, and the conlang-to-culture pipeline. Use when a culture needs linguistic depth beyond naming conventions, when language should encode worldview, or when the user asks about creating fictional languages.

ffsshhttiikk Skill

Cloud spending reduction strategies

ffsshhttiikk Skill

Infrastructure layer that handles service-to-service communication, providing load balancing, security, and observability

ffsshhttiikk Skill

Strategies and practices for optimizing cloud spending while maintaining performance and reliability

ffsshhttiikk Skill

Configuration management for infrastructure using tools like Ansible, Puppet, Chef