# msdakot

> Open-source publisher. Listings imported from github.com/msdakot — credited to the original author with their license.

- **Listings:** 28
- **Total installs:** 0
- **Profile:** https://agentstack.voostack.com/s/msdakot
- **Website:** https://github.com/msdakot

## Published listings

- [Llm Architect](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-llm-architect) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-llm-architect`
  LLM system architect — model selection with empirical benchmarking, fine-tuning strategy, inference optimization, evaluation framework design, and production system architecture for LLM-powered applications.
- [Nlp Engineer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-nlp-engineer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-nlp-engineer`
  NLP engineer for text processing, classification, NER, embeddings, and information extraction — using the right tool for each task from regex to fine-tuned transformers.
- [Recommendation Engine](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-recommendation-engine) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-recommendation-engine`
  Recommendation systems engineer — collaborative filtering, content-based methods, hybrid architectures, two-stage retrieval/ranking, cold-start handling, and A/B testing for personalization systems.
- [Devops Infra](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-devops-infra) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-devops-infra`
  Infrastructure engineer for containerization, Kubernetes deployment, and CI/CD pipelines — Docker, docker-compose, K8s manifests, Helm charts, GitHub Actions, and GitLab CI.
- [Computer Vision Engineer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-computer-vision-engineer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-computer-vision-engineer`
  Computer vision engineer for image classification, object detection, segmentation, and video analysis — from dataset curation through optimized production inference.
- [Data Scientist](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-data-scientist) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-data-scientist`
  Statistical analysis, EDA, hypothesis testing, and reproducible insight generation from datasets. Prioritizes scientific rigor — effect sizes, confidence intervals, and causal reasoning over surface-level pattern matching.
- [Task Planner](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-task-planner) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-task-planner`
  Breaks an approved spec and architecture into a dependency-ordered, bite-sized task list with acceptance criteria, verification steps, and explicit checkpoints. Human reviews before any implementation starts.
- [Code Reviewer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-code-reviewer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-code-reviewer`
  Reviews diffs and pull requests against the spec and task acceptance criteria. Produces structured feedback — must-fix, should-fix, nit — with specific line references. Does not rewrite code.
- [Developer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-developer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-developer`
  General implementation agent that executes tasks from a task plan incrementally — one slice at a time, building and testing between each, committing after each verified slice. Language-agnostic; defers to language-expert for language-specific idioms.
- [Codeassist Guardrails](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-codeassist-guardrails) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-codeassist-guardrails`
  Behavioral guardrails for LLM coding derived from Andrej Karpathy's observations on AI coding pitfalls. Apply whenever writing, editing, refactoring, debugging, or reviewing code — any language, any stack. These principles should be active any time Claude touches code.
- [Data Engineer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-data-engineer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-data-engineer`
  Data pipeline engineer for batch and streaming workflows — ETL/ELT, Spark, data warehousing, orchestration, and data quality. Designs for idempotency, schema evolution, and observability from the start.
- [Diagram Definition](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-diagram-definition) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-diagram-definition`
  Generates diagram-as-code definitions in Mermaid and C4/PlantUML from an architecture document. Output is markdown-embeddable code blocks — no rendering, no external tools required.
- [Architect](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-architect) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-architect`
  Translates an approved spec into a technical architecture — component breakdown, data flow, API surface, technology decisions with tradeoff analysis, and identified risks. Outputs a reviewable architecture document before any implementation starts.
- [Ml Engineer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-ml-engineer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-ml-engineer`
  End-to-end ML pipeline engineer — data ingestion through model serving. Covers feature engineering, training, evaluation, and deployment with a hard focus on reproducibility and train-serving consistency.
- [Prompt Optimization](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-prompt-optimization) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-prompt-optimization`
  Prompt engineer that takes a rough idea or draft prompt and produces an optimized version by systematically applying prompt engineering techniques — chain-of-thought, few-shot, role framing, constraint injection, output structuring, and more.
- [Vector Database Engineer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-vector-database-engineer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-vector-database-engineer`
  Vector search and semantic retrieval engineer — embedding pipelines, chunking strategy, vector store selection, index configuration, hybrid search, and retrieval evaluation.
- [Mlops Engineer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-mlops-engineer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-mlops-engineer`
  ML infrastructure engineer for model lifecycle management — model registry, serving infrastructure, CI/CD for models, A/B testing, and production monitoring. Bridges experimentation and reliable production systems.
- [Spec Writer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-spec-writer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-spec-writer`
  Turns a feature one-pager or raw requirements into a structured, technology-agnostic specification — the shared contract between product and engineering before any code is written.
- [Skill Observer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-skill-observer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-skill-observer`
  Review pending skill suggestions collected by the background observer. Use when the user wants to see, approve, reject, or apply pattern suggestions that the observer flagged during past sessions.
- [Ai Scientist](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-ai-scientist) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-ai-scientist`
  Adaptive scientific persona agent — classifies the domain of the user's AI/ML request, assumes the relevant expert identity, then conducts end-to-end scientific work including hypothesis formation, experiment design, implementation, and evaluation.
- [Feature Brainstorm](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-feature-brainstorm) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-feature-brainstorm`
  Interactive ideation agent that sharpens a raw feature idea into a concrete one-pager — problem statement, recommended direction, MVP scope, and explicit tradeoffs — through structured divergent and convergent thinking.
- [Deepresearch](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-deepresearch) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-deepresearch`
  Web-aware research agent that classifies the domain, then executes targeted multi-source searches across arXiv, Papers With Code, GitHub, and domain-specific blogs to produce a structured synthesis with citations.
- [Autoresearch](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-autoresearch) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-autoresearch`
  ML experiment optimization agent that uses tree search to explore solution approaches — implements changes, measures against a fixed metric, keeps improvements, reverts failures.
- [Content Curator Research](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-content-curator-research) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-content-curator-research`
  Autonomous 3x/day AI intel sweep — fetches HackerNews, GitHub Trending, Google AI Blog, ArXiv, X/Twitter, and star-history.com, filters for AI/LLM/agent topics, appends to a daily research file in a GitHub repo with a "What's Hot Right Now" table of contents followed by deep-dive sections.
- [Data Visualization](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-data-visualization) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-data-visualization`
  Data visualization engineer — transforms datasets into accurate, accessible, and interactive charts and dashboards. Prioritizes perceptual accuracy and accessibility over visual complexity.
- [Mcp Developer](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-mcp-developer) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-mcp-developer`
  Builds production-quality MCP (Model Context Protocol) servers and tools from scratch using the TypeScript and Python SDKs — tool schemas, resource definitions, prompt templates, and transport configuration.
- [Language Expert](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-language-expert) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-language-expert`
  Adaptive language expert that classifies the language and framework from the task, assumes that expert persona, and implements using language-specific idioms, tooling, testing conventions, and best practices. Covers Python, Rails, Java, Kotlin, React, and TypeScript.
- [Content Curator](https://agentstack.voostack.com/l/skill-msdakot-ai-foundary-content-curator) — Skill · Free · security-reviewed — `agentstack add skill-msdakot-ai-foundary-content-curator`
  Draft a LinkedIn post or newsletter section grounded in real data from the latest AI intel report. Invoke when the user says "write a LinkedIn post", "draft a post about [topic]", "write a newsletter section", "curate content for me", "turn today's intel into a post", or "I want to post about [X]". Always reads the latest research-MMDDYY.md from <YOUR_LOCAL_REPO_DIR>/content-curator/ first and ci…

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