Ruban S
Community@ruban-s · Coimbatore,TamilNadu,India
Ruban S maintains DevOS, a 38-skill developer harness spanning multi-agent research, adversarial reasoning, web scraping, evaluation frameworks, and TypeScript CLI scaffolding.
Agent Skills by Ruban S
Showing 38 vetted skills indexed across 1 GitHub repositories.
Research
Runs multi-agent web research with URL verification and confidence-tagged findings across four depth modes.
RootCauseAnalysis
Investigate failures using Five Whys, Fishbone, Postmortem, Fault Tree, and Kepner-Tregoe methods.
ApertureOscillation
Analyzes one design question at component and system zoom levels to surface scope mismatches.
Cortex
Manages a typed knowledge archive of linked notes and recalls prior sessions and conversations.
Upgrade
Extracts upgrade techniques from Anthropic sources and practitioner feeds into evidence-backed recommendations.
Evals
Grades AI agent outputs with deterministic assertions and LLM judges across multi-trial eval suites.
WorldThreatModel
Tests ideas and strategies against eleven horizon reads spanning 6 months to 50 years.
Optimize
Runs autonomous hill-climbing loops that mutate code or prompts, measure outcomes, and keep only winning changes.
CreateCLI
Generates production-ready TypeScript CLIs using a three-tier template system with Bun.
ISA
Drafts, audits, and merges Ideal State Artifact specification documents with verifiable claims.
ExtractWisdom
Extracts content-adaptive wisdom sections from videos, podcasts, and articles at five depth levels.
Council
Convenes multi-agent debates with topic-briefed personas producing round-by-round transcripts and synthesis.
Prompting
Generates and validates prompts programmatically using Handlebars templates, YAML data, and prompt engineering standards.
BitterPillEngineering
Audits AI instruction files to cut redundant, contradictory, or vague rules and estimate token savings.
RedTeam
Attacks plans and ideas with parallel expert critics and returns severity-ranked rebuttals.
BrightData
Scrapes blocked web pages by escalating through fetch, curl, Chrome render, and Bright Data proxy tiers.
CreateSkill
Scaffolds, validates, tests, and optimizes DevOS skill units end to end.
Science
Applies the scientific method as a structured problem-solving loop with falsifiable hypotheses and measured experiments.
Tldraw
Create, read, and edit tldraw .tldr canvas files as validated JSON records.
HTML
Renders session output into self-contained designed HTML artifacts via a deterministic TypeScript renderer.
Hardening
Strengthens existing tests and claims using property-based testing and mutation analysis.
DevOS
Installs and maintains a verification-gated AI coding harness with spec interviews and health checks.
Migrate
Classifies external content chunks against the DevOS taxonomy and commits them with provenance.
SystemsThinking
Analyzes complex systems using causal loop diagrams, archetypes, and Meadows' leverage points.
Frequently Asked Questions About Ruban S
FAQPage SchemaWhat tasks can I accomplish with Ruban S's DevOS skill collection?▼
The 38 skills cover verified multi-agent web research, root cause analysis with Five Whys and FMEA, adversarial red-team critique, arXiv paper retrieval, web scraping via Bright Data and Apify actors, TypeScript CLI generation, tldraw canvas editing, HTML artifact rendering, and assertion-first evaluation of model outputs with pass@k scoring.
Who is the target user for these skills?▼
Developers and technical operators running an AI-assisted harness in their repositories. Skills like DevOS setup, CreateSkill, CreateCLI, Hardening, and Evals assume repo-level work with Read/Write/Bash access, while Research, Council, and RedTeam serve engineers needing structured investigation and adversarial review.
How do the evaluation and testing skills work in practice?▼
Evals grades output using deterministic asserts plus a structured judge over input-to-assert cases with pass^k and pass@k scoring for capability and regression suites. Hardening strengthens existing tests through property-based testing, mutation testing, and complexity analysis rather than writing new feature tests.
What are the platform and dependency requirements?▼
Several skills are platform-bound: CMUX and Interceptor are Mac-only, with Interceptor driving real Chrome or Brave via macOS Computer Use. BrightData escalates to metered Bright Data proxies, Apify requires hosted actors, and Fabric runs 240+ prompt patterns with CLI reserved for YouTube transcripts.
Are these skills open source and what do they cost?▼
The manifest does not state a global license; Webdesign references complete terms in LICENSE.txt, and Evals is described as subscription-billed. Bright Data proxy usage is metered, so scraping at the highest escalation rung incurs per-request cost.