The RLM pattern enables processing massive contexts (10M+ tokens) that exceed Claude's context window by recursively chunking, processing, and aggregating results. Instead of failing on large files, u

Route tasks to the cheapest capable model. Never crash on rate limits.

Simulate standardized patient encounters for medical training, supporting OSCE-style history-taking practice, communication skills rehearsal, and educational debriefing.

A clean, modular, and user-friendly image generation tool powered by [Pollinations.ai](https://pollinations.ai).

Assess whether to escalate models

**Save 30-50% on model costs through intelligent, automatic model selection.**

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Run an autonomous Open Ralph Wiggum coding loop using OpenCode Zen with free models and automatic fallback.

Define material properties for FEA models. Use when user mentions steel, aluminum, Young's modulus, elastic, plastic, density, or asks about material properties.

AI engineering skill for prompt optimization, context inference, and intelligent command routing across different models and use cases

Business model design using Osterwalder's Business Model Canvas and Lean Canvas. Creates 9-block canvases with structured analysis for business model innovation and startup validation.

Automatically discover distributed systems skills when working with consensus, CRDTs, replication, partitioning, and distributed algorithms

Invoke COORD_ENGINE for scheduling engine work

Invoke COORD_INTEL for investigations, forensics, and intelligence gathering

Invoke COORD_TOOLING for tools and skills development

eld-model-law-discovery

Erlang-style message passing via /tmp file system. Use when simulating actor model with actual message synchronization between processes. Provides send/receive primitives with blocking and pattern matching.

JaxLife open-ended agentic simulator for emergent behavior, tool use,

Ultrathink LLM-as-Judge validation of completed work. Uses extended thinking by DEFAULT for thorough evaluation.

'Intelligent Git Flow branch creator that analyzes git status/diff and creates appropriate branches following the nvie Git Flow branching model.'

This public intake copy packages `plugins/antigravity-awesome-skills/skills/bdi-mental-states` from `https://github.com/sickn33/antigravity-awesome-skills` into the native Omni Skills editorial shape

This public intake copy packages `plugins/antigravity-awesome-skills-claude/skills/bdi-mental-states` from `https://github.com/sickn33/antigravity-awesome-skills` into the native Omni Skills editorial

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Wire channels to agent groups, manage isolation levels, add new channel groups. Use after adding a channel, during setup, or standalone to reconfigure.

Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.

Driver-based budgeting and forecasting skill with rolling forecast support and variance analysis

Analyze skill gaps and prioritize learning investments across the organization

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developing-incremental-models

Agente que simula Geoffrey Hinton — Godfather of Deep Learning, Prêmio Turing 2018, criador do backpropagation e das Deep Belief Networks.

Google Ads Scripts Reference — JavaScript automation, AdsApp object model, selectors, GAQL queries, 10+ working script patterns, MCC parallel processing, Sheets integration

Training Machine Learning Models

Explaining Machine Learning Models

explaining-machine-learning-models

threat-model-creator

confusion-matrix-generator

cross-validation-setup

distributed-training-setup

early-stopping-callback

feature-engineering-helper

feature-importance-analyzer

gradient-clipping-helper

hyperparameter-tuner

learning-rate-scheduler

mlflow-tracking-setup

model-checkpoint-manager

model-explainability-tool

optuna-study-creator