Coding & Dev Tools

deanpeters Bundle

Evaluate SaaS unit economics and capital efficiency to determine if a business can scale efficiently or needs correction.

muratcankoylan Bundle

Explains foundational concepts of context engineering: what context is, attention mechanics, the U-shaped attention curve, and why context quality matters more than quantity.

muratcankoylan Bundle

Extends effective context capacity through strategic compression, masking, caching, and partitioning techniques.

orchestra-research Bundle

Track ML experiments with open-source run logging, local or self-hosted dashboards, and media visualization using SwanLab.

orchestra-research Bundle

Build LLM-powered applications with agents, chains, and RAG using a framework that supports multiple providers and 500+ integrations.

orchestra-research Bundle

Enables visual instruction tuning and image-based conversations using open-source vision-language models. Supports multi-turn image chat, visual question answering, and image understanding tasks.

orchestra-research Bundle

Generate image captions, answer visual questions, and perform image-text retrieval using BLIP-2's Q-Former architecture with frozen vision encoders and LLMs.

orchestra-research Bundle

Provides expert guidance for fine-tuning LLMs with Axolotl, covering YAML configs, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, and multimodal support.

orchestra-research Bundle

Provides expert guidance for fast fine-tuning with Unsloth, including LoRA/QLoRA optimization, with 2-5x faster training and 50-80% less memory usage.

orchestra-research Bundle

Train large language models (7B-70B+) with RLHF using PPO, GRPO, DPO, and other algorithms, accelerated by Ray and vLLM for distributed multi-GPU setups.

orchestra-research Bundle

Control LLM output with regex and grammars to guarantee valid JSON, XML, or code generation, enforce structured formats, and build multi-step workflows using Microsoft Research's Guidance framework.

orchestra-research Skill

Train AI models to be harmless through self-critique and AI feedback using a set of constitutional principles, without requiring human labels for harmful outputs.

orchestra-research Bundle

Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with DeviceMesh.

orchestra-research Bundle

Run interpretability experiments on neural network internals using nnsight, with optional NDIF remote execution for massive models.

orchestra-research Bundle

Train and analyze Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable features for mechanistic interpretability research.

orchestra-research Bundle

Provides paragraph-level structural blueprints for writing systems papers targeting OSDI, SOSP, ASPLOS, NSDI, and EuroSys, including page allocation, writing patterns, and venue-specific checklists.

czlonkowski Bundle

Write Python code in n8n Code nodes, covering data access patterns, return formats, and standard library limitations.

czlonkowski Bundle

Write JavaScript code in n8n Code nodes for data transformation, API calls, and workflow logic.

czlonkowski Bundle

Interpret n8n validation errors and warnings, guide iterative fixes, and explain validation profiles, error types, and auto-sanitization.

czlonkowski Bundle

Guides configuration of n8n nodes with operation-aware field requirements, property dependencies, and progressive discovery patterns.

openclaw Skill

Manage Convex table retention policies, TTL fields, cleanup crons, and schema classification for ClawHub.

openclaw Bundle

Scaffolds a new Convex project or adds Convex to an existing app, including template selection, provider wiring, and dev loop setup.

openclaw Bundle

Sets up authentication in Convex apps with user management, identity mapping, and access control for providers like Convex Auth, Clerk, WorkOS AuthKit, and Auth0.

openclaw Bundle

Builds reusable Convex components with isolated tables and app-facing APIs for new components, reusable backend modules, integrations, or component boundary work.

openclaw Bundle

Plan and execute safe Convex schema and data migrations using the widen-migrate-narrow pattern and the @convex-dev/migrations component.

owl-listener Skill

Define responsive layout grid systems with columns, gutters, margins, and breakpoint behavior.

owl-listener Skill

Build a comprehensive color system with palette generation, semantic mapping, and accessibility compliance.

owl-listener Skill

Create a consistent spacing system based on a base unit with contextual application rules for harmonious interfaces.

owl-listener Skill

Creates a structured design brief covering project overview, problem statement, target audience, goals, scope, context, deliverables, and timeline.

owl-listener Skill

Facilitate structured design critiques with clear feedback frameworks and actionable outcomes.

owl-listener Skill

Design comfortable, accessible dark mode interfaces with proper color adaptation, contrast, and surface hierarchy.

owl-listener Skill

Apply the Law of Proximity to group related elements through spatial relationships in UI layouts.

owl-listener Skill

Create a holistic experience map showing the full ecosystem of user touchpoints, channels, and relationships across the customer journey.

owl-listener Skill

Write clear, helpful UI copy including microcopy, error messages, empty states, and CTAs that guide users and reinforce product voice.

owl-listener Skill

Design adaptive layouts and interactions that work across all screen sizes and input methods.

owl-listener Skill

Translate design decisions into business value by reading financials, mapping competitive landscapes, and defending design work in ROI terms.