productivity▌

Language models exhibit predictable degradation patterns as context length increases. Understanding these patterns is essential for diagnosing failures and designing resilient systems. Context degradation is not a binary state but a continuum of performance degradation that manifests in several distinct ways.

Framework-driven pricing design and optimization using insights from 46 product leaders. \n \n Guides users through understanding business models, assessing value delivery, identifying constraints, and designing iterative pricing strategies \n Emphasizes willingness-to-pay research as the foundation for pricing decisions and product roadmap prioritization \n Covers key transitions: freemium vs. paid models, self-serve to sales-led (around $10K–$15K ARR), and sampling premium features in free tie

Delegate coding tasks to Codex, Claude Code, Pi, or OpenCode agents via background bash processes. \n \n Supports four coding agents (Codex, Claude Code, Pi, OpenCode) with agent-specific execution modes: PTY required for Codex/Pi/OpenCode; Claude Code uses --print --permission-mode bypassPermissions without PTY \n Background execution with session monitoring via process tool actions (log, poll, write, submit, kill) for long-running tasks \n Designed for feature building, PR reviews, refactoring

Synthesize customer feedback into actionable product insights using frameworks from 56 product leaders. \n \n Guides users through identifying patterns across multiple feedback channels (NPS, support, interviews, social) and clustering by behavioral pathways rather than demographics \n Emphasizes distinguishing root causes from surface-level complaints, with techniques for uncovering what users don't explicitly state \n Includes principles on prioritizing signal over noise, talking to churned us

Manage Apple Reminders from the terminal with list, date, and output filtering. \n \n Create, view, complete, and delete reminders with support for custom lists, due dates, and time specifications \n Filter reminders by today, tomorrow, this week, overdue, or specific dates in multiple formats (YYYY-MM-DD, ISO 8601, natural language) \n Output results as JSON, plain text (TSV), or quiet mode for scripting and automation \n macOS-only; requires remindctl CLI installed via Homebrew and Reminders a

Query CPU, memory, network, and disk usage metrics for Railway services. \n \n Supports nine metric types including CPU usage, memory, network traffic (RX/TX), and disk usage across deployments and instances \n Query metrics for a single service or all services in an environment using optional groupBy parameters (by deployment, instance, region, or service) \n Requires environmentId from railway status --json ; serviceId is optional to retrieve metrics across all services \n Time-based queries w

Initialize Railway projects, add services, and configure deployments with automatic project detection. \n \n Handles three workflows: creating new projects with railway init , linking existing projects with railway link , and adding services to linked projects with railway add --service \n Automatically detects project state via railway status --json and walks up directory trees to find parent project links, avoiding unnecessary re-initialization \n Supports scaffolding for static sites (Vite, A

Help users work with Worktrunk, a CLI tool for managing git worktrees.

Streaming protocol implementation guide for custom AI backends and assistant-ui integration. \n \n Provides createAssistantStreamResponse for building custom streaming responses with text, tool calls, and structured event handling \n Supports two integration paths: Vercel AI SDK (via toUIMessageStreamResponse ) or native assistant-stream for non-SDK backends \n Includes useLocalRuntime pattern for client-side streaming with ChatModelRunResult chunks and content part yielding \n Covers stream eve

Linux environment setup for Flutter desktop development with OS detection and toolchain validation. \n \n Automatically detects Debian/Ubuntu or ChromeOS and halts with instructions for non-apt systems \n Installs core dependencies (curl, git, unzip, libglu1-mesa) and Linux desktop toolchain (clang, cmake, ninja-build, GTK libraries) \n Prompts for optional IDE setup (VS Code or Android Studio via snap) \n Runs flutter doctor -v and flutter devices to validate the environment, automatically inst