Letta framework for building stateful AI agents with long-term memory. Use for AI agent development, memory management, tool integration, and multi-agent systems.

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Select and configure linear solvers for systems Ax=b in dense and sparse problems. Use when choosing direct vs iterative methods, diagnosing convergence issues, estimating conditioning, selecting preconditioners, or debugging stagnation in GMRES/CG/BiCGSTAB.

Fetch tasks from Linear backlog and handle user selection. Saves selected task context for use in feature/bug/plan workflows. Reduces context usage by consolidating Linear API interactions.

List the contents of an npm package tarball before publishing. Use when the user wants to see what files are included in an npm bundle, verify package contents, or debug npm publish issues.

Debug the live solution at home.st44.no using Chrome browser tools

Systematically diagnose and fix LLM output issues.

Supabase database query patterns, RLS policies, migration records, and nested join patterns. Use this skill when writing database queries, understanding RLS behavior, debugging query errors, or implementing new migrations.

Use this to run and debug the UI + server locally (Vite dev server, `lotar serve`, ports, SSE).

Start local development environment with backend and macOS app

Local development environment management for Polar using Docker

Expert localization decisions for iOS/tvOS: when runtime language switching is needed vs system handling, pluralization rule complexity by language, RTL layout strategies, and string key architecture. Use when internationalizing apps, handling RTL languages, or debugging localization issues. Trigger keywords: localization, i18n, l10n, NSLocalizedString, Localizable.strings, stringsdict, plurals, RTL, Arabic, Hebrew, SwiftGen, language switching

Implement centralized logging with ELK Stack, Loki, or Splunk for log collection, parsing, storage, and analysis across infrastructure.

Analyze application and system logs to identify errors, patterns, and root causes. Use log aggregation tools and structured logging for effective debugging.

Analyze application logs to detect errors, patterns, anomalies, and generate insights. Use when troubleshooting issues or analyzing system behavior.

Log problems, bugs, and debugging processes with solutions. Use when encountering issues during development, debugging problems, or documenting solutions for future reference. Maintains DEBUG_LOG.md with structured problem-solution entries.

Reads and analyzes application logs for debugging and monitoring.

View and analyze WaveCap-SDR server logs, debug output, and error messages. Use when troubleshooting server issues, debugging API errors, monitoring SDR device status, or investigating capture/channel problems.

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Logic optimization and image-based code tasks with Codex CLI in --yolo mode. Use when (1) optimizing code logic or algorithms, (2) processing image inputs (screenshots, diagrams, mockups) to generate or modify code, (3) refactoring business logic, (4) debugging complex logic issues, (5) code generation from visual references, or (6) any task requiring image attachment for context.

Manage car logo fetching, scraping, and Vercel Blob storage in the logos package. Use when adding new car brand logos, updating logo sources, debugging brand name normalization, managing Vercel Blob storage, or optimizing logo caching.

Implements session replay and error tracking with LogRocket for debugging user issues. Use when adding session recording, error monitoring, and performance tracking to React applications.

View shella daemon and plugin logs. Use when debugging issues, checking what happened, or monitoring plugin output.

Debug a Nativewind v5 setup issue. Walks through common configuration problems with metro, babel, postcss, and dependencies.

'[Fix & Debug] Investigate and explain how existing features or logic work. READ-ONLY exploration with no code changes.'

Investigate Claude Tabs debug captures. Use only when the user is explicitly working with debug logs, session IDs, TAP output, proxy traffic, observability files, or debug markers and wants log-based analysis or correlation.

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Diagnose và fix các vấn đề liên quan đến Google ADK agents, tools, session state, multi-agent communication trong dự án MemRAG.

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Analyze a kernel Oops from the printk buffer in a PearPC memory dump

Scheduler configuration and the overnight session queue — task gates (`git_commit`, `git_diff`, `command`), `schedule` field reference (duration vs calendar, `at`/`every`/`after`/`delay`/`cooldown`/`not_before`/`not_after`/`except`), priority/pipeline ordering, one-time/max_runs tasks, workflow-backed tasks (`workflow:` + `inputs:`), overnight prepare-and-dispatch workflow. Use when adding or debugging scheduled tasks in `~/.agentwire/scheduler.yaml`, wiring up overnight sessions, or explaining how gating/dispatch works.

Complete guide for developing Klytos CMS plugins including structure, entry points, MCP tools, admin pages, hooks, routes, and best practices. Use when creating, modifying, extending Klytos functionality, adding MCP tools, admin pages, hooks, filters, or debugging plugins.

Build generate_job_data binary (release or ASAN debug mode)

Fix bugs, errors, exceptions, and unexpected behavior. Use when debugging, fixing errors, handling crashes, or when user mentions bug, error, broken, not working, crash, exception, 500 error, Application error. Uses 5 Whys Root Cause Analysis.

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Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2

Debug and optimize Android/Gradle build performance. Use when builds are slow, investigating CI/CD performance, analyzing build scans, or identifying compilation bottlenecks.

Create responsive web designs that work across all devices and screen sizes. Use when building mobile-first layouts, implementing breakpoints, or optimizing for different viewports. Handles CSS Grid, Flexbox, media queries, viewport units, and responsive images.

Diagnoses and fixes a failing CI run using systematic debugging.

Builds and debugs Interactive Brokers TWS API integration in C++ (twsapi)—connectivity, EReader/EClientSocket, contract builders (STK/OPT/FUT/BAG), market data and snapshot pricing, order CRUD and combo orders, EWrapper execution hooks, Docker/SDK/CMake, env IBKR_HOST/IBKR_PORT/IBKR_CLIENT_ID, tws/ibkr/ and controllers. Use when implementing or changing IBKR trading, pricing, contracts, or gateway wiring in the tws service.

Error handling patterns for n8n workflows including error workflows, Error Trigger, Stop And Error, Continue On Fail, retry logic, and production error monitoring. Use when implementing error handling, building error workflows, debugging failed executions, or setting up alerting.

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Write and debug TypeQL queries for TypeDB 3.8+. Use when working with TypeDB schemas, data queries, insertions, deletions, or functions.

Debug rendering and layout issues in Rezi apps. Use when UI looks wrong, has layout problems, or renders unexpectedly.

Use ProviderObserver to log or debug Riverpod provider lifecycle; didUpdateProvider, ProviderScope observers, naming providers. Use when adding logging, analytics, or debugging for provider state changes. Use this skill when the user asks about ProviderObserver, logging Riverpod, or debugging provider updates.

Systematic debugging loop — reproduce, analyze root cause, fix, then challenge with a fresh verification pass to distinguish fundamental fixes from workarounds. Use when debugging issues or when unexpected behavior needs a methodical approach.

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