Sheshiyer
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- 1 day ago last updated
- ▌ Laravel Verification · sheshiyerVerification loop for Laravel projects: env checks, linting, static analysis, tests with coverage, security scans, and deployment readiness. USE WHEN preparing a Laravel PR, after major refactors or dependency upgrades, or running pre-deploy lint-test-security-readiness gates.
- ▌ Marketing Psychology · sheshiyer bundleWhen the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental models,' 'cognitive bias,' 'persuasion,' 'behavioral science,' 'why people buy,' 'decision-making,' 'consumer behavior,' 'anchoring,' 'social proof,' 'scarcity,' 'loss aversion,' 'framing,' or 'nudge.' Use this whenever someone wants to understand or leverage how people think and make decisions in a marketing context.
- ▌ Native Data Fetching · sheshiyer bundleUse when implementing or debugging ANY network request, API call, or data fetching. Covers fetch API, React Query, SWR, error handling, caching, offline support, and Expo Router data loaders (`useLoaderData`).
- ▌ Quarkus Verification · sheshiyerVerification loop for Quarkus projects: build, static analysis, tests with coverage, security scans, native compilation, and diff review. USE WHEN opening a PR, after major refactors or dependency upgrades, or running pre-deploy checks for a Quarkus service.
- ▌ SEO Competitor Pages · sheshiyerGenerate SEO-optimized competitor comparison and alternatives pages — X vs Y layouts, alternatives-to-X pages, feature matrices, Product/ItemList schema, and conversion-optimized CTAs. USE WHEN a user wants a comparison page, vs page, alternatives page, competitor comparison, or to target competitor-intent keywords.
- ▌ Swiftui Liquid Glass · sheshiyer bundleImplement or review SwiftUI iOS 26 Liquid Glass APIs (glassEffect, GlassEffectContainer, .buttonStyle(.glass)) with correct modifier order, availability fallbacks, and morphing transitions. USE WHEN adopting or auditing Liquid Glass in a SwiftUI feature — verifying #available gating, container grouping, or interactive glass usage.
- ▌ Token Budget Advisor · sheshiyerOffers the user an informed choice about response depth and token budget before answering. USE WHEN the user explicitly wants to control answer length or depth (token budget/usage, short version, tldr, brief, detailed, exhaustive); do NOT trigger if a level is already set this session or 'token' means auth tokens.
- ▌ AI Regression Testing · sheshiyerRegression testing strategies for AI-assisted development: sandbox-mode API testing without database dependencies, automated bug-check workflows, and patterns to catch blind spots when the same model writes and reviews code. USE WHEN guarding AI-generated changes against regressions.
- ▌ API Connector Builder · sheshiyerBuild a new API connector or provider by matching the target repo's existing integration pattern exactly. Use when adding one more integration without inventing a second architecture.
- ▌ Connections Optimizer · sheshiyerReorganize the user's X and LinkedIn network with review-first pruning, add/follow recommendations, and channel-specific warm outreach drafted in the user's real voice. Use when the user wants to clean up following lists, grow toward current priorities, or rebalance a social graph around higher-signal relationships.
- ▌ Continuous Agent Loop · sheshiyerPatterns for continuous autonomous agent loops with quality gates, evals, and recovery controls. USE WHEN running long-lived agent loops and choosing between sequential, continuous-PR, RFC-DAG, or infinite parallel modes with safe recovery.
- ▌ Dart Flutter Patterns · sheshiyerProduction Dart and Flutter patterns: null safety, immutable state, async, widget architecture, BLoC/Riverpod/Provider, GoRouter, Dio, Freezed, and clean architecture. USE WHEN structuring a Flutter app, choosing state management, or wiring navigation and networking.
- ▌ Homelab Network Setup · sheshiyerPractical home and homelab network planning for gateways, switches, access points, IP ranges, DHCP reservations, DNS, and cabling. USE WHEN designing a new home network, replacing an ISP-router-only setup, or troubleshooting double NAT and unstable Wi-Fi.
- ▌ Homelab Wireguard Vpn · sheshiyerWireGuard VPN server setup, peer configuration, key generation, and split-tunnel vs full-tunnel routing for remote access to a home network. USE WHEN setting up a WireGuard server, generating peer configs for phones or laptops, or troubleshooting tunnels that will not come up.
- ▌ Java Coding Standards · sheshiyerJava coding standards for Spring Boot and Quarkus services covering naming, immutability, Optional, streams, exceptions, generics, CDI, and reactive patterns. USE WHEN writing or reviewing Java 17+ code or enforcing conventions in Spring Boot or Quarkus projects.
- ▌ Production Scheduling · sheshiyerCodified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Informed by production schedulers with 15+ years experience. Includes TOC/drum-buffer-rope, SMED, OEE analysis, disruption response frameworks, and ERP/MES interaction patterns. Use when scheduling production, resolving bottlenecks, optimizing changeovers, responding to disruptions, or balancing manufacturing lines.
- ▌ Swift Concurrency 6 2 · sheshiyerSwift 6.2 Approachable Concurrency: single-threaded by default, @concurrent for background offloading, isolated conformances for MainActor types. USE WHEN migrating to Swift 6.2, resolving data-race safety errors, designing MainActor app architecture, or enabling Approachable Concurrency in Xcode 26.
- ▌ Swiftui View Refactor · sheshiyer bundleRefactor large SwiftUI views into small dedicated subview types with MV-first data flow, stable view trees, side effects pulled out of body, and non-optional @State observation. USE WHEN a SwiftUI view or body has grown too large, mixes business logic with layout, or needs splitting into explicit, testable components.
- ▌ App Store Optimization · sheshiyer bundleResearch keywords, optimize metadata, analyze competitors, and improve app store visibility on Apple App Store and Google Play. USE WHEN optimizing an app store listing, doing ASO, researching app keywords, improving app rankings or conversion rate, or tracking mobile app performance.
- ▌ Continuous Learning V2 · sheshiyer bundleInstinct-based learning that observes Claude Code sessions via hooks, creates confidence-scored atomic instincts, and evolves them into skills/commands/agents with project-scoped isolation. USE WHEN setting up session learning, tuning instinct thresholds, or managing project vs global instincts.
- ▌ Hexagonal Architecture · sheshiyerDesign, implement, and refactor Ports & Adapters systems with clear domain boundaries, dependency inversion, and testable use-case orchestration across TypeScript, Java, Kotlin, and Go. USE WHEN decoupling domain logic from frameworks, transport, or persistence.
- ▌ Netmiko Ssh Automation · sheshiyerSafe Python Netmiko patterns for read-only collection, bounded batch SSH, TextFSM parsing, guarded config changes, timeouts, and error handling. USE WHEN writing or reviewing Netmiko automation to collect show output across network devices, parse with TextFSM, or apply guarded config changes safely.
- ▌ Quality Nonconformance · sheshiyerCodified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Informed by quality engineers with 15+ years experience across FDA, IATF 16949, and AS9100 environments. Includes NCR lifecycle management, CAPA systems, SPC interpretation, and audit methodology. Use when investigating non-conformances, performing root cause analysis, managing CAPAs, interpreting SPC data, or handling supplier quality issues.
- ▌ Security Bounty Hunter · sheshiyerHunt for exploitable, bounty-worthy security issues by biasing toward remotely reachable, user-controlled attack paths over noisy local-only findings. USE WHEN scanning a repo for real vulnerabilities, preparing a Huntr or HackerOne submission, or triaging whether a finding actually qualifies for a bounty.
- ▌ Workers Best Practices · sheshiyer bundleReviews and authors Cloudflare Workers code against production best practices, biasing toward Cloudflare docs. USE WHEN writing a new Worker, reviewing Worker code, configuring wrangler.jsonc, or checking anti-patterns in streaming, floating promises, global state, secrets, bindings, or observability.
- ▌ Cost Aware LLM Pipeline · sheshiyerCost optimization patterns for LLM API usage: model routing by task complexity, budget tracking, retry logic, and prompt caching. USE WHEN LLM API spend is too high, picking models per task, adding budget caps, or wiring prompt caching.
- ▌ Data Structure Protocol · sheshiyerGive agents persistent structural memory of a codebase — navigate dependencies, track public APIs, and understand why connections exist without re-reading the whole repo. USE WHEN building an agent that must reason over a large codebase's structure or maintain a dependency/API map across sessions.
- ▌ Healthcare Emr Patterns · sheshiyerEMR/EHR development patterns covering clinical safety, encounter workflows, prescription generation, CDSS integration, and accessibility-first UI. USE WHEN building patient encounter, clinical note, prescription, or lab-result features for medical records systems.
- ▌ Healthcare Eval Harness · sheshiyerPatient safety evaluation harness with automated test suites for CDSS accuracy, PHI exposure, clinical workflow integrity, and integration compliance that block unsafe deployments. USE WHEN deploying EMR/EHR apps or after changing CDSS logic, patient-data schemas, or access control.
- ▌ Kotlin Coroutines Flows · sheshiyerKotlin Coroutines and Flow patterns for Android and KMP, covering structured concurrency, Flow operators, StateFlow, error handling, and testing. USE WHEN writing async coroutine code, building reactive Flow/StateFlow streams, managing scopes and cancellation, or testing coroutines.
- ▌ Kotlin Exposed Patterns · sheshiyerJetBrains Exposed ORM patterns including DSL queries, DAO pattern, transactions, HikariCP connection pooling, Flyway migrations, and repository pattern. USE WHEN setting up Exposed database access, writing DSL or DAO queries, configuring pooling or migrations, or wrapping data access in repositories.
- ▌ Lead Research Assistant · sheshiyerIdentify high-quality leads by analyzing your business, searching for target companies, and providing actionable contact strategies. USE WHEN building a sales prospect list, finding target companies for a product or service, or developing outreach strategies for business development and marketing.
- ▌ Macos Menubar Tuist App · sheshiyer bundleBuild, refactor, or review SwiftUI macOS menubar (LSUIElement) apps with a Tuist-first workflow, stable launch scripts, and strict model/client/store/view boundaries. USE WHEN working on a menu bar utility built with Tuist — manifests, run scripts, or keeping networking and state out of view bodies.
- ▌ Macos Spm App Packaging · sheshiyer bundleScaffold, build, sign, notarize, and package SwiftPM macOS apps into .app bundles without an Xcode project, including Sparkle appcast and Gatekeeper validation. USE WHEN shipping a macOS app from a Swift package — bootstrapping the folder, codesigning, notarytool, stapling, or release packaging.
- ▌ Network Bgp Diagnostics · sheshiyerDiagnostics-only BGP troubleshooting for neighbor state, route exchange, prefix policy, AS path inspection, and safe evidence collection. USE WHEN a BGP session is down, flapping, Established but missing routes, advertising unexpected prefixes, or you need before/after change evidence.
- ▌ Remotion Best Practices · sheshiyer bundleBest practices for Remotion, the React framework for programmatic video creation. USE WHEN writing or reviewing Remotion code, building compositions, animating frames, handling captions/subtitles, or using FFmpeg for video operations.
- ▌ Springboot Verification · sheshiyerVerification loop for Spring Boot projects running build, static analysis, tests with coverage, security scans, and diff review. USE WHEN opening a PR for a Spring Boot service, after major refactoring or dependency upgrades, before deploying to staging or production, or validating that test coverage meets thresholds.
- ▌ Swift Actor Persistence · sheshiyerThread-safe data persistence in Swift using actors, combining an in-memory cache with file-backed storage to eliminate data races at compile time. USE WHEN building a persistence layer in Swift 5.5+, needing safe access to shared mutable state, replacing locks or DispatchQueues, or building offline-first local storage.
- ▌ Agent Architecture Audit · sheshiyerFull-stack diagnostic that audits the 12-layer agent stack for wrapper regression, memory pollution, tool-discipline failures, hidden repair loops, and rendering corruption, producing severity-ranked code-first fixes. USE WHEN debugging or reviewing agent, autonomous-loop, or LLM-powered apps.
- ▌ Customs Trade Compliance · sheshiyerCodified expertise for customs documentation, tariff classification, duty optimization, restricted party screening, and regulatory compliance across multiple jurisdictions. Informed by trade compliance specialists with 15+ years experience. Includes HS classification logic, Incoterms application, FTA utilization, and penalty mitigation. Use when handling customs clearance, tariff classification, trade compliance, import/export documentation, or duty optimization.
- ▌ Flutter Dart Code Review · sheshiyerLibrary-agnostic Flutter/Dart code review checklist: widget best practices, state management (BLoC, Riverpod, Provider, GetX, MobX, Signals), Dart idioms, performance, accessibility, security, and clean architecture. USE WHEN reviewing or auditing Flutter/Dart code regardless of state or routing library.
- ▌ Healthcare Cdss Patterns · sheshiyerClinical Decision Support System (CDSS) development patterns for drug interaction checking, dose validation, clinical scoring (NEWS2, qSOFA), and alert severity classification. USE WHEN building CDSS safety checks or integrating clinical alerts into EMR workflows.
- ▌ Network Interface Health · sheshiyerDiagnose interface errors, drops, CRCs, duplex mismatches, flapping, speed negotiation, and counter trends on routers, switches, and Linux hosts. USE WHEN a link shows packet loss, latency spikes, rising ifInErrors/ifOutDiscards, or you need before/after interface evidence before replacing hardware.
- ▌ Swift Concurrency Expert · sheshiyer bundleReview and fix Swift 6.2+ concurrency diagnostics — actor isolation, Sendable violations, @MainActor placement, isolated conformances, and @concurrent offloading — with the smallest behavior-preserving edit. USE WHEN the compiler reports a data-race / Sendable error or you need to triage and fix a concrete concurrency diagnostic.
- ▌ Team Agent Orchestration · sheshiyerReliable team-based orchestration for agent squads using work items, explicit ownership, agent Kanban state, branch isolation, control-pane visibility, and merge gates. USE WHEN work spans multiple agents, harnesses, branches, or worktrees, or when fan-out produces output but not mergeable product.
- ▌ Context Window Management · sheshiyerStrategies for managing LLM context windows including summarization, trimming, routing, token counting, prioritization, and avoiding context rot. USE WHEN an agent run is overflowing its context window or degrading from context rot.
- ▌ Healthcare Phi Compliance · sheshiyerPHI/PII compliance patterns covering data classification, access control, audit trails, encryption, and common leak vectors (HIPAA, DISHA, GDPR). USE WHEN building features touching patient records, designing healthcare schemas or APIs, or reviewing code for data exposure.
- ▌ Hierarchical Agent Memory · sheshiyerScoped CLAUDE.md memory system (HAM) that cuts context-token spend with directory-level context files, a decisions/patterns memory layer, and a savings dashboard. USE WHEN a multi-directory project keeps re-reading the same files and you want scoped agent memory.
- ▌ Homelab Vlan Segmentation · sheshiyerSegmenting home networks into VLANs for IoT, guest, trusted, and server traffic on UniFi, pfSense/OPNsense, and MikroTik, including trunk config, firewall rules, and SSID mapping. USE WHEN isolating IoT or guest devices or troubleshooting inter-VLAN routing.
- ▌ Inventory Demand Planning · sheshiyerCodified expertise for demand forecasting, safety stock optimization, replenishment planning, and promotional lift estimation at multi-location retailers. Informed by demand planners with 15+ years experience managing hundreds of SKUs. Includes forecasting method selection, ABC/XYZ analysis, seasonal transition management, and vendor negotiation frameworks. Use when forecasting demand, setting safety stock, planning replenishment, managing promotions, or optimizing inventory levels.
- ▌ Network Config Validation · sheshiyerPre-deployment checks for router and switch configs: dangerous commands, duplicate addresses, subnet overlaps, stale references, management-plane risk, and IOS-style security hygiene. USE WHEN reviewing Cisco IOS/IOS-XE snippets or script-generated config before a change window or automation run.
- ▌ Product Marketing Context · sheshiyer bundleWhen the user wants to create or update their product marketing context document. Also use when the user mentions 'product context,' 'marketing context,' 'set up context,' 'positioning,' 'who is my target audience,' 'describe my product,' 'ICP,' 'ideal customer profile,' or wants to avoid repeating foundational information across marketing tasks. Use this at the start of any new project before using other marketing skills — it creates `.agents/product-marketing-context.md` that all other skills reference for product, audience, and positioning context.
- ▌ Recsys Pipeline Architect · sheshiyerDesign composable recommendation, ranking, and feed pipelines with the six-stage Source-Hydrator-Filter-Scorer-Selector-SideEffect framework. USE WHEN building any system that picks the top K items for a user and context: social feeds, RAG rerankers, notification triage, search or ad ranking.
- ▌ Returns Reverse Logistics · sheshiyerCodified expertise for returns authorization, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management. Informed by returns operations managers with 15+ years experience. Includes grading frameworks, disposition economics, fraud pattern recognition, and vendor recovery processes. Use when handling product returns, reverse logistics, refund decisions, return fraud detection, or warranty claims.
- ▌ Swift Protocol Di Testing · sheshiyerProtocol-based dependency injection for testable Swift, abstracting file system, network, and external APIs behind focused protocols for deterministic Swift Testing. USE WHEN testing Swift code that touches I/O, exercising error paths without real failures, or building modules that run across app, test, and preview.
- ▌ Swiftui Performance Audit · sheshiyer bundleDiagnose SwiftUI performance problems code-first — invalidation storms, unstable ForEach identity, layout thrash, main-thread image decode — then guide Instruments profiling when code review is inconclusive. USE WHEN a user reports janky scrolling, dropped frames, high CPU, hangs, or excessive view updates in SwiftUI.
- ▌ Android Clean Architecture · sheshiyerClean Architecture patterns for Android and Kotlin Multiplatform projects, covering module structure, dependency rules, UseCases, Repositories, and data-layer patterns. USE WHEN structuring an Android/KMP codebase, defining module boundaries, or applying UseCase and Repository layers.
- ▌ LLM Trading Agent Security · sheshiyerSecurity patterns for autonomous trading agents with wallet or transaction authority: prompt injection, spend limits, pre-send simulation, circuit breakers, MEV protection, and key handling. USE WHEN building an agent that signs transactions, auditing a trading bot, or designing agent wallet key management.
- ▌ Data Throughput Accelerator · sheshiyerUse when large data ingestion, backfill, export, ETL, warehouse loading, manifest catch-up, or table synchronization needs to become much faster while preserving data correctness.
- ▌ Foundation Models On Device · sheshiyerApple FoundationModels framework for on-device LLM: text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS 26+. USE WHEN building privacy-preserving or offline AI features, extracting structured data, or streaming model output in a native iOS app.
- ▌ Hugging Face Dataset Viewer · sheshiyerQuery Hugging Face datasets through the Dataset Viewer API for splits, rows, full-text search, filters, and parquet links (read-only). USE WHEN you need read-only exploration or extraction from a Hugging Face dataset.
- ▌ Make Interfaces Feel Better · sheshiyerApply concrete design-engineering details that make interfaces feel polished. Use when reviewing or improving UI spacing, typography, borders, shadows, motion, hit areas, icons, text wrapping, and interaction states.
- ▌ Hugging Face Community Evals · sheshiyer bundleRun local evaluations of Hugging Face Hub models with inspect-ai or lighteval, including backend selection and GPU smoke tests. USE WHEN evaluating a Hugging Face model on local hardware outside the Jobs workflow.
- ▌ Scientific DB Uspto Database · sheshiyerUSPTO patent and trademark workflow for official records, PatentSearch queries, TSDR checks, and assignment data. USE WHEN searching granted patents or publications, checking application or trademark status, or building reproducible prior-art and IP-landscape logs.
- ▌ Architecture Decision Records · sheshiyerCapture architectural decisions as structured ADRs, recording context, alternatives considered, and rationale, and maintaining an ADR log of why the codebase is shaped as it is. USE WHEN a significant design or technology choice is made and should be documented for future developers.
- ▌ Python Backend Core · sheshiyerShared reference for the python-backend cluster: the thin-adapter model (web/API layer over a typed, tested core), the Django-vs-FastAPI decision, boundary validation, the test/verify gate, and the shared tooling matrix. USE WHEN choosing a Python web framework, wiring persistence or validation, or planning a release — the conventions every spoke in this cluster shares.
- ▌ React Native Design · sheshiyer bundleMaster React Native styling, navigation, and Reanimated animations for cross-platform mobile development. Use when building React Native apps, implementing navigation patterns, or creating performant animations.
- ▌ Skill Rails Upgrade · sheshiyerAnalyze a Ruby on Rails app and produce a comprehensive upgrade assessment with version detection, gem-compatibility checks, and selective config file merging. USE WHEN assessing how to upgrade an existing Rails application to a newer Rails version, auditing gem compatibility, or planning a framework-config migration.
- ▌ Task Master Planner · sheshiyer bundleInteractive Taskmaster planning protocol that produces 70–80+ granular tasks, organized into phases/waves/swarms, with verification gates and GitHub issue synchronization (including dispatch-friendly orchestration). USE WHEN turning a spec or architecture doc into a schema-complete, GitHub-synced task plan you can hand to an orchestrator; ships JSON blueprints and a context-collection + plan-generation script set.
- ▌ Agent Memory Systems · sheshiyerArchitect agent memory across short-term context, long-term vector stores, and CoALA-style cognitive layers, with LangMem patterns, vector-DB selection (Pinecone/Qdrant/Chroma), and chunking strategy. USE WHEN designing the memory architecture and vector-store stack for a production agent.
- ▌ Airflow Dag Patterns · sheshiyerBuild production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs.
- ▌ Astro Wiki Publisher · sheshiyerUse when publishing or hardening an Astro docs/wiki/press-kit site with Markdown or MDX content, generated routes, artifact data, public copy QA, browser verification, Vercel or Cloudflare deploy checks, or README/docs media outputs.
- ▌ Automation Audit Ops · sheshiyerEvidence-first automation inventory and overlap audit workflow for an autonomous agent operator. Use when the user wants to know which jobs, hooks, connectors, MCP servers, or wrappers are live, broken, redundant, or missing before fixing anything.
- ▌ Blockchain Web3 Core · sheshiyerShared reference for the blockchain-web3 cluster: the adversarial on-chain threat model (immutable, anyone-can-call, MEV), checks-effects-interactions, oracle-manipulation resistance, token-decimals precision, and the non-advisory stance for trading/prediction-market work. USE WHEN writing, auditing, or reasoning about smart-contract / DeFi / on-chain code — the cross-cutting model every web3 spoke shares.
- ▌ Composition Patterns · sheshiyer bundleReact composition patterns for flexible, maintainable components: compound components, lifting state, explicit variants, children over render props, and avoiding boolean-prop proliferation. USE WHEN refactoring React components that are drowning in boolean props or rigid APIs.
- ▌ Conducty Code Review · sheshiyerStandalone post-implementation code review across a whole branch or PR. Goes beyond the in-cycle spec/quality reviewers (which check single prompts) to assess the diff holistically — security, correctness, perf, idioms, dead code, hidden coupling, test depth. Writes a `Code Reviews/Code Review YYYY-MM-DD HHmm.md` note to the vault linked back to the plan. Use when the user says "review my changes", "review this PR", "code review", "is this branch good", or after a plan finishes but before [[conducty-ship]].
- ▌ Conducty Vault Graph · sheshiyerVault hygiene audit — finds orphaned notes, broken wikilinks, stale context, never-consumed designs, missing index entries, and unused improvement experiments. Writes a `Vault Audit YYYY-MM-DD HHmm.md` report. Use when the user says "vault audit", "vault health", "find orphans", "stale context", "vault graph", "what's broken in the vault", or weekly as a hygiene cycle.
- ▌ Core Values Designer · sheshiyer bundleDefine actionable business core values and behavioral standards that guide decisions and culture. USE WHEN a task matches the Craft workspace workflow for core-values-designer.
- ▌ Customer Billing Ops · sheshiyerOperate customer billing workflows such as subscriptions, refunds, churn triage, billing-portal recovery, and plan analysis using connected billing tools like Stripe. Use when the user needs to help a customer, inspect subscription state, or manage revenue-impacting billing operations.
- ▌ Debugging Tauri Apps · sheshiyerDebug Tauri v2 apps across VS Code, RustRover, IntelliJ, and Neovim: console debugging, WebView DevTools, Rust backtraces, CrabNebula DevTools, and IDE launch configs. USE WHEN a Tauri app misbehaves and you need breakpoints, DevTools, or backtraces wired up.
- ▌ Electron Auto Update · sheshiyerShip updates to installed Electron apps — autoUpdater / electron-updater, update feeds (S3/GitHub/generic), signed differential updates, and staged rollouts with rollback. USE WHEN adding or debugging auto-update, choosing an update server, or handling update events safely. Updates must be signed.
- ▌ Extra Languages Core · sheshiyerShared reference for the extra-languages cluster: the one decision every niche stack turns on — write the platform's native, current idiom and contain any foreign/legacy runtime behind an adapter boundary — plus version-pinning conventions, a stack × layer matrix, and the trust-boundary guardrails its spokes share. USE WHEN choosing a niche-stack idiom or default dependency, deciding where a legacy/compat layer goes, pinning a toolchain, or scoping whether work belongs here versus a major-language cluster.
- ▌ Interview Prep Coach · sheshiyer bundlePrepare candidates for interviews with role-specific question mapping, answer frameworks, and mock practice. USE WHEN a task matches the Craft workspace workflow for interview-prep-coach.
- ▌ Kpi Dashboard Design · sheshiyerDesign effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns. Use when building business dashboards, selecting metrics, or designing data visualization layouts.
- ▌ Migrating Tauri Apps · sheshiyerMigrate Tauri apps from v1 or v2 beta to v2 stable, covering breaking changes, configuration updates, API migrations, and plugin system changes. USE WHEN upgrading a Tauri project to v2 stable, resolving v1-to-v2 breaking changes, or running the automated Tauri migrate CLI.
- ▌ Ml Pipeline Workflow · sheshiyerBuild end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating model training and deployment workflows.
- ▌ Nextjs Supabase Auth · sheshiyerIntegrate Supabase Auth with the Next.js App Router — browser/server clients, middleware session refresh, and the auth callback route. USE WHEN wiring Supabase login, sessions, or protected routes into a Next.js app.
- ▌ Raycast Orchestrator · sheshiyerRoute a Raycast task to the right spoke — build an extension/command, build an AI extension (tools the Raycast AI calls), publish to the Store, or design a Raycast-aesthetic UI in your own app. USE WHEN a user wants to work with Raycast but the specific concern isn't named.
- ▌ Unmet Needs Analyzer · sheshiyer bundleIdentify high-value unmet customer needs in a category and translate them into opportunity areas. USE WHEN a task matches the Craft workspace workflow for unmet-needs-analyzer.
- ▌ Voice AI Development · sheshiyerBuild real-time voice AI apps — OpenAI Realtime API, Vapi voice agents, Deepgram STT, ElevenLabs TTS, LiveKit real-time infra, and WebRTC fundamentals, tuned for low latency. USE WHEN building voice agents, voice-enabled apps, or real-time audio pipelines and choosing/optimizing STT/TTS/transport providers.
- ▌ Zapier Make Patterns · sheshiyerBuild reliable no-code automations on Zapier and Make (Integromat): platform choice, trigger-action and multi-step patterns, error handling, and when to graduate to code. USE WHEN a user mentions Zapier, Make, integromat, zaps, scenarios, no-code automation, or connecting apps without writing code.
- ▌ App Store Screenshots · sheshiyerCreate App Store and Google Play screenshots and preview videos with exact platform specs — iOS/Android dimensions, gallery ordering, device mockups — via the inference.sh (belt) CLI. USE WHEN making app store or play store screenshots, app preview videos, device mockups, or store-listing gallery images.
- ▌ Awwwards Landing Page · sheshiyerDesigner-portfolio / award-style landing with Locomotive Scroll, GSAP, and Framer Motion. USE WHEN building a portfolio or agency landing with smooth (Locomotive) scroll plus GSAP + Framer Motion motion.
- ▌ Business Content Core · sheshiyerShared reference for the business-content cluster: the source-derived Voice Profile every lane reuses, the research/evidence substrate, the per-channel message contract, and the publish/market/fund/reach lane map. USE WHEN drafting any launch-, reputation-, or fundraising-sensitive content, building a Voice Profile, or planning multi-channel outbound — the interlocking conventions every spoke shares.
- ▌ Configuring Tauri Csp · sheshiyerConfigure Content Security Policy (CSP) in Tauri v2 apps to prevent XSS and restrict where the webview loads resources. USE WHEN setting or hardening CSP in tauri.conf.json, debugging blocked scripts/styles, or tightening webview trust boundaries.
- ▌ Discord Bot Architect · sheshiyerBuild production-ready Discord bots with Discord.js (JavaScript) and Pycord (Python) — gateway intents, slash commands, interactive components, rate limiting, and sharding. USE WHEN building, structuring, or scaling a Discord bot and choosing intents, commands, components, or a sharding strategy.
- ▌ Dynamic Workflow Mode · sheshiyerDesign task-local harnesses, eval gates, and reusable skill extraction for Claude dynamic workflow mode and adaptive agent harnesses. USE WHEN a task needs a custom loop, evaluator, watcher, or local dashboard, or when repeated work should become a shared skill.
- ▌ Electron Orchestrator · sheshiyerRoute an Electron desktop-app task to the right spoke — the main/renderer process model & IPC, the security checklist (context isolation, sandbox, CSP), packaging/signing/notarization, auto-update, or native modules. USE WHEN building, securing, or shipping an Electron app but the specific concern isn't named. For a smaller/Rust alternative, weigh the tauri cluster.
- ▌ Explee Product Search · sheshiyerUse Explee Search APIs to find companies and people with natural-language targeting and optional AI scoring. USE WHEN a task matches the Craft workspace workflow for explee-product-search.
- ▌ Growth Sales Cro Core · sheshiyerShared reference for the growth-sales-cro cluster: the conversion funnel, the baseline → hypothesis → test → decide measurement loop, the metric-per-stage matrix, and the rule that you optimize on evidence not opinion. USE WHEN proposing a conversion/pricing/retention change, designing an A/B test, or planning a growth experiment — the interlocking discipline every spoke shares.