Drive terminal UI (TUI) applications programmatically for testing, automation, and inspection. Use when: automating CLI/TUI interactions, regression testing terminal apps,…
Optimize ElevenLabs conversational AI agents for real estate applications. Use when creating new agents, improving conversation quality, selecting voices, engineering system…
Expert TypeScript developer specializing in advanced type system usage, full-stack development, and build optimization.
Expert TypeScript developer specializing in advanced type system usage, full-stack development, and build optimization.
Deterministic verification gate for agent task close-out. Reads scope contract, rule report, feedback log, and diff — emits a single verification_report.json verdict.
Stream free, professional text-to-speech from voiceless servers to Linux, macOS, or Android devices with 50+ voices in 30+ languages.
Creates additional AI agents using modern 2025 patterns. Guides through agent architecture, generates agent blueprints, and produces implementation-ready code.
Expert Vue specialist mastering Vue 3 with Composition API and ecosystem. Specializes in reactivity system, performance optimization, Nuxt 3 development, and enterprise patterns…
Real-time communication specialist implementing scalable WebSocket architectures. Masters bidirectional protocols, event-driven systems, and low-latency messaging for interactive…
Persistent, per-project knowledge base for coding agents. Maintains a wiki of cross-referenced markdown pages — architecture, bugs, decisions, gotchas, patterns, dependencies —…
AI agent workflow patterns including ReAct agents, multi-agent systems, loop control, tool orchestration, and autonomous agent architectures.
Generate a reusable agent-driven project workflow as filesystem-based Agent Skills. Use when bootstrapping planning, refinement, architecture, implementation, review, and…
XXE specialist (H1 #63). Use for testing XML parsing endpoints, file upload processors, SOAP services, SVG handlers, and any feature accepting XML input.
用于任何「运行/执行/评估代码」的请求（如 run this code、execute script、用 Python 画图、跑代码/画图/执行脚本）。通过 AgentBay SDK 创建 code_latest 沙箱，调用 run_code 执行并返回结果。支持 Python、JavaScript、R、Java。
Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations.
Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations.
Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations.
Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations.
Optimize AgentDB vector search performance using quantization for 4-32x memory reduction, HNSW indexing for 150x faster search, caching, and batch operations for scaling to…
Use when building, wiring, or debugging an Agentex agent — choosing agent type, configuring acp.py and manifest.yaml, using adk.messages or adk.state, or resolving…
Use when Agentforce run costs are climbing, you need to forecast scale, or you want to reduce tokens per conversation without hurting quality.
Design Agentforce conversations that span multiple turns without losing context: session variable scoping, conversation memory, clarifying-question patterns, topic-to-topic…
Use when defining or refining the tone, voice, and behavioral personality of an Agentforce agent: system instruction encoding, brand voice alignment, adaptive response formats,…
Design Agentforce testing: topic coverage, action unit tests, deterministic golden sets, adversarial prompts, and regression harness.
Enforces high-level architectural thinking, separation of concerns, and scalability checks before coding. — from engineering/architecture
Enforces high-level architectural thinking, separation of concerns, and scalability checks before coding. — from engineering/architecture
PR pipeline için format, lint, test, önbellek ve Python sürüm matrisi iskeleti tanımlarken kullan.
VS Code devcontainer ile tutarlı geliştirme ortamı için örnek alanlar ve Docker socket risk uyarısı verirken kullan.
Transition from a hands-on "bricklayer" to a high-level "architect" by managing a fleet of autonomous AI agents.
MASFT taxonomy of multi-agent failure modes (Berkeley 2025) — 14 modes in 3 categories. Five industry-recurring modes: hallucinated actions, scope creep, cascading errors, context…
Grafana Labs LLM plugin, Assistant ve HTTP API ayrımını Sentinel CLI bağlamında açıklarken kullan.
Build and adopt production AI agent infrastructure in 2026. Covers framework selection (LangGraph, CrewAI, AutoGen, MCP), orchestration patterns, evaluation, observability, memory…
Architecture guidelines for Jarvy CLI - codebase structure, tool implementation patterns, registry system, platform-specific code organization, and module conventions.
Testing guidelines for Jarvy CLI - unit testing patterns, integration tests with assert_cmd, test environment variables, platform-specific testing, and CI coverage strategies.
COS işletim sorunlarında MicroK8s teşhis sırası, komutlar ve yetki geri dönüşlerini özetlerken kullan.
Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state…
Design and operate multi-agent orchestration patterns (ReAct loops, evaluator-optimizer, orchestrator-workers, tool routing) for LLM systems.
AI agents as force multipliers for quality work. Core skill for all 19 QE agents using PACT principles. — from proffesor-for-testing/agentic-qe
Use when reviewing or auditing an existing agent / LLM-pipeline architecture — e.g. 'is my workflow actually decomposed or secretly a mega-agent?', 'are my task boundaries and…
Build Python agents with Agentica SDK - @agentic decorator, spawn(), persistence, MCP integration — from parcadei/Continuous-Claude-v3
Agentica server + Claude proxy setup - architecture, startup sequence, debugging — from parcadei/Continuous-Claude-v3
Agentica server + Claude proxy setup - architecture, startup sequence, debugging — from parcadei/Continuous-Claude-v3
Guide for deploying AgenticX agents to production including Docker containerization, Kubernetes orchestration, Volcengine AgentKit cloud deployment, and API server setup.
Route broad or ambiguous AgentKit SEO work to the right module while keeping context scoped. Use when a request spans multiple surfaces, asks for overall digital-presence…
Use when the user wants to build, initialize, validate, optimize, or refactor a model-powered assistant, internal tool, automation, evaluator, or workflow fr...
Use when the user wants Agently runtime extension capabilities: Action Runtime, built-in action packages, legacy tool compatibility, MCP access, Execution Environment lifecycle,…
Manage Agentmail.to inbox operations with deterministic Python scripts: list/read messages, download and analyze attachments, reply with sender filters, and set read/unread state.
AI agent architecture and dual-agent separation for 0xagentprivacy. Activates when discussing I(S;M|π) mutual information bounds, TEE isolation, agent lifecycle…
The three-layer model that binds primary personas to lattice vertices via named cast Mages. Activates when discussing how the 42 abstract personas inhabit the 64-vertex lattice,…
Interaction protocols for the dual-territory architecture. Activates when discussing ceremony types (progressive trust, light armor, trust graph, guild efficiency,…
Cross-chain operations for 0xagentprivacy multi-chain architecture. Activates when discussing T(π) across chains, NEAR/Zcash/Ethereum interop, bridge-compatible proofs, chain…
Drake/Dragon philosophical duality for 0xagentprivacy. Activates when discussing the teaching-sovereignty cycle (Drake teaches → Dragon emerges → new Drake phase), model…
Dual-territory ceremony architecture specification. Activates when discussing Swordsman/Mage separation at infrastructure level, three territories (Spellweb, Agentprivacy, Bgin),…
Tokenomics and privacy economics for 0xagentprivacy. Activates when discussing SWORD/MAGE token pairs, emission curves, staking mechanisms, guild economics, Privacy Pool financial…
Environmental commons and polycentric governance for 0xagentprivacy. Activates when discussing climate coordination, environmental DAOs, carbon accounting, ecosystem services…
Information Commons Architect for 0xagentprivacy V5. Activates for media plurality challenges, signal vs noise problems, community journalism design, federated social media…
Builder of identity-independent data structures for 0xagentprivacy. Activates for holonic multi-provider persistence, identity-independent data design, shared reasoning graph…
Key generation, rotation, delegation, revocation, and hardware binding for the 0xagentprivacy dual-agent architecture.
Sovereign AI Vision and meta-orchestrator for 0xagentprivacy. Activates when articulating the complete architectural vision, orchestrating across multiple personas, assessing…
Deep philosophical framework for 0xagentprivacy dual-agent architecture. Activates when discussing McGilchrist's Master/Emissary theory, Nietzsche's fable, hemispheric usurpation,…