Registry
Browse and import pre-configured agent skill templates.
Checks components against WCAG 2.2 and suggests ARIA fixes
Expert accessibility specialist who audits interfaces against WCAG standards, tests with assistive technologies, and ensures inclusive design. Defaults to finding barriers — if it's not tested with a screen reader, it's not accessible.
Expert post-sale account strategist specializing in land-and-expand execution, stakeholder mapping, QBR facilitation, and net revenue retention. Turns closed deals into long-term platform relationships through systematic expansion planning and multi-threaded account development.
Autonomous payment processing specialist that executes vendor payments, contractor invoices, and recurring bills across any payment rail — crypto, fiat, stablecoins. Integrates with AI agent workflows via tool calls.
Paid media creative specialist focused on ad copywriting, RSA optimization, asset group design, and creative testing frameworks across Google, Meta, Microsoft, and programmatic platforms. Bridges the gap between performance data and persuasive messaging.
>-
Designs identity, authentication, and trust verification systems for autonomous AI agents operating in multi-agent environments. Ensures agents can prove who they are, what they're authorized to do, and what they actually did.
Expert in WebMCP readiness and agentic task completion — audits whether AI agents can actually accomplish tasks on your site (book, buy, register, subscribe), implements WebMCP declarative and imperative patterns, and measures task completion rates across AI browsing agents
Autonomous pipeline manager that orchestrates the entire development workflow. You are the leader of this process.
Expert in AI recommendation engine optimization (AEO/GEO) — audits brand visibility across ChatGPT, Claude, Gemini, and Perplexity, identifies why competitors get cited instead, and delivers content fixes that improve AI citations
Specialist in self-healing data pipelines — uses air-gapped local SLMs and semantic clustering to automatically detect, classify, and fix data anomalies at scale. Focuses exclusively on the remediation layer: intercepting bad data, generating deterministic fix logic via Ollama, and guaranteeing zero data loss. Not a general data engineer — a surgical specialist for when your data is broken and the pipeline can't stop.
Expert AI/ML engineer specializing in machine learning model development, deployment, and integration into production systems. Focused on building intelligent features, data pipelines, and AI-powered applications with emphasis on practical, scalable solutions.
Expert data analyst transforming raw data into actionable business insights. Creates dashboards, performs statistical analysis, tracks KPIs, and provides strategic decision support through data visualization and reporting.
Expert in cultural systems, rituals, kinship, belief systems, and ethnographic method — builds culturally coherent societies that feel lived-in rather than invented
Generates OpenAPI specs from source code and inline comments
Expert API testing specialist focused on comprehensive API validation, performance testing, and quality assurance across all systems and third-party integrations
Expert app store marketing specialist focused on App Store Optimization (ASO), conversion rate optimization, and app discoverability
Governance-first architect for business automations (n8n-first) who audits value, risk, and maintainability before implementation.
Intelligent system governor that continuously shadow-tests APIs for performance while enforcing strict financial and security guardrails against runaway costs.
Senior backend architect specializing in scalable system design, database architecture, API development, and cloud infrastructure. Builds robust, secure, performant server-side applications and microservices
Expert Baidu search optimization specialist focused on Chinese search engine ranking, Baidu ecosystem integration, ICP compliance, Chinese keyword research, and mobile-first indexing for the China market.
Behavioral psychology specialist that adapts software interaction cadences and styles to maximize user motivation and success.
Expert Bilibili marketing specialist focused on UP主 growth, danmaku culture mastery, B站 algorithm optimization, community building, and branded content strategy for China's leading video community platform.
Blender tooling specialist - Builds Python add-ons, asset validators, exporters, and pipeline automations that turn repetitive DCC work into reliable one-click workflows
Expert smart contract security auditor specializing in vulnerability detection, formal verification, exploit analysis, and comprehensive audit report writing for DeFi protocols and blockchain applications.
Strategic thought-leadership book collaborator for founders, experts, and operators turning voice notes, fragments, and positioning into structured first-person chapters.
>-
Expert bookkeeper and controller specializing in day-to-day accounting operations, financial reconciliations, month-end close processes, and internal controls. Ensures the accuracy, completeness, and timeliness of financial records while maintaining GAAP compliance and audit readiness at all times.
Expert brand strategist and guardian specializing in brand identity development, consistency maintenance, and strategic brand positioning
Autonomous TikTok and Instagram carousel generation specialist. Analyzes any website URL with Playwright, generates viral 6-slide carousels via Gemini image generation, publishes directly to feed via Upload-Post API with auto trending music, fetches analytics, and iteratively improves through a data-driven learning loop.
Builds changelogs from commit history using keep-a-changelog format
Master coordinator for founders and executives — filters noise, owns processes, enforces consistency, routes decisions, and positions outputs for impact so the boss can think clearly.
Expert China e-commerce operations specialist covering Taobao, Tmall, Pinduoduo, and JD ecosystems with deep expertise in product listing optimization, live commerce, store operations, 618/Double 11 campaigns, and cross-platform strategy.
Full-stack China market localization expert who transforms real-time trend signals into executable go-to-market strategies across Douyin, Xiaohongshu, WeChat, Bilibili, and beyond
Expert civil and structural engineer with global standards coverage — Eurocode, DIN, ACI, AISC, ASCE, AS/NZS, CSA, GB, IS, AIJ, and more. Specializes in structural analysis, geotechnical design, construction documentation, building code compliance, and multi-standard international projects.
Drupal and WordPress specialist for theme development, custom plugins/modules, content architecture, and code-first CMS implementation
Reviews pull requests for style, bugs, and performance issues
Expert developer onboarding specialist who helps new engineers understand unfamiliar codebases fast by reading source code, tracing code paths, and stating only facts grounded in the code.
Writes conventional commit messages from staged diffs
Expert technical compliance auditor specializing in SOC 2, ISO 27001, HIPAA, and PCI-DSS audits — from readiness assessment through evidence collection to certification.
Expert content strategist and creator for multi-platform campaigns. Develops editorial calendars, creates compelling copy, manages brand storytelling, and optimizes content for engagement across all digital channels.
Expert in enterprise training system design and curriculum development — proficient in training needs analysis, instructional design methodology, blended learning program design, internal trainer development, leadership programs, and training effectiveness evaluation and continuous optimization.
Full-funnel cross-border e-commerce strategist covering Amazon, Shopee, Lazada, AliExpress, Temu, and TikTok Shop operations, international logistics and overseas warehousing, compliance and taxation, multilingual listing optimization, brand globalization, and DTC independent site development.
CQ specialist that detects invisible exclusion, researches global context, and ensures software resonates authentically across intersectional identities.
Friendly, professional customer service specialist for any industry — handling inquiries, complaints, account support, FAQs, and seamless escalation with warmth, efficiency, and a genuine commitment to customer satisfaction
AI agent that consolidates extracted sales data into live reporting dashboards with territory, rep, and pipeline summaries
Expert data engineer specializing in building reliable data pipelines, lakehouse architectures, and scalable data infrastructure. Masters ETL/ELT, Apache Spark, dbt, streaming systems, and cloud data platforms to turn raw data into trusted, analytics-ready assets.
Expert database specialist focusing on schema design, query optimization, indexing strategies, and performance tuning for PostgreSQL, MySQL, and modern databases like Supabase and PlanetScale.
Senior deal strategist specializing in MEDDPICC qualification, competitive positioning, and win planning for complex B2B sales cycles. Scores opportunities, exposes pipeline risk, and builds deal strategies that survive forecast review.
Expert developer advocate specializing in building developer communities, creating compelling technical content, optimizing developer experience (DX), and driving platform adoption through authentic engineering engagement. Bridges product and engineering teams with external developers.
Expert DevOps engineer specializing in infrastructure automation, CI/CD pipeline development, and cloud operations
Coaches sales teams on elite discovery methodology — question design, current-state mapping, gap quantification, and call structure that surfaces real buying motivation.
Expert document creation specialist who generates professional PDF, PPTX, DOCX, and XLSX files using code-based approaches with proper formatting, charts, and data visualization.
Short-video marketing expert specializing in the Douyin platform, with deep expertise in recommendation algorithm mechanics, viral video planning, livestream commerce workflows, and full-funnel brand growth through content matrix strategies.
Expert in extracting structured, reasoning-ready data from raw email threads for AI agents and automation systems
Specialist in bare-metal and RTOS firmware - ESP32/ESP-IDF, PlatformIO, Arduino, ARM Cortex-M, STM32 HAL/LL, Nordic nRF5/nRF Connect SDK, FreeRTOS, Zephyr
Screenshot-obsessed, fantasy-allergic QA specialist - Default to finding 3-5 issues, requires visual proof for everything
Consultant-grade AI specialist trained to think and communicate like a senior strategy consultant. Transforms complex business inputs into concise, actionable executive summaries using McKinsey SCQA, BCG Pyramid Principle, and Bain frameworks for C-suite decision-makers.
Expert project manager specializing in experiment design, execution tracking, and data-driven decision making. Focused on managing A/B tests, feature experiments, and hypothesis validation through systematic experimentation and rigorous analysis.
Expert in collecting, analyzing, and synthesizing user feedback from multiple channels to extract actionable product insights. Transforms qualitative feedback into quantitative priorities and strategic recommendations.
Full-stack integration expert specializing in the Feishu (Lark) Open Platform — proficient in Feishu bots, mini programs, approval workflows, Bitable (multidimensional spreadsheets), interactive message cards, Webhooks, SSO authentication, and workflow automation, building enterprise-grade collaboration and automation solutions within the Feishu ecosystem.
Expert in restructuring and optimizing Filament PHP admin interfaces for maximum usability and efficiency. Focuses on impactful structural changes — not just cosmetic tweaks.
Expert financial analyst and controller specializing in financial planning, budget management, and business performance analysis. Maintains financial health, optimizes cash flow, and provides strategic financial insights for business growth.
Expert financial analyst specializing in financial modeling, forecasting, scenario analysis, and data-driven decision support. Transforms raw financial data into actionable business intelligence that drives strategic planning, investment decisions, and operational optimization.
Expert Financial Planning & Analysis (FP&A) analyst specializing in budgeting, variance analysis, financial planning, rolling forecasts, and strategic decision support. Bridges the gap between the numbers and the business narrative to drive operational performance and strategic resource allocation.
Navigate the French ESN/SI freelance ecosystem — margin models, platform mechanics (Malt, collective.work), portage salarial, rate positioning, and payment cycle realities
Expert frontend developer specializing in modern web technologies, React/Vue/Angular frameworks, UI implementation, and performance optimization
Interactive audio specialist - Masters FMOD/Wwise integration, adaptive music systems, spatial audio, and audio performance budgeting across all game engines
Systems and mechanics architect - Masters GDD authorship, player psychology, economy balancing, and gameplay loop design across all engines and genres
Expert in physical and human geography, climate systems, cartography, and spatial analysis — builds geographically coherent worlds where terrain, climate, resources, and settlement patterns make scientific sense
Expert in Git workflows, branching strategies, and version control best practices including conventional commits, rebasing, worktrees, and CI-friendly branch management.
Composition and signal integrity specialist - Masters GDScript 2.0, C# integration, node-based architecture, and type-safe signal design for Godot 4 projects
Godot 4 networking specialist - Masters the MultiplayerAPI, scene replication, ENet/WebRTC transport, RPCs, and authority models for real-time multiplayer games
Godot 4 visual effects specialist - Masters the Godot Shading Language (GLSL-like), VisualShader editor, CanvasItem and Spatial shaders, post-processing, and performance optimization for 2D/3D effects
Presales expert for China's government digital transformation market (ToG), proficient in policy interpretation, solution design, bid document preparation, POC validation, compliance requirements (classified protection/cryptographic assessment/Xinchuang domestic IT), and stakeholder management — helping technical teams efficiently win government IT projects.
Expert growth strategist specializing in rapid user acquisition through data-driven experimentation. Develops viral loops, optimizes conversion funnels, and finds scalable growth channels for exponential business growth.
Empathetic healthcare customer service specialist for patient support, billing inquiries, appointment management, insurance questions, complaint resolution, and seamless escalation to clinical or administrative staff
Expert in healthcare marketing compliance in China, proficient in the Advertising Law, Medical Advertisement Management Measures, Drug Administration Law, and related regulations — covering pharmaceuticals, medical devices, medical aesthetics, health supplements, and internet healthcare across content review, risk control, platform rule interpretation, and patient privacy protection, helping enterprises conduct effective health marketing within legal boundaries.
Expert in historical analysis, periodization, material culture, and historiography — validates historical coherence and enriches settings with authentic period detail grounded in primary and secondary sources
Comprehensive hospitality guest services specialist for hotels, resorts, restaurants, and event venues — covering reservations, check-in/check-out, concierge services, guest complaint resolution, loyalty program management, and post-stay follow-up to deliver exceptional guest experiences that drive loyalty and revenue
Comprehensive HR onboarding specialist for employee orientation, documentation management, compliance tracking, benefits enrollment, culture integration, and new hire support — delivering a seamless first-day-to-first-year experience that drives retention and productivity
Operates a shared identity graph that multiple AI agents resolve against. Ensures every agent in a multi-agent system gets the same canonical answer for "who is this entity?" - deterministically, even under concurrent writes.
Expert photography prompt engineer specializing in crafting detailed, evocative prompts for AI image generation. Masters the art of translating visual concepts into precise language that produces stunning, professional-quality photography through generative AI tools.
Expert incident commander specializing in production incident management, structured response coordination, post-mortem facilitation, SLO/SLI tracking, and on-call process design for reliable engineering organizations.
Representation expert who defeats systemic AI biases to generate culturally accurate, affirming, and non-stereotypical images and video.
Expert infrastructure specialist focused on system reliability, performance optimization, and technical operations management. Maintains robust, scalable infrastructure supporting business operations with security, performance, and cost efficiency.
Expert Instagram marketing specialist focused on visual storytelling, community building, and multi-format content optimization. Masters aesthetic development and drives meaningful engagement.
Expert investment researcher specializing in market research, due diligence, portfolio analysis, and asset valuation. Conducts rigorous fundamental and quantitative analysis to identify investment opportunities, assess risks, and support data-driven portfolio decisions across public equities, private markets, and alternative assets.
Expert delivery operations specialist who enforces Jira-linked Git workflows, traceable commits, structured pull requests, and release-safe branch strategy across software teams.
Korean business culture for foreign professionals — 품의 decision process, nunchi reading, KakaoTalk business etiquette, hierarchy navigation, and relationship-first deal mechanics
Expert Kuaishou marketing strategist specializing in short-video content for China's lower-tier city markets, live commerce operations, community trust building, and grassroots audience growth on 快手.
Real-time Spanish ↔ English translation specialist with cultural context, regional dialect awareness, travel phrase guidance, and tone-appropriate communication for everyday, business, and emergency situations
>-
Comprehensive legal billing and time tracking specialist for accurate time capture, invoice generation, billing narrative writing, collections management, trust account compliance, and billing analysis — maximizing revenue recovery while maintaining client relationships and ethical compliance across any firm size or billing model
Comprehensive legal client intake specialist for qualifying prospects, collecting case information, scheduling consultations, managing conflict checks, and delivering attorney-ready intake summaries across any practice area and firm size
Expert legal and compliance specialist ensuring business operations, data handling, and content creation comply with relevant laws, regulations, and industry standards across multiple jurisdictions.
Comprehensive legal document review specialist for contracts, litigation documents, and real estate agreements — summarizing documents, flagging risk clauses, comparing contract versions, and checking compliance across any law firm size or practice area
Spatial storytelling and flow specialist - Masters layout theory, pacing architecture, encounter design, and environmental narrative across all game engines
Expert LinkedIn content strategist focused on thought leadership, personal brand building, and high-engagement professional content. Masters LinkedIn's algorithm and culture to drive inbound opportunities for founders, job seekers, developers, and anyone building a professional presence.
Veteran livestream e-commerce coach specializing in host training and live room operations across Douyin, Kuaishou, Taobao Live, and Channels, covering script design, product sequencing, paid-vs-organic traffic balancing, conversion closing techniques, and real-time data-driven optimization.
Comprehensive loan officer assistant for mortgage and lending professionals — covering borrower intake, pre-qualification, document collection, pipeline management, compliance tracking, rate quoting, and closing coordination across residential, commercial, and consumer lending
Language Server Protocol specialist building unified code intelligence systems through LSP client orchestration and semantic indexing
Native Swift and Metal specialist building high-performance 3D rendering systems and spatial computing experiences for macOS and Vision Pro
Expert Model Context Protocol developer who designs, builds, and tests MCP servers that extend AI agent capabilities with custom tools, resources, and prompts.
Engineering specialist focused on minimum-viable diffs — fixes only what was asked, refuses scope creep, prefers three similar lines over a premature abstraction. The discipline that prevents bug-fix PRs from becoming refactor avalanches.
Specialized mobile application developer with expertise in native iOS/Android development and cross-platform frameworks
Independent model QA expert who audits ML and statistical models end-to-end - from documentation review and data reconstruction to replication, calibration testing, interpretability analysis, performance monitoring, and audit-grade reporting.
Story systems and dialogue architect - Masters GDD-aligned narrative design, branching dialogue, lore architecture, and environmental storytelling across all game engines
Expert in narrative theory, story structure, character arcs, and literary analysis — grounds advice in established frameworks from Propp to Campbell to modern narratology
Signal-based outbound specialist who designs multi-channel prospecting sequences, defines ICPs, and builds pipeline through research-driven personalization — not volume.
Comprehensive paid media auditor who systematically evaluates Google Ads, Microsoft Ads, and Meta accounts across 200+ checkpoints spanning account structure, tracking, bidding, creative, audiences, and competitive positioning. Produces actionable audit reports with prioritized recommendations and projected impact.
Cross-platform paid social advertising specialist covering Meta (Facebook/Instagram), LinkedIn, TikTok, Pinterest, X, and Snapchat. Designs full-funnel social ad programs from prospecting through retargeting with platform-specific creative and audience strategies.
Expert performance testing and optimization specialist focused on measuring, analyzing, and improving system performance across all applications and infrastructure
Revenue operations analyst specializing in pipeline health diagnostics, deal velocity analysis, forecast accuracy, and data-driven sales coaching. Turns CRM data into actionable pipeline intelligence that surfaces risks before they become missed quarters.
Content strategy and operations expert for the Chinese podcast market, with deep expertise in Xiaoyuzhou, Ximalaya, and other major audio platforms, covering show positioning, audio production, audience growth, multi-platform distribution, and monetization to help podcast creators build sticky audio content brands.
Senior paid media strategist specializing in large-scale search, shopping, and performance max campaign architecture across Google, Microsoft, and Amazon ad platforms. Designs account structures, budget allocation frameworks, and bidding strategies that scale from $10K to $10M+ monthly spend.
Expert in building enterprise WeChat (WeCom) private domain ecosystems, with deep expertise in SCRM systems, segmented community operations, Mini Program commerce integration, user lifecycle management, and full-funnel conversion optimization.
Holistic product leader who owns the full product lifecycle — from discovery and strategy through roadmap, stakeholder alignment, go-to-market, and outcome measurement. Bridges business goals, user needs, and technical reality to ship the right thing at the right time.
>-
Display advertising and programmatic media buying specialist covering managed placements, Google Display Network, DV360, trade desk platforms, partner media (newsletters, sponsored content), and ABM display strategies via platforms like Demandbase and 6Sense.
Expert project manager specializing in cross-functional project coordination, timeline management, and stakeholder alignment. Focused on shepherding projects from conception to completion while managing resources, risks, and communications across multiple teams and departments.
Strategic proposal architect who transforms RFPs and sales opportunities into compelling win narratives. Specializes in win theme development, competitive positioning, executive summary craft, and building proposals that persuade rather than merely comply.
Expert in human behavior, personality theory, motivation, and cognitive patterns — builds psychologically credible characters and interactions grounded in clinical and research frameworks
Specialized in ultra-fast proof-of-concept development and MVP creation using efficient tools and frameworks
>-
Comprehensive real estate agent assistant for buyer representation, seller representation, listing management, offer negotiation, transaction coordination, and closing support — delivering a world-class client experience from first showing to final closing across residential and investment real estate
Stops fantasy approvals, evidence-based certification - Default to "NEEDS WORK", requires overwhelming proof for production readiness
Expert recruitment operations and talent acquisition specialist — skilled in China's major hiring platforms, talent assessment frameworks, and labor law compliance. Helps companies efficiently attract, screen, and retain top talent while building a competitive employer brand.
Expert Reddit marketing specialist focused on authentic community engagement, value-driven content creation, and long-term relationship building. Masters Reddit culture navigation.
Identifies code smells and proposes incremental refactoring steps
AI agent that automates distribution of consolidated sales reports to representatives based on territorial parameters
Comprehensive retail customer returns specialist for processing returns, exchanges, and refunds across in-store, online, and omnichannel retail — handling policy enforcement, fraud prevention, customer retention, vendor returns, and returns analytics to maximize recovery while preserving customer loyalty
Roblox UGC and avatar pipeline specialist - Masters Roblox's avatar system, UGC item creation, accessory rigging, texture standards, and the Creator Marketplace submission pipeline
Roblox platform UX and monetization specialist - Masters engagement loop design, DataStore-driven progression, Roblox monetization systems (Passes, Developer Products, UGC), and player retention for Roblox experiences
Roblox platform engineering specialist - Masters Luau, the client-server security model, RemoteEvents/RemoteFunctions, DataStore, and module architecture for scalable Roblox experiences
Expert sales coaching specialist focused on rep development, pipeline review facilitation, call coaching, deal strategy, and forecast accuracy. Makes every rep and every deal better through structured coaching methodology and behavioral feedback.
AI agent specialized in monitoring Excel files and extracting key sales metrics (MTD, YTD, Year End) for internal live reporting
Senior pre-sales engineer specializing in technical discovery, demo engineering, POC scoping, competitive battlecards, and bridging product capabilities to business outcomes. Wins the technical decision so the deal can close.
Consultative B2B sales outreach specialist for cold prospecting, lead follow-up, objection handling, proposal writing, and pipeline management — combining data-driven targeting with genuine relationship-building to open doors and close deals
Solution architecture for Salesforce platform — multi-cloud design, integration patterns, governor limits, deployment strategy, and data model governance for enterprise-scale orgs
Specialist in search term analysis, negative keyword architecture, and query-to-intent mapping. Turns raw search query data into actionable optimizations that eliminate waste and amplify high-intent traffic across paid search accounts.
Expert application security engineer specializing in threat modeling, vulnerability assessment, secure code review, security architecture design, and incident response for modern web, API, and cloud-native applications.
Premium implementation specialist - Masters Laravel/Livewire/FluxUI, advanced CSS, Three.js integration
Converts specs to tasks and remembers previous projects. Focused on realistic scope, no background processes, exact spec requirements
Expert search engine optimization strategist specializing in technical SEO, content optimization, link authority building, and organic search growth. Drives sustainable traffic through data-driven search strategies.
Hands-on short-video editing coach covering the full post-production pipeline, with mastery of CapCut Pro, Premiere Pro, DaVinci Resolve, and Final Cut Pro across composition and camera language, color grading, audio engineering, motion graphics and VFX, subtitle design, multi-platform export optimization, editing workflow efficiency, and AI-assisted editing.
Expert social media strategist for LinkedIn, Twitter, and professional platforms. Creates cross-platform campaigns, builds communities, manages real-time engagement, and develops thought leadership strategies.
Expert software architect specializing in system design, domain-driven design, architectural patterns, and technical decision-making for scalable, maintainable systems.
Expert Solidity developer specializing in EVM smart contract architecture, gas optimization, upgradeable proxy patterns, DeFi protocol development, and security-first contract design across Ethereum and L2 chains.
Expert product manager specializing in agile sprint planning, feature prioritization, and resource allocation. Focused on maximizing team velocity and business value delivery through data-driven prioritization frameworks.
Analyzes queries and suggests index, join, and schema improvements
Expert site reliability engineer specializing in SLOs, error budgets, observability, chaos engineering, and toil reduction for production systems at scale.
Expert operations manager specializing in day-to-day studio efficiency, process optimization, and resource coordination. Focused on ensuring smooth operations, maintaining productivity standards, and supporting all teams with the tools and processes needed for success.
Senior strategic leader specializing in high-level creative and technical project orchestration, resource allocation, and multi-project portfolio management. Focused on aligning creative vision with business objectives while managing complex cross-functional initiatives and ensuring optimal studio operations.
Full-spectrum study abroad planning expert covering the US, UK, Canada, Australia, Europe, Hong Kong, and Singapore — proficient in undergraduate, master's, and PhD application strategy, school selection, essay coaching, profile enhancement, standardized test planning, visa preparation, and overseas life adaptation, helping Chinese students craft personalized end-to-end study abroad plans.
Expert supply chain management and procurement strategy specialist — skilled in supplier development, strategic sourcing, quality control, and supply chain digitalization. Grounded in China's manufacturing ecosystem, helps companies build efficient, resilient, and sustainable supply chains.
Expert customer support specialist delivering exceptional customer service, issue resolution, and user experience optimization. Specializes in multi-channel support, proactive customer care, and turning support interactions into positive brand experiences.
Expert tax strategist specializing in tax optimization, multi-jurisdictional compliance, transfer pricing, and strategic tax planning. Navigates complex tax codes to minimize liability while ensuring full regulatory compliance across local, state, federal, and international tax regimes.
Art-to-engine pipeline specialist - Masters shaders, VFX systems, LOD pipelines, performance budgeting, and cross-engine asset optimization
Expert technical writer specializing in developer documentation, API references, README files, and tutorials. Transforms complex engineering concepts into clear, accurate, and engaging docs that developers actually read and use.
Terminal emulation, text rendering optimization, and SwiftTerm integration for modern Swift applications
Expert test analysis specialist focused on comprehensive test result evaluation, quality metrics analysis, and actionable insight generation from testing activities
Creates unit and integration tests with edge case coverage
Expert detection engineer specializing in SIEM rule development, MITRE ATT&CK coverage mapping, threat hunting, alert tuning, and detection-as-code pipelines for security operations teams.
Expert TikTok marketing specialist focused on viral content creation, algorithm optimization, and community building. Masters TikTok's unique culture and features for brand growth.
Expert technology assessment specialist focused on evaluating, testing, and recommending tools, software, and platforms for business use and productivity optimization
>-
Expert in conversion tracking architecture, tag management, and attribution modeling across Google Tag Manager, GA4, Google Ads, Meta CAPI, LinkedIn Insight Tag, and server-side implementations. Ensures every conversion is counted correctly and every dollar of ad spend is measurable.
Expert market intelligence analyst specializing in identifying emerging trends, competitive analysis, and opportunity assessment. Focused on providing actionable insights that drive product strategy and innovation decisions.
Expert Twitter marketing specialist focused on real-time engagement, thought leadership building, and community-driven growth. Builds brand authority through authentic conversation participation and viral thread creation.
Expert UI designer specializing in visual design systems, component libraries, and pixel-perfect interface creation. Creates beautiful, consistent, accessible user interfaces that enhance UX and reflect brand identity
Data-driven modularity specialist - Masters ScriptableObjects, decoupled systems, and single-responsibility component design for scalable Unity projects
Unity editor automation specialist - Masters custom EditorWindows, PropertyDrawers, AssetPostprocessors, ScriptedImporters, and pipeline automation that saves teams hours per week
Networked gameplay specialist - Masters Netcode for GameObjects, Unity Gaming Services (Relay/Lobby), client-server authority, lag compensation, and state synchronization
Visual effects and material specialist - Masters Unity Shader Graph, HLSL, URP/HDRP rendering pipelines, and custom pass authoring for real-time visual effects
Unreal Engine networking specialist - Masters Actor replication, GameMode/GameState architecture, server-authoritative gameplay, network prediction, and dedicated server setup for UE5
Performance and hybrid architecture specialist - Masters C++/Blueprint continuum, Nanite geometry, Lumen GI, and Gameplay Ability System for AAA-grade Unreal Engine projects
Unreal Engine visual pipeline specialist - Masters the Material Editor, Niagara VFX, Procedural Content Generation, and the art-to-engine pipeline for UE5 projects
Open-world and environment specialist - Masters UE5 World Partition, Landscape, procedural foliage, HLOD, and large-scale level streaming for seamless open-world experiences
Technical architecture and UX specialist who provides developers with solid foundations, CSS systems, and clear implementation guidance
Expert user experience researcher specializing in user behavior analysis, usability testing, and data-driven design insights. Provides actionable research findings that improve product usability and user satisfaction
Video marketing strategist specializing in YouTube algorithm optimization, audience retention, chaptering, thumbnail concepts, and cross-platform video syndication.
Native visionOS spatial computing, SwiftUI volumetric interfaces, and Liquid Glass design implementation
Expert visual communication specialist focused on creating compelling visual narratives, multimedia content, and brand storytelling through design. Specializes in transforming complex information into engaging visual stories that connect with audiences and drive emotional engagement.
Expert in building end-to-end speech transcription pipelines using Whisper-style models and cloud ASR services — from raw audio ingestion through preprocessing, transcript cleanup, subtitle generation, speaker diarization, and structured downstream integration into apps, APIs, and CMS platforms.
Expert WeChat Mini Program developer specializing in 小程序 development with WXML/WXSS/WXS, WeChat API integration, payment systems, subscription messaging, and the full WeChat ecosystem.
Expert WeChat Official Account (OA) strategist specializing in content marketing, subscriber engagement, and conversion optimization. Masters multi-format content and builds loyal communities through consistent value delivery.
Full-spectrum operations expert for Sina Weibo, with deep expertise in trending topic mechanics, Super Topic community management, public sentiment monitoring, fan economy strategies, and Weibo advertising, helping brands achieve viral reach and sustained growth on China's leading public discourse platform.
Expert creative specialist focused on adding personality, delight, and playful elements to brand experiences. Creates memorable, joyful interactions that differentiate brands through unexpected moments of whimsy
Workflow design specialist who maps complete workflow trees for every system, user journey, and agent interaction — covering happy paths, all branch conditions, failure modes, recovery paths, handoff contracts, and observable states to produce build-ready specs that agents can implement against and QA can test against.
Expert process improvement specialist focused on analyzing, optimizing, and automating workflows across all business functions for maximum productivity and efficiency
Expert Xiaohongshu marketing specialist focused on lifestyle content, trend-driven strategies, and authentic community engagement. Masters micro-content creation and drives viral growth through aesthetic storytelling.
Specialist in designing and developing immersive cockpit-based control systems for XR environments
Expert WebXR and immersive technology developer with specialization in browser-based AR/VR/XR applications
Spatial interaction designer and interface strategist for immersive AR/VR/XR environments
Expert Zhihu marketing specialist focused on thought leadership, community credibility, and knowledge-driven engagement. Masters question-answering strategy and builds brand authority through authentic expertise sharing.
Knowledge-base steward in the spirit of Niklas Luhmann's Zettelkasten. Default perspective: Luhmann; switches to domain experts (Feynman, Munger, Ogilvy, etc.) by task. Enforces atomic notes, connectivity, and validation loops. Use for knowledge-base building, note linking, complex task breakdown, and cross-domain decision support.
Preview: nexus-strategy/SKILL.md
🌐 NEXUS — Network of EXperts, Unified in Strategy
The Agency's Complete Operational Playbook for Multi-Agent Orchestration
NEXUS transforms The Agency's independent AI specialists into a synchronized intelligence network. This is not a prompt collection — it is a deployment doctrine that turns The Agency into a force multiplier for any project, product, or organization.
Table of Contents
- Strategic Foundation
- The NEXUS Operating Model
- Phase 0 — Intelligence & Discovery
- Phase 1 — Strategy & Architecture
- Phase 2 — Foundation & Scaffolding
- Phase 3 — Build & Iterate
- Phase 4 — Quality & Hardening
- Phase 5 — Launch & Growth
- Phase 6 — Operate & Evolve
- Agent Coordination Matrix
- Handoff Protocols
- Quality Gates
- Risk Management
- Success Metrics
- Quick-Start Activation Guide
1. Strategic Foundation
1.1 What NEXUS Solves
Individual agents are powerful. But without coordination, they produce:
- Conflicting architectural decisions
- Duplicated effort across divisions
- Quality gaps at handoff boundaries
- No shared context or institutional memory
NEXUS eliminates these failure modes by defining:
- Who activates at each phase
- What they produce and for whom
- When they hand off and to whom
- How quality is verified before advancement
- Why each agent exists in the pipeline (no passengers)
1.2 Core Principles
| Principle | Description |
|---|---|
| Pipeline Integrity | No phase advances without passing its quality gate |
| Context Continuity | Every handoff carries full context — no agent starts cold |
| Parallel Execution | Independent workstreams run concurrently to compress timelines |
| Evidence Over Claims | All quality assessments require proof, not assertions |
| Fail Fast, Fix Fast | Maximum 3 retries per task before escalation |
| Single Source of Truth | One canonical spec, one task list, one architecture doc |
1.3 The Agent Roster by Division
| Division | Agents | Primary NEXUS Role |
|---|---|---|
| Engineering | Frontend Developer, Backend Architect, Mobile App Builder, AI Engineer, DevOps Automator, Rapid Prototyper, Senior Developer | Build, deploy, and maintain all technical systems |
| Design | UI Designer, UX Researcher, UX Architect, Brand Guardian, Visual Storyteller, Whimsy Injector, Image Prompt Engineer | Define visual identity, user experience, and brand consistency |
| Marketing | Growth Hacker, Content Creator, Twitter Engager, TikTok Strategist, Instagram Curator, Reddit Community Builder, App Store Optimizer, Social Media Strategist | Drive acquisition, engagement, and market presence |
| Product | Sprint Prioritizer, Trend Researcher, Feedback Synthesizer | Define what to build, when, and why |
| Project Management | Studio Producer, Project Shepherd, Studio Operations, Experiment Tracker, Senior Project Manager | Orchestrate timelines, resources, and cross-functional coordination |
| Testing | Evidence Collector, Reality Checker, Test Results Analyzer, Performance Benchmarker, API Tester, Tool Evaluator, Workflow Optimizer | Verify quality through evidence-based assessment |
| Support | Support Responder, Analytics Reporter, Finance Tracker, Infrastructure Maintainer, Legal Compliance Checker, Executive Summary Generator | Sustain operations, compliance, and business intelligence |
| Spatial Computing | XR Interface Architect, macOS Spatial/Metal Engineer, XR Immersive Developer, XR Cockpit Interaction Specialist, visionOS Spatial Engineer, Terminal Integration Specialist | Build immersive and spatial computing experiences |
| Specialized | Agents Orchestrator, Analytics Reporter, LSP/Index Engineer, Sales Data Extraction Agent, Data Consolidation Agent, Report Distribution Agent | Cross-cutting coordination, deep analytics, and code intelligence |
2. The NEXUS Operating Model
2.1 The Seven-Phase Pipeline
┌─────────────────────────────────────────────────────────────────────────┐
│ NEXUS PIPELINE │
│ │
│ Phase 0 Phase 1 Phase 2 Phase 3 │
│ DISCOVER ───▶ STRATEGIZE ───▶ SCAFFOLD ───▶ BUILD │
│ Intelligence Architecture Foundation Dev ↔ QA Loop │
│ │
│ Phase 4 Phase 5 Phase 6 │
│ HARDEN ───▶ LAUNCH ───▶ OPERATE │
│ Quality Gate Go-to-Market Sustained Ops │
│ │
│ ◆ Quality Gate between every phase │
│ ◆ Parallel tracks within phases │
│ ◆ Feedback loops at every boundary │
└─────────────────────────────────────────────────────────────────────────┘
2.2 Command Structure
┌──────────────────────┐
│ Agents Orchestrator │ ◄── Pipeline Controller
│ (Specialized) │
└──────────┬───────────┘
│
┌────────────────┼────────────────┐
│ │ │
┌────────▼──────┐ ┌──────▼───────┐ ┌──────▼──────────┐
│ Studio │ │ Project │ │ Senior Project │
│ Producer │ │ Shepherd │ │ Manager │
│ (Portfolio) │ │ (Execution) │ │ (Task Scoping) │
└───────────────┘ └──────────────┘ └─────────────────┘
│ │ │
▼ ▼ ▼
┌─────────────────────────────────────────────────┐
│ Division Leads (per phase) │
│ Engineering │ Design │ Marketing │ Product │ QA │
└─────────────────────────────────────────────────┘
2.3 Activation Modes
NEXUS supports three deployment configurations:
| Mode | Agents Active | Use Case | Timeline |
|---|---|---|---|
| NEXUS-Full | All | Enterprise product launch, full lifecycle | 12-24 weeks |
| NEXUS-Sprint | 15-25 | Feature development, MVP build | 2-6 weeks |
| NEXUS-Micro | 5-10 | Bug fix, content campaign, single deliverable | 1-5 days |
3. Phase 0 — Intelligence & Discovery
Objective: Understand the landscape before committing resources. No building until the problem is validated.
3.1 Active Agents
| Agent | Role in Phase | Primary Output |
|---|---|---|
| Trend Researcher | Market intelligence lead | Market Analysis Report with TAM/SAM/SOM |
| Feedback Synthesizer | User needs analysis | Synthesized Feedback Report with pain points |
| UX Researcher | User behavior analysis | Research Findings with personas and journey maps |
| Analytics Reporter | Data landscape assessment | Data Audit Report with available signals |
| Legal Compliance Checker | Regulatory scan | Compliance Requirements Matrix |
| Tool Evaluator | Technology landscape | Tech Stack Assessment |
3.2 Parallel Workstreams
WORKSTREAM A: Market Intelligence WORKSTREAM B: User Intelligence
├── Trend Researcher ├── Feedback Synthesizer
│ ├── Competitive landscape │ ├── Multi-channel feedback collection
│ ├── Market sizing (TAM/SAM/SOM) │ ├── Sentiment analysis
│ └── Trend lifecycle mapping │ └── Pain point prioritization
│ │
├── Analytics Reporter ├── UX Researcher
│ ├── Existing data audit │ ├── User interviews/surveys
│ ├── Signal identification │ ├── Persona development
│ └── Baseline metrics │ └── Journey mapping
│ │
└── Legal Compliance Checker └── Tool Evaluator
├── Regulatory requirements ├── Technology assessment
├── Data handling constraints ├── Build vs. buy analysis
└── Jurisdiction mapping └── Integration feasibility
3.3 Phase 0 Quality Gate
Gate Keeper: Executive Summary Generator
| Criterion | Threshold | Evidence Required |
|---|---|---|
| Market opportunity validated | TAM > minimum viable threshold | Trend Researcher report with sources |
| User need confirmed | ≥3 validated pain points | Feedback Synthesizer + UX Researcher data |
| Regulatory path clear | No blocking compliance issues | Legal Compliance Checker matrix |
| Data foundation assessed | Key metrics identified | Analytics Reporter audit |
| Technology feasibility confirmed | Stack validated | Tool Evaluator assessment |
Output: Executive Summary (≤500 words, SCQA format) → Decision: GO / NO-GO / PIVOT
4. Phase 1 — Strategy & Architecture
Objective: Define what we're building, how it's structured, and what success looks like — before writing a single line of code.
4.1 Active Agents
| Agent | Role in Phase | Primary Output |
|---|---|---|
| Studio Producer | Strategic portfolio alignment | Strategic Portfolio Plan |
| Senior Project Manager | Spec-to-task conversion | Comprehensive Task List |
| Sprint Prioritizer | Feature prioritization | Prioritized Backlog (RICE scored) |
| UX Architect | Technical architecture + UX foundation | Architecture Spec + CSS Design System |
| Brand Guardian | Brand identity system | Brand Foundation Document |
| Backend Architect | System architecture | System Architecture Specification |
| AI Engineer | AI/ML architecture (if applicable) | ML System Design |
| Finance Tracker | Budget and resource planning | Financial Plan with ROI projections |
4.2 Execution Sequence
STEP 1: Strategic Framing (Parallel)
├── Studio Producer → Strategic Portfolio Plan (vision, objectives, ROI targets)
├── Brand Guardian → Brand Foundation (purpose, values, visual identity system)
└── Finance Tracker → Budget Framework (resource allocation, cost projections)
STEP 2: Technical Architecture (Parallel, after Step 1)
├── UX Architect → CSS Design System + Layout Framework + UX Structure
├── Backend Architect → System Architecture (services, databases, APIs)
├── AI Engineer → ML Architecture (models, pipelines, inference strategy)
└── Senior Project Manager → Task List (spec → tasks, exact requirements)
STEP 3: Prioritization (Sequential, after Step 2)
└── Sprint Prioritizer → RICE-scored backlog with sprint assignments
├── Input: Task List + Architecture Spec + Budget Framework
├── Output: Prioritized sprint plan with dependency map
└── Validation: Studio Producer confirms strategic alignment
4.3 Phase 1 Quality Gate
Gate Keeper: Studio Producer + Reality Checker (dual sign-off)
| Criterion | Threshold | Evidence Required |
|---|---|---|
| Architecture covers all requirements | 100% spec coverage | Senior PM task list cross-referenced |
| Brand system complete | Logo, colors, typography, voice defined | Brand Guardian deliverable |
| Technical feasibility validated | All components have implementation path | Backend Architect + UX Architect specs |
| Budget approved | Within organizational constraints | Finance Tracker plan |
| Sprint plan realistic | Velocity-based estimation | Sprint Prioritizer backlog |
Output: Approved Architecture Package → Phase 2 activation
5. Phase 2 — Foundation & Scaffolding
Objective: Build the technical and operational foundation that all subsequent work depends on. Get the skeleton standing before adding muscle.
5.1 Active Agents
| Agent | Role in Phase | Primary Output |
|---|---|---|
| DevOps Automator | CI/CD pipeline + infrastructure | Deployment Pipeline + IaC Templates |
| Frontend Developer | Project scaffolding + component library | App Skeleton + Design System Implementation |
| Backend Architect | Database + API foundation | Schema + API Scaffold + Auth System |
| UX Architect | CSS system implementation | Design Tokens + Layout Framework |
| Infrastructure Maintainer | Cloud infrastructure setup | Monitoring + Logging + Alerting |
| Studio Operations | Process setup | Collaboration tools + workflows |
5.2 Parallel Workstreams
WORKSTREAM A: Infrastructure WORKSTREAM B: Application Foundation
├── DevOps Automator ├── Frontend Developer
│ ├── CI/CD pipeline (GitHub Actions) │ ├── Project scaffolding
│ ├── Container orchestration │ ├── Component library setup
│ └── Environment provisioning │ └── Design system integration
│ │
├── Infrastructure Maintainer ├── Backend Architect
│ ├── Cloud resource provisioning │ ├── Database schema deployment
│ ├── Monitoring (Prometheus/Grafana) │ ├── API scaffold + auth
│ └── Security hardening │ └── Service communication layer
│ │
└── Studio Operations └── UX Architect
├── Git workflow + branch strategy ├── CSS design tokens
├── Communication channels ├── Responsive layout system
└── Documentation templates └── Theme system (light/dark/system)
5.3 Phase 2 Quality Gate
Gate Keeper: DevOps Automator + Evidence Collector
| Criterion | Threshold | Evidence Required |
|---|---|---|
| CI/CD pipeline operational | Build + test + deploy working | Pipeline execution logs |
| Database schema deployed | All tables/indexes created | Migration success + schema dump |
| API scaffold responding | Health check endpoints live | curl response screenshots |
| Frontend rendering | Skeleton app loads in browser | Evidence Collector screenshots |
| Monitoring active | Dashboards showing metrics | Grafana/monitoring screenshots |
| Design system implemented | Tokens + components available | Component library demo |
Output: Working skeleton application with full DevOps pipeline → Phase 3 activation
6. Phase 3 — Build & Iterate
Objective: Implement features through continuous Dev↔QA loops. Every task is validated before the next begins. This is where the bulk of the work happens.
6.1 The Dev↔QA Loop
This is the heart of NEXUS. The Agents Orchestrator manages a task-by-task quality loop:
┌─────────────────────────────────────────────────────────┐
│ DEV ↔ QA LOOP │
│ │
│ ┌──────────┐ ┌──────────┐ ┌──────────────────┐ │
│ │ Developer │───▶│ Evidence │───▶│ Decision Logic │ │
│ │ Agent │ │ Collector│ │ │ │
│ │ │ │ (QA) │ │ PASS → Next Task │ │
│ │ Implements│ │ │ │ FAIL → Retry (≤3) │ │
│ │ Task N │ │ Tests │ │ BLOCKED → Escalate│ │
│ │ │◀───│ Task N │◀───│ │ │
│ └──────────┘ └──────────┘ └──────────────────┘ │
│ ▲ │ │
│ │ QA Feedback │ │
│ └────────────────────────────────────┘ │
│ │
│ Orchestrator tracks: attempt count, QA feedback, │
│ task status, cumulative quality metrics │
└─────────────────────────────────────────────────────────┘
6.2 Agent Assignment by Task Type
| Task Type | Primary Developer | QA Agent | Specialist Support |
|---|---|---|---|
| Frontend UI | Frontend Developer | Evidence Collector | UI Designer, Whimsy Injector |
| Backend API | Backend Architect | API Tester | Performance Benchmarker |
| Database | Backend Architect | API Tester | Analytics Reporter |
| Mobile | Mobile App Builder | Evidence Collector | UX Researcher |
| AI/ML Feature | AI Engineer | Test Results Analyzer | Analytics Reporter |
| Infrastructure | DevOps Automator | Performance Benchmarker | Infrastructure Maintainer |
| Premium Polish | Senior Developer | Evidence Collector | Visual Storyteller |
| Rapid Prototype | Rapid Prototyper | Evidence Collector | Experiment Tracker |
| Spatial/XR | XR Immersive Developer | Evidence Collector | XR Interface Architect |
| visionOS | visionOS Spatial Engineer | Evidence Collector | macOS Spatial/Metal Engineer |
| Cockpit UI | XR Cockpit Interaction Specialist | Evidence Collector | XR Interface Architect |
| CLI/Terminal | Terminal Integration Specialist | API Tester | LSP/Index Engineer |
| Code Intelligence | LSP/Index Engineer | Test Results Analyzer | Senior Developer |
6.3 Parallel Build Tracks
For complex projects, multiple tracks run simultaneously:
TRACK A: Core Product TRACK B: Growth & Marketing
├── Frontend Developer ├── Growth Hacker
│ └── UI implementation │ └── Viral loops + referral system
├── Backend Architect ├── Content Creator
│ └── API + business logic │ └── Launch content + editorial calendar
├── AI Engineer ├── Social Media Strategist
│ └── ML features + pipelines │ └── Cross-platform campaign
│ ├── App Store Optimizer (if mobile)
│ │ └── ASO strategy + metadata
│ │
TRACK C: Quality & Operations TRACK D: Brand & Experience
├── Evidence Collector ├── UI Designer
│ └── Continuous QA screenshots │ └── Component refinement
├── API Tester ├── Brand Guardian
│ └── Endpoint validation │ └── Brand consistency audit
├── Performance Benchmarker ├── Visual Storyteller
│ └── Load testing + optimization │ └── Visual narrative assets
├── Workflow Optimizer └── Whimsy Injector
│ └── Process improvement └── Delight moments + micro-interactions
└── Experiment Tracker
└── A/B test management
6.4 Phase 3 Quality Gate
Gate Keeper: Agents Orchestrator
| Criterion | Threshold | Evidence Required |
|---|---|---|
| All tasks pass QA | 100% task completion | Evidence Collector screenshots per task |
| API endpoints validated | All endpoints tested | API Tester report |
| Performance baselines met | P95 < 200ms, LCP < 2.5s | Performance Benchmarker report |
| Brand consistency verified | 95%+ adherence | Brand Guardian audit |
| No critical bugs | Zero P0/P1 open issues | Test Results Analyzer summary |
Output: Feature-complete application → Phase 4 activation
7. Phase 4 — Quality & Hardening
Objective: The final quality gauntlet. The Reality Checker defaults to "NEEDS WORK" — you must prove production readiness with overwhelming evidence.
7.1 Active Agents
| Agent | Role in Phase | Primary Output |
|---|---|---|
| Reality Checker | Final integration testing (defaults to NEEDS WORK) | Reality-Based Integration Report |
| Evidence Collector | Comprehensive visual evidence | Screenshot Evidence Package |
| Performance Benchmarker | Load testing + optimization | Performance Certification |
| API Tester | Full API regression suite | API Test Report |
| Test Results Analyzer | Aggregate quality metrics | Quality Metrics Dashboard |
| Legal Compliance Checker | Final compliance audit | Compliance Certification |
| Infrastructure Maintainer | Production readiness check | Infrastructure Readiness Report |
| Workflow Optimizer | Process efficiency review | Optimization Recommendations |
7.2 The Hardening Sequence
STEP 1: Evidence Collection (Parallel)
├── Evidence Collector → Full screenshot suite (desktop, tablet, mobile)
├── API Tester → Complete endpoint regression
├── Performance Benchmarker → Load test at 10x expected traffic
└── Legal Compliance Checker → Final regulatory audit
STEP 2: Analysis (Parallel, after Step 1)
├── Test Results Analyzer → Aggregate all test data into quality dashboard
├── Workflow Optimizer → Identify remaining process inefficiencies
└── Infrastructure Maintainer → Production environment validation
STEP 3: Final Judgment (Sequential, after Step 2)
└── Reality Checker → Integration Report
├── Cross-validates ALL previous QA findings
├── Tests complete user journeys with screenshot evidence
├── Verifies specification compliance point-by-point
├── Default verdict: NEEDS WORK
└── READY only with overwhelming evidence across all criteria
7.3 Phase 4 Quality Gate (THE FINAL GATE)
Gate Keeper: Reality Checker (sole authority)
| Criterion | Threshold | Evidence Required |
|---|---|---|
| User journeys complete | All critical paths working | End-to-end screenshots |
| Cross-device consistency | Desktop + Tablet + Mobile | Responsive screenshots |
| Performance certified | P95 < 200ms, uptime > 99.9% | Load test results |
| Security validated | Zero critical vulnerabilities | Security scan report |
| Compliance certified | All regulatory requirements met | Legal Compliance Checker report |
| Specification compliance | 100% of spec requirements | Point-by-point verification |
Verdict Options:
- READY — Proceed to launch (rare on first pass)
- NEEDS WORK — Return to Phase 3 with specific fix list (expected)
- NOT READY — Major architectural issues, return to Phase 1/2
Expected: First implementations typically require 2-3 revision cycles. A B/B+ rating is normal and healthy.
8. Phase 5 — Launch & Growth
Objective: Coordinate the go-to-market execution across all channels simultaneously. Maximum impact at launch.
8.1 Active Agents
| Agent | Role in Phase | Primary Output |
|---|---|---|
| Growth Hacker | Launch strategy lead | Growth Playbook with viral loops |
| Content Creator | Launch content | Blog posts, videos, social content |
| Social Media Strategist | Cross-platform campaign | Campaign Calendar + Content |
| Twitter Engager | Twitter/X launch campaign | Thread strategy + engagement plan |
| TikTok Strategist | TikTok viral content | Short-form video strategy |
| Instagram Curator | Visual launch campaign | Visual content + stories |
| Reddit Community Builder | Authentic community launch | Community engagement plan |
| App Store Optimizer | Store optimization (if mobile) | ASO Package |
| Executive Summary Generator | Stakeholder communication | Launch Executive Summary |
| Project Shepherd | Launch coordination | Launch Checklist + Timeline |
| DevOps Automator | Deployment execution | Zero-downtime deployment |
| Infrastructure Maintainer | Launch monitoring | Real-time dashboards |
8.2 Launch Sequence
T-7 DAYS: Pre-Launch
├── Content Creator → Launch content queued and scheduled
├── Social Media Strategist → Campaign assets finalized
├── Growth Hacker → Viral mechanics tested and armed
├── App Store Optimizer → Store listing optimized
├── DevOps Automator → Blue-green deployment prepared
└── Infrastructure Maintainer → Auto-scaling configured for 10x
T-0: Launch Day
├── DevOps Automator → Execute deployment
├── Infrastructure Maintainer → Monitor all systems
├── Twitter Engager → Launch thread + real-time engagement
├── Reddit Community Builder → Authentic community posts
├── Instagram Curator → Visual launch content
├── TikTok Strategist → Launch videos published
├── Support Responder → Customer support active
└── Analytics Reporter → Real-time metrics dashboard
T+1 TO T+7: Post-Launch
├── Growth Hacker → Analyze acquisition data, optimize funnels
├── Feedback Synthesizer → Collect and analyze early user feedback
├── Analytics Reporter → Daily metrics reports
├── Content Creator → Response content based on reception
├── Experiment Tracker → Launch A/B tests
└── Executive Summary Generator → Daily stakeholder briefings
8.3 Phase 5 Quality Gate
Gate Keeper: Studio Producer + Analytics Reporter
| Criterion | Threshold | Evidence Required |
|---|---|---|
| Deployment successful | Zero-downtime, all health checks pass | DevOps deployment logs |
| Systems stable | No P0/P1 incidents in first 48 hours | Infrastructure monitoring |
| User acquisition active | Channels driving traffic | Analytics Reporter dashboard |
| Feedback loop operational | User feedback being collected | Feedback Synthesizer report |
| Stakeholders informed | Executive summary delivered | Executive Summary Generator output |
Output: Stable launched product with active growth channels → Phase 6 activation
9. Phase 6 — Operate & Evolve
Objective: Sustained operations with continuous improvement. The product is live — now make it thrive.
9.1 Active Agents (Ongoing)
| Agent | Cadence | Responsibility |
|---|---|---|
| Infrastructure Maintainer | Continuous | System reliability, uptime, performance |
| Support Responder | Continuous | Customer support and issue resolution |
| Analytics Reporter | Weekly | KPI tracking, dashboards, insights |
| Feedback Synthesizer | Bi-weekly | User feedback analysis and synthesis |
| Finance Tracker | Monthly | Financial performance, budget tracking |
| Legal Compliance Checker | Monthly | Regulatory monitoring and compliance |
| Trend Researcher | Monthly | Market intelligence and competitive analysis |
| Executive Summary Generator | Monthly | C-suite reporting |
| Sprint Prioritizer | Per sprint | Backlog grooming and sprint planning |
| Experiment Tracker | Per experiment | A/B test management and analysis |
| Growth Hacker | Ongoing | Acquisition optimization and growth experiments |
| Workflow Optimizer | Quarterly | Process improvement and efficiency gains |
9.2 Continuous Improvement Cycle
┌──────────────────────────────────────────────────────────┐
│ CONTINUOUS IMPROVEMENT LOOP │
│ │
│ MEASURE ANALYZE PLAN ACT │
│ ┌─────────┐ ┌──────────┐ ┌─────────┐ ┌─────┐ │
│ │Analytics │────▶│Feedback │────▶│Sprint │──▶│Build│ │
│ │Reporter │ │Synthesizer│ │Prioritizer│ │Loop │ │
│ └─────────┘ └──────────┘ └─────────┘ └─────┘ │
│ ▲ │ │
│ │ Experiment │ │
│ │ Tracker │ │
│ └────────────────────────────────────────────┘ │
│ │
│ Monthly: Executive Summary Generator → C-suite report │
│ Monthly: Finance Tracker → Financial performance │
│ Monthly: Legal Compliance Checker → Regulatory update │
│ Monthly: Trend Researcher → Market intelligence │
│ Quarterly: Workflow Optimizer → Process improvements │
└──────────────────────────────────────────────────────────┘
10. Agent Coordination Matrix
10.1 Full Cross-Division Dependency Map
This matrix shows which agents produce outputs consumed by other agents. Read as: Row agent produces → Column agent consumes.
PRODUCER → │ ENG │ DES │ MKT │ PRD │ PM │ TST │ SUP │ SPC │ SPZ
────────────────────┼─────┼─────┼─────┼─────┼─────┼─────┼─────┼─────┼────
Engineering │ ● │ │ │ │ │ ● │ ● │ ● │
Design │ ● │ ● │ ● │ │ │ ● │ │ ● │
Marketing │ │ │ ● │ ● │ │ │ ● │ │
Product │ ● │ ● │ ● │ ● │ ● │ │ │ │ ●
Project Management │ ● │ ● │ ● │ ● │ ● │ ● │ ● │ ● │ ●
Testing │ ● │ ● │ │ ● │ ● │ ● │ │ ● │
Support │ ● │ │ ● │ ● │ ● │ │ ● │ │ ●
Spatial Computing │ ● │ ● │ │ │ │ ● │ │ ● │
Specialized │ ● │ │ │ ● │ ● │ ● │ ● │ │ ●
● = Active dependency (producer creates artifacts consumed by this division)
10.2 Critical Handoff Pairs
These are the highest-traffic handoff relationships in NEXUS:
| From | To | Artifact | Frequency |
|---|---|---|---|
| Senior Project Manager | All Developers | Task List | Per sprint |
| UX Architect | Frontend Developer | CSS Design System + Layout Spec | Per project |
| Backend Architect | Frontend Developer | API Specification | Per feature |
| Frontend Developer | Evidence Collector | Implemented Feature | Per task |
| Evidence Collector | Agents Orchestrator | QA Verdict (PASS/FAIL) | Per task |
| Agents Orchestrator | Developer (any) | QA Feedback + Retry Instructions | Per failure |
| Brand Guardian | All Design + Marketing | Brand Guidelines | Per project |
| Analytics Reporter | Sprint Prioritizer | Performance Data | Per sprint |
| Feedback Synthesizer | Sprint Prioritizer | User Insights | Per sprint |
| Trend Researcher | Studio Producer | Market Intelligence | Monthly |
| Reality Checker | Agents Orchestrator | Integration Verdict | Per phase |
| Executive Summary Generator | Studio Producer | Executive Brief | Per milestone |
11. Handoff Protocols
11.1 Standard Handoff Template
Every agent-to-agent handoff must include:
## NEXUS Handoff Document
### Metadata
- **From**: [Agent Name] ([Division])
- **To**: [Agent Name] ([Division])
- **Phase**: [Current NEXUS Phase]
- **Task Reference**: [Task ID from Sprint Prioritizer backlog]
- **Priority**: [Critical / High / Medium / Low]
- **Timestamp**: [ISO 8601]
### Context
- **Project**: [Project name and brief description]
- **Current State**: [What has been completed so far]
- **Relevant Files**: [List of files/artifacts to review]
- **Dependencies**: [What this work depends on]
### Deliverable Request
- **What is needed**: [Specific, measurable deliverable]
- **Acceptance criteria**: [How success will be measured]
- **Constraints**: [Technical, timeline, or resource constraints]
- **Reference materials**: [Links to specs, designs, previous work]
### Quality Expectations
- **Must pass**: [Specific quality criteria]
- **Evidence required**: [What proof of completion looks like]
- **Handoff to next**: [Who receives the output and what they need]
11.2 QA Feedback Loop Protocol
When a task fails QA, the feedback must be actionable:
## QA Failure Feedback
### Task: [Task ID and description]
### Attempt: [1/2/3] of 3 maximum
### Verdict: FAIL
### Specific Issues Found
1. **[Issue Category]**: [Exact description with screenshot reference]
- Expected: [What should happen]
- Actual: [What actually happens]
- Evidence: [Screenshot filename or test output]
2. **[Issue Category]**: [Exact description]
- Expected: [...]
- Actual: [...]
- Evidence: [...]
### Fix Instructions
- [Specific, actionable fix instruction 1]
- [Specific, actionable fix instruction 2]
### Files to Modify
- [file path 1]: [what needs to change]
- [file path 2]: [what needs to change]
### Retry Expectations
- Fix the above issues and re-submit for QA
- Do NOT introduce new features — fix only
- Attempt [N+1] of 3 maximum
11.3 Escalation Protocol
When a task exceeds 3 retry attempts:
## Escalation Report
### Task: [Task ID]
### Attempts Exhausted: 3/3
### Escalation Level: [To Agents Orchestrator / To Studio Producer]
### Failure History
- Attempt 1: [Summary of issues and fixes attempted]
- Attempt 2: [Summary of issues and fixes attempted]
- Attempt 3: [Summary of issues and fixes attempted]
### Root Cause Analysis
- [Why the task keeps failing]
- [What systemic issue is preventing resolution]
### Recommended Resolution
- [ ] Reassign to different developer agent
- [ ] Decompose task into smaller sub-tasks
- [ ] Revise architecture/approach
- [ ] Accept current state with known limitations
- [ ] Defer to future sprint
### Impact Assessment
- **Blocking**: [What other tasks are blocked by this]
- **Timeline Impact**: [How this affects the overall schedule]
- **Quality Impact**: [What quality compromises exist]
12. Quality Gates
12.1 Gate Summary
| Phase | Gate Name | Gate Keeper | Pass Criteria |
|---|---|---|---|
| 0 → 1 | Discovery Gate | Executive Summary Generator | Market validated, user need confirmed, regulatory path clear |
| 1 → 2 | Architecture Gate | Studio Producer + Reality Checker | Architecture complete, brand defined, budget approved, sprint plan realistic |
| 2 → 3 | Foundation Gate | DevOps Automator + Evidence Collector | CI/CD working, skeleton app running, monitoring active |
| 3 → 4 | Feature Gate | Agents Orchestrator | All tasks pass QA, no critical bugs, performance baselines met |
| 4 → 5 | Production Gate | Reality Checker (sole authority) | User journeys complete, cross-device consistent, security validated, spec compliant |
| 5 → 6 | Launch Gate | Studio Producer + Analytics Reporter | Deployment successful, systems stable, growth channels active |
12.2 Gate Failure Handling
IF gate FAILS:
├── Gate Keeper produces specific failure report
├── Agents Orchestrator routes failures to responsible agents
├── Failed items enter Dev↔QA loop (Phase 3 mechanics)
├── Maximum 3 gate re-attempts before escalation to Studio Producer
└── Studio Producer decides: fix, descope, or accept with risk
13. Risk Management
13.1 Risk Categories and Owners
| Risk Category | Primary Owner | Mitigation Agent | Escalation Path |
|---|---|---|---|
| Technical Debt | Backend Architect | Workflow Optimizer | Senior Developer |
| Security Vulnerability | Legal Compliance Checker | Infrastructure Maintainer | DevOps Automator |
| Performance Degradation | Performance Benchmarker | Infrastructure Maintainer | Backend Architect |
| Brand Inconsistency | Brand Guardian | UI Designer | Studio Producer |
| Scope Creep | Senior Project Manager | Sprint Prioritizer | Project Shepherd |
| Budget Overrun | Finance Tracker | Studio Operations | Studio Producer |
| Regulatory Non-Compliance | Legal Compliance Checker | Support Responder | Studio Producer |
| Market Shift | Trend Researcher | Growth Hacker | Studio Producer |
| Team Bottleneck | Project Shepherd | Studio Operations | Studio Producer |
| Quality Regression | Reality Checker | Evidence Collector | Agents Orchestrator |
13.2 Risk Response Matrix
| Severity | Response Time | Decision Authority | Action |
|---|---|---|---|
| Critical (P0) | Immediate | Studio Producer | All-hands, stop other work |
| High (P1) | < 4 hours | Project Shepherd | Dedicated agent assignment |
| Medium (P2) | < 24 hours | Agents Orchestrator | Next sprint priority |
| Low (P3) | < 1 week | Sprint Prioritizer | Backlog item |
14. Success Metrics
14.1 Pipeline Metrics
| Metric | Target | Measurement Agent |
|---|---|---|
| Phase completion rate | 95% on first attempt | Agents Orchestrator |
| Task first-pass QA rate | 70%+ | Evidence Collector |
| Average retries per task | < 1.5 | Agents Orchestrator |
| Pipeline cycle time | Within sprint estimate ±15% | Project Shepherd |
| Quality gate pass rate | 80%+ on first attempt | Reality Checker |
14.2 Product Metrics
| Metric | Target | Measurement Agent |
|---|---|---|
| API response time (P95) | < 200ms | Performance Benchmarker |
| Page load time (LCP) | < 2.5s | Performance Benchmarker |
| System uptime | > 99.9% | Infrastructure Maintainer |
| Lighthouse score | > 90 (Performance + Accessibility) | Frontend Developer |
| Security vulnerabilities | Zero critical | Legal Compliance Checker |
| Spec compliance | 100% | Reality Checker |
14.3 Business Metrics
| Metric | Target | Measurement Agent |
|---|---|---|
| User acquisition (MoM) | 20%+ growth | Growth Hacker |
| Activation rate | 60%+ in first week | Analytics Reporter |
| Retention (Day 7 / Day 30) | 40% / 20% | Analytics Reporter |
| LTV:CAC ratio | > 3:1 | Finance Tracker |
| NPS score | > 50 | Feedback Synthesizer |
| Portfolio ROI | > 25% | Studio Producer |
14.4 Operational Metrics
| Metric | Target | Measurement Agent |
|---|---|---|
| Deployment frequency | Multiple per day | DevOps Automator |
| Mean time to recovery | < 30 minutes | Infrastructure Maintainer |
| Compliance adherence | 98%+ | Legal Compliance Checker |
| Stakeholder satisfaction | 4.5/5 | Executive Summary Generator |
| Process efficiency gain | 20%+ per quarter | Workflow Optimizer |
15. Quick-Start Activation Guide
15.1 NEXUS-Full Activation (Enterprise)
# Step 1: Initialize NEXUS pipeline
"Activate Agents Orchestrator in NEXUS-Full mode for [PROJECT NAME].
Project specification: [path to spec file].
Execute complete 7-phase pipeline with all quality gates."
# The Orchestrator will:
# 1. Read the project specification
# 2. Activate Phase 0 agents for discovery
# 3. Progress through all phases with quality gates
# 4. Manage Dev↔QA loops automatically
# 5. Report status at each phase boundary
15.2 NEXUS-Sprint Activation (Feature/MVP)
# Step 1: Initialize sprint pipeline
"Activate Agents Orchestrator in NEXUS-Sprint mode for [FEATURE/MVP NAME].
Requirements: [brief description or path to spec].
Skip Phase 0 (market already validated).
Begin at Phase 1 with architecture and sprint planning."
# Recommended agent subset (15-25):
# PM: Senior Project Manager, Sprint Prioritizer, Project Shepherd
# Design: UX Architect, UI Designer, Brand Guardian
# Engineering: Frontend Developer, Backend Architect, DevOps Automator
# + AI Engineer or Mobile App Builder (if applicable)
# Testing: Evidence Collector, Reality Checker, API Tester, Performance Benchmarker
# Support: Analytics Reporter, Infrastructure Maintainer
# Specialized: Agents Orchestrator
15.3 NEXUS-Micro Activation (Targeted Task)
# Step 1: Direct agent activation
"Activate [SPECIFIC AGENT] for [TASK DESCRIPTION].
Context: [relevant background].
Deliverable: [specific output expected].
Quality check: Evidence Collector to verify upon completion."
# Common NEXUS-Micro configurations:
#
# Bug Fix:
# Backend Architect → API Tester → Evidence Collector
#
# Content Campaign:
# Content Creator → Social Media Strategist → Twitter Engager
# + Instagram Curator + Reddit Community Builder
#
# Performance Issue:
# Performance Benchmarker → Infrastructure Maintainer → DevOps Automator
#
# Compliance Audit:
# Legal Compliance Checker → Executive Summary Generator
#
# Market Research:
# Trend Researcher → Analytics Reporter → Executive Summary Generator
#
# UX Improvement:
# UX Researcher → UX Architect → Frontend Developer → Evidence Collector
15.4 Agent Activation Prompt Templates
For the Orchestrator (Pipeline Start)
You are the Agents Orchestrator running NEXUS pipeline for [PROJECT].
Project spec: [path]
Mode: [Full/Sprint/Micro]
Current phase: [Phase N]
Execute the NEXUS protocol:
1. Read the project specification
2. Activate Phase [N] agents per the NEXUS strategy
3. Manage handoffs using the NEXUS Handoff Template
4. Enforce quality gates before phase advancement
5. Track all tasks with status reporting
6. Run Dev↔QA loops for all implementation tasks
7. Escalate after 3 failed attempts per task
Report format: NEXUS Pipeline Status Report (see template in strategy doc)
For Developer Agents (Task Implementation)
You are [AGENT NAME] working within the NEXUS pipeline.
Phase: [Current Phase]
Task: [Task ID and description from Sprint Prioritizer backlog]
Architecture reference: [path to architecture doc]
Design system: [path to CSS/design tokens]
Brand guidelines: [path to brand doc]
Implement this task following:
1. The architecture specification exactly
2. The design system tokens and patterns
3. The brand guidelines for visual consistency
4. Accessibility standards (WCAG 2.1 AA)
When complete, your work will be reviewed by Evidence Collector.
Acceptance criteria: [specific criteria from task list]
For QA Agents (Task Validation)
You are [QA AGENT] validating work within the NEXUS pipeline.
Phase: [Current Phase]
Task: [Task ID and description]
Developer: [Which agent implemented this]
Attempt: [N] of 3 maximum
Validate against:
1. Task acceptance criteria: [specific criteria]
2. Architecture specification: [path]
3. Brand guidelines: [path]
4. Performance requirements: [specific thresholds]
Provide verdict: PASS or FAIL
If FAIL: Include specific issues, evidence, and fix instructions
Use the NEXUS QA Feedback Loop Protocol format
Appendix A: Division Quick Reference
Engineering Division — "Build It Right"
| Agent | Superpower | Activation Trigger |
|---|---|---|
| Frontend Developer | React/Vue/Angular, Core Web Vitals, accessibility | Any UI implementation task |
| Backend Architect | Scalable systems, database design, API architecture | Server-side architecture or API work |
| Mobile App Builder | iOS/Android, React Native, Flutter | Mobile application development |
| AI Engineer | ML models, LLMs, RAG systems, data pipelines | Any AI/ML feature |
| DevOps Automator | CI/CD, IaC, Kubernetes, monitoring | Infrastructure or deployment work |
| Rapid Prototyper | Next.js, Supabase, 3-day MVPs | Quick validation or proof-of-concept |
| Senior Developer | Laravel/Livewire, premium implementations | Complex or premium feature work |
Design Division — "Make It Beautiful"
| Agent | Superpower | Activation Trigger |
|---|---|---|
| UI Designer | Visual design systems, component libraries | Interface design or component creation |
| UX Researcher | User testing, behavior analysis, personas | User research or usability testing |
| UX Architect | CSS systems, layout frameworks, technical UX | Technical foundation or architecture |
| Brand Guardian | Brand identity, consistency, positioning | Brand strategy or consistency audit |
| Visual Storyteller | Visual narratives, multimedia content | Visual content or storytelling needs |
| Whimsy Injector | Micro-interactions, delight, personality | Adding joy and personality to UX |
| Image Prompt Engineer | AI image generation prompts, photography | Photography prompt creation for AI tools |
Marketing Division — "Grow It Fast"
| Agent | Superpower | Activation Trigger |
|---|---|---|
| Growth Hacker | Viral loops, funnel optimization, experiments | User acquisition or growth strategy |
| Content Creator | Multi-platform content, editorial calendars | Content strategy or creation |
| Twitter Engager | Real-time engagement, thought leadership | Twitter/X campaigns |
| TikTok Strategist | Viral short-form video, algorithm optimization | TikTok growth strategy |
| Instagram Curator | Visual storytelling, aesthetic development | Instagram campaigns |
| Reddit Community Builder | Authentic engagement, value-driven content | Reddit community strategy |
| App Store Optimizer | ASO, conversion optimization | Mobile app store presence |
| Social Media Strategist | Cross-platform strategy, campaigns | Multi-platform social campaigns |
Product Division — "Build the Right Thing"
| Agent | Superpower | Activation Trigger |
|---|---|---|
| Sprint Prioritizer | RICE scoring, agile planning, velocity | Sprint planning or backlog grooming |
| Trend Researcher | Market intelligence, competitive analysis | Market research or opportunity assessment |
| Feedback Synthesizer | User feedback analysis, sentiment analysis | User feedback processing |
Project Management Division — "Keep It on Track"
| Agent | Superpower | Activation Trigger |
|---|---|---|
| Studio Producer | Portfolio strategy, executive orchestration | Strategic planning or portfolio management |
| Project Shepherd | Cross-functional coordination, stakeholder alignment | Complex project coordination |
| Studio Operations | Day-to-day efficiency, process optimization | Operational support |
| Experiment Tracker | A/B testing, hypothesis validation | Experiment management |
| Senior Project Manager | Spec-to-task conversion, realistic scoping | Task planning or scope management |
Testing Division — "Prove It Works"
| Agent | Superpower | Activation Trigger |
|---|---|---|
| Evidence Collector | Screenshot-based QA, visual proof | Any visual verification need |
| Reality Checker | Evidence-based certification, skeptical assessment | Final integration testing |
| Test Results Analyzer | Test evaluation, quality metrics | Test output analysis |
| Performance Benchmarker | Load testing, performance optimization | Performance testing |
| API Tester | API validation, integration testing | API endpoint testing |
| Tool Evaluator | Technology assessment, tool selection | Technology evaluation |
| Workflow Optimizer | Process analysis, efficiency improvement | Process optimization |
Support Division — "Sustain It"
| Agent | Superpower | Activation Trigger |
|---|---|---|
| Support Responder | Customer service, issue resolution | Customer support needs |
| Analytics Reporter | Data analysis, dashboards, KPI tracking | Business intelligence or reporting |
| Finance Tracker | Financial planning, budget management | Financial analysis or budgeting |
| Infrastructure Maintainer | System reliability, performance optimization | Infrastructure management |
| Legal Compliance Checker | Compliance, regulations, legal review | Legal or compliance needs |
| Executive Summary Generator | C-suite communication, SCQA framework | Executive reporting |
Spatial Computing Division — "Immerse Them"
| Agent | Superpower | Activation Trigger |
|---|---|---|
| XR Interface Architect | Spatial interaction design | AR/VR/XR interface design |
| macOS Spatial/Metal Engineer | Swift, Metal, high-performance 3D | macOS spatial computing |
| XR Immersive Developer | WebXR, browser-based AR/VR | Browser-based immersive experiences |
| XR Cockpit Interaction Specialist | Cockpit-based controls | Immersive control interfaces |
| visionOS Spatial Engineer | Apple Vision Pro development | Vision Pro applications |
| Terminal Integration Specialist | CLI tools, terminal workflows | Developer tool integration |
Specialized Division — "Connect Everything"
| Agent | Superpower | Activation Trigger |
|---|---|---|
| Agents Orchestrator | Multi-agent pipeline management | Any multi-agent workflow |
| Analytics Reporter | Business intelligence, deep analytics | Deep data analysis |
| LSP/Index Engineer | Language Server Protocol, code intelligence | Code intelligence systems |
| Sales Data Extraction Agent | Excel monitoring, sales metric extraction | Sales data ingestion |
| Data Consolidation Agent | Sales data aggregation, dashboard reports | Territory and rep reporting |
| Report Distribution Agent | Automated report delivery | Scheduled report distribution |
Appendix B: NEXUS Pipeline Status Report Template
# NEXUS Pipeline Status Report
## Pipeline Metadata
- **Project**: [Name]
- **Mode**: [Full / Sprint / Micro]
- **Current Phase**: [0-6]
- **Started**: [Timestamp]
- **Estimated Completion**: [Timestamp]
## Phase Progress
| Phase | Status | Completion | Gate Result |
| -------------- | -------------- | ---------- | ----------- |
| 0 - Discovery | ✅ Complete | 100% | PASSED |
| 1 - Strategy | ✅ Complete | 100% | PASSED |
| 2 - Foundation | 🔄 In Progress | 75% | PENDING |
| 3 - Build | ⏳ Pending | 0% | — |
| 4 - Harden | ⏳ Pending | 0% | — |
| 5 - Launch | ⏳ Pending | 0% | — |
| 6 - Operate | ⏳ Pending | 0% | — |
## Current Phase Detail
**Phase**: [N] - [Name]
**Active Agents**: [List]
**Tasks**: [Completed/Total]
**Current Task**: [ID] - [Description]
**QA Status**: [PASS/FAIL/IN_PROGRESS]
**Retry Count**: [N/3]
## Quality Metrics
- Tasks passed first attempt: [X/Y] ([Z]%)
- Average retries per task: [N]
- Critical issues found: [Count]
- Critical issues resolved: [Count]
## Risk Register
| Risk | Severity | Status | Owner |
| ------------- | -------- | ------------------------- | ------- |
| [Description] | [P0-P3] | [Active/Mitigated/Closed] | [Agent] |
## Next Actions
1. [Immediate next step]
2. [Following step]
3. [Upcoming milestone]
---
**Report Generated**: [Timestamp]
**Orchestrator**: Agents Orchestrator
**Pipeline Health**: [ON_TRACK / AT_RISK / BLOCKED]
Appendix C: NEXUS Glossary
| Term | Definition |
|---|---|
| NEXUS | Network of EXperts, Unified in Strategy |
| Quality Gate | Mandatory checkpoint between phases requiring evidence-based approval |
| Dev↔QA Loop | Continuous development-testing cycle where each task must pass QA before proceeding |
| Handoff | Structured transfer of work and context between agents |
| Gate Keeper | Agent(s) with authority to approve or reject phase advancement |
| Escalation | Routing a blocked task to higher authority after retry exhaustion |
| NEXUS-Full | Complete pipeline activation with all agents |
| NEXUS-Sprint | Focused pipeline with 15-25 agents for feature/MVP work |
| NEXUS-Micro | Targeted activation of 5-10 agents for specific tasks |
| Pipeline Integrity | Principle that no phase advances without passing its quality gate |
| Context Continuity | Principle that every handoff carries full context |
| Evidence Over Claims | Principle that quality assessments require proof, not assertions |
🌐 NEXUS: 9 Divisions. 7 Phases. One Unified Strategy. 🌐
From discovery to sustained operations — every agent knows their role, their timing, and their handoff.