# Reallier (简序智能 · reallier.com)

> We Build and Operate Technology Products. Reallier is an engineering-first technology company building and operating AI-native business software, multimodal production pipelines, governed data lakehouses, and multi-site K3s/GitOps infrastructure.

## 1. Agent Protocol & Public API Endpoints

- [Full Context Markdown (/llms-full.txt)](https://reallier.com/llms-full.txt): Complete single-file Markdown reference of all products, 13 delivery modules (65 concrete deliverables), and 144 audited engineering technologies
- [Company & Agent Manifest JSON](https://reallier.com/api/public/agent/manifest): Machine-readable company profile, capability counts, and endpoint index
- [Structured Catalog Search API](https://reallier.com/api/public/agent/catalog): Filter and search products, delivery modules, and 144 engineering stack items by q, section, domain, scale, or category
- [Item Deep Detail API](https://reallier.com/api/public/agent/item?type=delivery&id=multimodal-ai): Retrieve deep specifications for any product, delivery module, or engineering technology by type and id
- [Delivery Kit Matcher API](https://reallier.com/api/public/agent/delivery-match?presetId=private-ai-stack): Evaluate client requirements or module combinations into concrete deliverable kits, proof metrics, and pre-filled inquiry URLs
- [OpenAPI 3.1 Specification](https://reallier.com/api/public/agent/openapi.json): Standard OpenAPI 3.1 schema for Tool Calling, Custom GPTs, and agent runtimes
- [Developer & Agent Hub (/developers)](https://reallier.com/developers): Interactive documentation and live endpoint explorer for developers and AI agents

## 2. Product Atlas (/products · 19 Public Entries)

### Platforms (3)
- [TalentAI](https://reallier.com/talentai) [BETA · Industry Systems]: One talent operations chain across intelligent recruiting, Core HR, time, payroll, performance, and development.
- [EduVision OS](https://reallier.com/products/education-platform) [BETA · Industry Systems]: One control plane for learning content, AI grading, vision, and infrastructure operations.
- [Quant Platform](https://reallier.com/products/quant-platform) [PREVIEW · Industry Systems]: Market monitoring, strategy management, parameter sweeps, backtests, and account oversight.

### Applications (15)
- [FrameForge](https://reallier.com/products/frameforge) [PREVIEW · Content & Creation]: A controlled comic-video production chain across scripts, storyboards, assets, review, and cost.
- [Plot18](https://reallier.com/products/plot18) [PREVIEW · Content & Creation]: Explore rough-cut review, multitrack editing, and aspect ratios in an interactive demo.
- [AdPilot](https://reallier.com/products/adpilot) [PREVIEW · Content & Creation]: Turn brand briefs into image ads, short videos, creative versions, reviews, and delivery packages.
- [Lumora KB](https://reallier.com/products/full-media-kb) [PREVIEW · Knowledge & Retrieval]: One observable and traceable retrieval chain for documents, images, audio, and video.
- [Reallier Textile ERP](https://reallier.com/products/textile-erp/workspace/) [BETA · Industry Systems]: Connect roll inventory, dye lots, sales orders, cutting remnants, partial shipments, and receivables in one daily workflow.
- [VECTOR](https://reallier.com/products/3d-asset-agent) [PREVIEW · Content & Creation]: A production chain for 3D generation, controlled edits, versioning, conversion, and geometry QA.
- [FlowOps](https://reallier.com/products/multi-agent-ops) [PREVIEW · Agents & Automation]: Multi-agent incident operations built around evidence, approval gates, and audit trails.
- [SignalAtlas](https://reallier.com/products/signalatlas) [PREVIEW · Agents & Automation]: A replayable research chain across multi-source market signals, evidence checks, pattern mapping, and strategy delivery. | Live: https://marketing-agent.reallier.com/
- [Bar Operations Agent](https://reallier.com/products/bar-operations) [PREVIEW · Agents & Automation]: Turn nightly close data into evidence-backed, human-approved, assignable, and auditable operating tasks. | Live: https://bar-agent.reallier.com/
- [Customer Service Agent](https://reallier.com/contact) [LIVE · Agents & Automation]: Unify website chat, WhatsApp, Telegram, and enterprise messaging into one support layer with knowledge-grounded replies and human handoff.
- [Agent Bench](https://reallier.com/products/agent-bench) [INTERNAL · Agents & Automation]: A reproducible chain for third-party Agent integration, protocol evaluation, evidence audits, and trusted rankings. | Live: https://agent-bench.reallier.com
- [FairBatch](https://reallier.com/products/fairbatch) [PREVIEW · Industry Systems]: An on-chain trading and clearing terminal built for Monad, pairing sealed-bid uniform-price batch auctions (FairBatch v0.3) with a continuous limit order book (CLOB) and AI intent atomic grids. | Live: https://clob.reallier.com/fairbatch
- [Arclane AI](https://arclane.reallier.com/) [PREVIEW · Agents & Automation]: Explore a sales workflow from lead discovery and verification to qualification and follow-up. Currently an interactive demo.
- [Prism Cloud Browse](https://reallier.com/contact?type=product&topic=Prism%20Cloud%20Browse) [PREVIEW · Agents & Automation]: Manage separate browser environments in the cloud, capture page evidence, track changes, and collaborate with AI-assisted analysis. Product preview available by appointment.
- [WhatsApp CRM](https://reallier.com/demos/whatsapp-crm/) [PREVIEW · Agents & Automation]: Explore conversations, customer profiles, suggested replies, and knowledge management in one interface. A mock-data demo with no live WhatsApp, AI, or backend integration.

### Tools (1)
- [Carton Design Agent](https://reallier.com/products/carton-design-agent) [PREVIEW · Content & Creation]: From brief to packaging directions, 3D preview, and executable SVG dielines.

## 3. Engineering & Delivery Services (/delivery · 4 Groups / 13 Modules)

### 01 Infrastructure & delivery platforms — From hardware selection to multi-site operations and continuous delivery.
- **01 Full-spectrum hardware & compute infrastructure** (`id: compute-infrastructure`): Workload & compute capacity sizing; Hardware BOM & cost-performance matrix; Memory, bay, PCIe & GPU expansion plan; Rack power & physical network topology; Burn-in stress test & asset inventory
- **02 Multi-site K3s clusters & GitOps private cloud** (`id: private-cloud`): Multi-site K3s & Flux GitOps manifests; Unified OIDC identity & ingress gateway; Metrics, logs & traces observability stack; Cross-site backup & recovery drill playbooks; Cluster operations SOP & handover manual
- **03 Automated GitLab / Harbor CI/CD & release platform** (`id: cicd`): Automated GitLab CI pipeline definitions; Automated quality & security test gates; Harbor registry & SHA-pinned image policy; GitOps write-back & minute-scale rollback; Commit-to-runtime traceability handbook

### 02 AI & content production — Bring models into business workflows and repeatable production.
- **04 Multi-model gateway & multimodal AI application engineering** (`id: multimodal-ai`): Provider-neutral hot-switch model gateway; Async queues, retry & circuit-breaker engine; Structured output validation & persistence; Per-call token & multimodal cost ledger; Production business APIs & streaming endpoints
- **05 Open LLM (≤32B) & visual LoRA fine-tuning and deployment** (`id: model-customization`): Curated instruction / visual dataset & mix recipe; Reproducible SFT / DPO / QLoRA training scripts; Tuned adapters & quantized weights (GPTQ/AWQ/GGUF); Pre/post benchmark & regression audit report; vLLM / ComfyUI inference deployment bundle
- **06 ComfyUI multimodal video & content production pipelines** (`id: media-production`): Script-to-storyboard-to-render pipeline system; Production-locked ComfyUI & media workflows; Character lock, ControlNet & prompt library; Versioned review, provenance & asset archive; Per-asset compute & API cost accounting ledger

### 03 Data & business systems — Build governed data foundations and software around your business rules.
- **07 Iceberg lakehouse foundation & enterprise knowledge governance** (`id: data-governance`): Iceberg + Polaris + Trino lakehouse control plane; Medallion 4-tier ingestion & transformation pipelines; Data quality gates & lineage tracking records; Qdrant vector index & source-cited retrieval API; Identity-bound data & document access policies
- **08 Multi-tenant, audit-ready enterprise business software** (`id: business-software`): Domain models & database migration scripts; Full-stack application source & OpenAPI docs; Multi-tenant isolation & RBAC permission matrix; SSO integration & immutable operation audit logs; Legacy data migration scripts & operations guide

### 04 Technical assurance & ongoing delivery — Define technical choices, acceptance criteria and operating responsibilities.
- **09 Automated software quality gates & AI model/agent evaluation** (`id: quality-assessment`): Client-derived golden evaluation dataset; 4D model/agent scorecard (quality/speed/cost/fail); Code, architecture, perf & security baseline audit; Reproducible benchmark scripts & raw evidence pack; Risk-ranked findings & CI quality-gate blueprint
- **10 Architecture review, stack comparison & PoC validation** (`id: architecture-review`): Current-state inventory & constraint matrix; Open-source vs. commercial candidate comparison; Scoped PoC validation code & benchmark results; Architecture Decision Records (ADR) & review report; Phased migration roadmap with rollback paths
- **11 Software & AI vendor selection and delivery oversight** (`id: vendor-delivery`): Priceable, testable technical RFP specification; Vendor proposal scoring matrix & inquiry log; Milestone deliverable, change & risk register; Stage code/model inspection & review memos; Final technical acceptance & open-issue ledger
- **12 Production system lifecycle maintenance, drills & security patching** (`id: lifecycle-maintenance`): Contractual SLA, response tiers & RTO/RPO plan; Alerting rules & full-stack health dashboards; Periodic backup restoration drill reports; CVE security patching & dependency upgrade logs; Incident postmortems & periodic service reports
- **13 Three-stage (Prototype → Validation → Production) product development** (`id: phased-development`): Stage 1 (Prototype): Week-scale operable demo; Stage 2 (Validation): User trial env & telemetry report; Stage-gate review pack: scale, pivot or stop; Stage 3 (Production): Full auth, persistence & monitoring; Complete source, pipeline & operations handover

### Delivery Preset Bundles
- **Private LLM & Enterprise Knowledge Stack** (`presetId: private-ai-stack`): Compute sizing + 32B fine-tuning + Lakehouse & RAG — Modules: `compute-infrastructure, model-customization, data-governance` | [Configure Inquiry](https://reallier.com/contact?type=service&services=compute-infrastructure%2Cmodel-customization%2Cdata-governance&pace=turnkey&deployment=private&handover=source)
- **End-to-End AI Business Application** (`presetId: ai-business-app`): Multimodal AI + Enterprise software + Quality gates — Modules: `multimodal-ai, business-software, quality-assessment` | [Configure Inquiry](https://reallier.com/contact?type=service&services=multimodal-ai%2Cbusiness-software%2Cquality-assessment&pace=turnkey&deployment=private&handover=source)
- **Phased New-Business Incubation** (`presetId: mvp-incubation`): Week-scale prototype + Multimodal AI + Business system — Modules: `phased-development, multimodal-ai, business-software` | [Configure Inquiry](https://reallier.com/contact?type=service&services=phased-development%2Cmultimodal-ai%2Cbusiness-software&pace=phased&deployment=hybrid&handover=source)
- **Studio-Grade Media Production Line** (`presetId: media-factory`): Media pipeline + Visual LoRA tuning + Multimodal AI — Modules: `media-production, model-customization, multimodal-ai` | [Configure Inquiry](https://reallier.com/contact?type=service&services=media-production%2Cmodel-customization%2Cmultimodal-ai&pace=turnkey&deployment=private&handover=source)
- **Multi-Site Private Cloud & CI/CD** (`presetId: cloud-devops`): Multi-site K3s + DORA CI/CD + Lifecycle maintenance — Modules: `private-cloud, cicd, lifecycle-maintenance` | [Configure Inquiry](https://reallier.com/contact?type=service&services=private-cloud%2Ccicd%2Clifecycle-maintenance&pace=turnkey&deployment=private&handover=source)
- **Architecture Review & Vendor Oversight** (`presetId: tech-oversight`): Architecture PoC + Quality benchmark + Vendor oversight — Modules: `architecture-review, quality-assessment, vendor-delivery` | [Configure Inquiry](https://reallier.com/contact?type=service&services=architecture-review%2Cquality-assessment%2Cvendor-delivery&pace=advisory&deployment=private&handover=source)

## 4. Engineering Capability Map (/services · 144 Audited Technologies)

- **Agent Orchestration** (`category: agent`, 20): OpenClaw Assistant Gateway, Eigent Multi-agent Desktop, Beads Agent Memory, Vision Agents Framework, UI-TARS Desktop Agent, n8n Workflow Automation, DroidRun Mobile Automation, Freqtrade Crypto Trading Bot ...
- **AI Coding** (`category: coding`, 18): GitNexus Code Graph, RTK Output Compression Proxy, Warp Agentic Terminal, CC Switch Config Console, Superpowers Development Skills, Chrome DevTools Browser Control, OpenCode Coding Agent, Vibe Kanban Orchestration ...
- **Quality & Eval** (`category: quality`, 7): Langfuse Observability, Promptfoo Prompt Eval, DeepEval Eval Framework, Ragas RAG Evaluation, Playwright End-to-End Testing, Sentry Error Tracking, Open Code Review AI Code Review
- **Red Team & Security** (`category: redteam`, 8): Garak Red Team Scan, PyRIT Adversarial Testing, Strix Penetration Testing, Monty Secure Sandbox, Trivy Security Scanner, PentAGI Penetration Testing, reverse-skill Reverse Security Research Router, security-audit-skill Code Security Audit
- **Knowledge Engine** (`category: knowledge`, 18): RAGFlow Knowledge Engine, AnythingLLM Private Knowledge Base, LangExtract Text Extraction, PageIndex Vectorless Retrieval, NocoDB Open-source Spreadsheet, LangChain Application Framework, LlamaIndex Data Framework, Firecrawl Web Crawling ...
- **Creative Production** (`category: creative`, 10): Remotion Video Generation, ComfyUI Node-based AI Art, Excalidraw Whiteboard, PPT Master Native PPTX Workflow, Pixelle-Video Factory, Open Design Workflow OS, FFmpeg Media Engine, ThreeUI Interactive 3D Components ...
- **Data Insight** (`category: insight`, 9): OpenBB Financial Terminal, TradingAgents Financial Research Framework, Superset Data Visualization, Metabase Business Intelligence, DuckDB Analytical Engine, Airflow Data Orchestration, Spark Big Data Engine, Tushare Financial Data Platform ...
- **Productivity & Identity** (`category: utility`, 7): DocuSeal E-signature, ZITADEL Identity Infrastructure, Mattermost Team Collaboration, Open WebUI Model Interface, Macro Team Workspace & Shared Memory, bitchat Decentralized Offline Mesh Chat, Univer Open Office SDK
- **Infrastructure** (`category: infra`, 17): PostgreSQL Relational Database, Redis In-Memory Store, Nginx Reverse Proxy, Caddy Automatic HTTPS, MinIO Object Storage, Elasticsearch Full-Text Search, ClickHouse Analytical Database, Qdrant Vector Database ...
- **Model Serving** (`category: inference`, 15): PyTorch Deep Learning Framework, vLLM Inference Engine, Ollama Local Model Runtime, llama.cpp Edge Inference, SGLang Inference Runtime, Transformers Model Library, Whisper Speech Recognition, LiteLLM Model Gateway ...
- **Cloud Native** (`category: cloudnative`, 15): Kubernetes Container Orchestration, Docker Container Runtime, Grafana Observability Dashboards, Prometheus Metrics Monitoring, containerd Container Runtime, etcd Distributed KV Store, Helm Package Manager, Argo CD Declarative Delivery ...

## 5. Public Documentation & Founder Notes (/docs & /founder)

- [在框架与智能之间：LangChain 生态的结构性演化](https://reallier.com/docs/research/langchain-evolution) [founder/research]: LangChain 已经不再是一个框架，而是一套关于如何组织与运维现 LLM 应用的"生态结构"。从工具集到语法层、逻辑层与运维层，它折射出整个行业从模型调用向应用工程化的转向。
- [秩序的容器：AnythingLLM 与私有知识的拓扑重构](https://reallier.com/docs/research/anythingllm-topology) [founder/research]: 现代 AI 应用的困境往往源于组件的强耦合。AnythingLLM 通过抽象 RAG 系统的核心要素，实现了技术主权的让渡与"解耦主义"。在通向 AGI 的路上，架构的灵活性比单纯迭代模型更有意义。
- [Agent 落地的第一性原理：少一点对话，多一点工具](https://reallier.com/docs/research/agent-first-principles) [founder/research]: 从追求"全能员工"回归到"自动化脚本"。为什么在企业内部效率场景中，确定性的逻辑串联远胜于拟人化的复杂对话？终结模型之间的"小作文协作"，让 AI 回归组件化的软件工程本质。
- [Coze、Dify 与 n8n：AI 工作流平台的工程化调研与实战坑点](https://reallier.com/docs/research/workflow-platforms-comparison) [founder/research]: 从零代码拖拽的 Coze 到主打工程师 AI 中台的 Dify，再到被降维使用的 n8n。剥开宣传滤镜，看看主流 AI 平台在生产真实环境中的选型坑点与水位边界。
- [Manus 技术深度调研（2026）：它到底是怎么把 Agent 跑起来的？](https://reallier.com/docs/research/manus-deep-dive) [founder/research]: 一篇尽量讲人话的 Manus 技术拆解：从上下文工程、并行多 Agent、Sandbox、浏览器自动化，到 Skills、MCP 和 API。重点讲清"它为什么能做成事"，也讲清"哪些地方还不透明"。
- [常见问题 FAQ](https://reallier.com/docs/getting-started/faq) [company/getting-started]: 关于 Reallier 服务范围、评估流程、部署方式与运维支持的常见问题
- [GitHub 金融分析工具全景调研](https://reallier.com/docs/research/financial-tools-landscape) [founder/research]: 覆盖 30+ 核心开源项目，7 大类别：综合平台、量化框架、AI/LLM、回测引擎、数据接口、加密交易、技术分析
- [技术服务交付流程](https://reallier.com/docs/getting-started/service-delivery) [company/getting-started]: 从需求评审到交付上线的标准化服务流程说明
- [云成本诊断：我们怎么做，你会拿到什么](https://reallier.com/docs/services/cloud-cost-diagnostics) [company/services]: 以现有系统的真实负载数据为出发点：4-5 小时采集，反推你实际在用什么、在浪费什么、应该用什么，产出带 ROI 测算的降本路径。
- [混合云与私有化迁移](https://reallier.com/docs/getting-started/hybrid-and-private-migration) [company/getting-started]: 什么时候该把库和搜索迁出公有云，迁移怎么分阶段，硬件归谁，业务会不会断
- [云成本诊断报告样例（合成数据）](https://reallier.com/docs/services/cloud-cost-diagnostics-sample) [company/services]: 一份完整诊断报告的结构示范：实例级利用率反推、业务规模画像、风险发现、三条降本路径与 ROI 测算。数据为合成数据，不指向任何真实客户。
- [OpenCLI 深度调研](https://reallier.com/docs/research/opencli-specification) [founder/research]: 从 CLI 版 OpenAPI 的定位、生态进展、争议点到企业采用建议的完整研究笔记

## 6. Contact & Engagement

- Interactive Delivery Configurator: https://reallier.com/delivery#delivery-configurator
- Project & Service Inquiry: https://reallier.com/contact?type=service
- 3D Digital Twin Campus & Live Operations: https://reallier.com/inside
- Product Feedback & Roadmap Community: https://reallier.com/community