Agent Skeletons
General-purpose agent skeletons tailored for core business modalities. Each skeleton embeds common controls and safety guardrails; business teams adapt them by assembling business packs and domain rules without modifying skeleton code.
Doc
Engineered for document-heavy workloads like contracts, bid dossiers, and research reports. It handles document parsing, background jobs, and masked exports; business teams configure review rules and templates to build document agents without altering source files.
Capabilities
Tiered Review & Redline Suggestions
Inspect draft documents against domain rules to generate tiered finding lists and redline suggestions
Redaction & Watermarked Export
Mask sensitive fields and apply watermarks before sharing, refusing export if sensitive areas cannot be verified
Source Integrity & Isolated Artifacts
Archive review findings and generated artifacts independently without modifying original source files
Tender Extraction & Bid Generation
Extract disqualification criteria and scoring points, generating bid document drafts according to the issuer's formatting requirements
Background Task Scheduling
Offload large file parsing and deep comparisons to background workers with proactive completion notices
Business fit
Bidding & Commercial
Applied to tender analysis, disqualification risk checks, and bid document drafting
Legal & Contract Review
Provide a contract management pack to review draft Word contracts against rules, flag risky clauses, and offer redline suggestions
Market Research Pilot
Piloted for gathering public materials, comparing competitor features, and compiling template-based briefs
General Document Review
Suitable for information extraction and review across invoices, resumes, financial reports, and other documents
Browser
Designed for systems lacking APIs. Via a browser extension, agents work within employees' existing Chrome sessions without storing passwords, executing only precompiled actions on allowlisted domains while handing off sensitive steps to humans.
Capabilities
Zero Credential Storage & Session Reuse
Operate directly within authenticated Chrome sessions without storing account passwords on servers
Domain Allowlist & Dedicated Window
Restrict navigation strictly to allowlisted domains and run inside dedicated windows without disturbing user tabs
Three-Tier Human Collaboration
Require employee confirmation for write actions flagged by business packs, hand off captchas to users, and ask for assistance when needed
Read-Only Tooling & Audit Trail
Provide out-of-the-box read-only tools while displaying visible debug notices and maintaining full action logs
Precompiled Commands & State Tracking
Execute only precompiled safe commands with pacing controls, halting on ambiguous states to avoid duplicate writes
Business fit
Internal System Inspection
Suitable for navigating internal system pages to inspect content and compile summary reports
SaaS Data Entry & Export
Suitable for entering structured records or extracting tabular data from third-party portals lacking open APIs
Government & Platform Filing
Suitable for declaration platforms that require employee login, where agents pre-fill forms for staff to review and submit
Public Page Review
Suitable for visiting allowlisted public sites to extract content and capture page snapshots
Data
Built for data analysis and report generation. It translates natural language into read-only queries, computes metrics locally, and compiles interactive HTML or paginated PDF reports, masking declared sensitive columns.
Capabilities
Multi-Format Visual Reports
Generate 7 chart types from natural queries, assembling Markdown, interactive HTML, and paginated PDF reports
AST-Level Read-Only Guard
Enforce read-only semantics via deep AST validation, preventing unauthorized data modifications at the source
Local Compute Without Model Code Execution
Perform aggregations inside a local workspace without executing model-generated code, reducing load on prod databases
Declarative Field Masking
Mask declared sensitive fields across previews, charts, and reports; models receive aggregated results without raw row-level details
Semantic Metadata Mapping
Guide query generation using business metrics and schema context defined in packs, avoiding full-database exposure
Business fit
Council Deliberation Support
Applied within PrismCouncil deliberations, delivering data evidence and quantitative charts
Business Analysis
Suitable for weekly and monthly reports, KPI period-over-period tracking, and anomaly detection
Sales & Funnel Analytics
Suitable for opportunity funnel conversion analysis, channel comparison, and sales performance reporting
Supply Chain & Operations
Suitable for database analysis workloads such as inventory turnover and fulfillment timelines
Assist
Designed for ticketing, CRM, and enterprise systems. Accessible via WeCom and a pre-release web chat page, it enforces read-write separation with write confirmation cards and role-based sign-offs, interacting through CLI or API adapters without storing the business data itself.
Capabilities
Read-Write Separation & Previews
Execute read queries directly; required writes prompt confirmation cards, with change previews when supported by connected systems
Role-Based Approvals & Sign-Off
Rules determine which writes require sign-off, defaulting to requester confirmation or designated role approval, never executing unconfirmed
Dual Channel Access & Session Continuity
Support WeCom and a pre-release web chat page, maintaining session state across devices and returning existing status on retries
Standard API Adapters
Generate command-line adapters directly from standard OpenAPI specifications without custom code per endpoint
Knowledge Retrieval & Scheduled Jobs
Connect to LarkScout to retrieve knowledge documents, supporting scheduled scans and proactive due-date alerts
Business fit
Tech Support & Ticketing
Applied to ticket query, troubleshooting triage, and knowledge answers; writes require confirmation and ticket closure needs manager sign-off
Sales & CRM Assistance
Applied to opportunity logging, follow-up records, and automated reminders, with human sign-off on changes
ERP & HR Administration
Suitable for conversational queries and update confirmations across ERP, HR, and related systems
Adapting to a new business
Skeletons handle runtime execution, permission checks, and safety guardrails. Teams adapt to business domains by assembling business packs and rules, without altering skeleton code.
Deploy Skeleton Environment
IT teams deploy the generic skeleton on managed infrastructure, configuring underlying model endpoints and baseline environment settings
Assemble Business Pack
Domain teams define schemas, review rules, document templates, and declare business system commands in a self-contained pack
Loading & Activation
When hosted, business packs take effect in the next conversation turn once delivered into the workspace, requiring no process restart
Iterate Domain Rules
Expand to new business workloads primarily by adding or updating business packs
Working with ReadyForAI products
Managed Hosting & Policy Routing
All four skeletons can be hosted on NodalOS for process lifecycle management and unified model routing; Assist tools undergo NodalOS policy checks before execution
Business Pack Distribution
Leverage HarnessServer to distribute business packs, rules, and context into agent workspaces, installing and removing them without restarts
Unified Workspace Integration
Users issue tasks in AULO, where NodalOS coordinators dispatch them to skeletons such as Browser and Data for execution
Council Deliberation Support
Agents built on the Data skeleton can serve as data advisors in PrismCouncil deliberations, submitting data evidence and analytical charts
Controlled Knowledge Retrieval
Assist connects to LarkScout to retrieve knowledge documents, supporting question answering in scenarios such as tech support