Data governance is the discipline · the knowledge base is the supply line · skills are the weapons · workflows are the formation · multi-agent is the task force.
Not buying a chatbot, but leading an AI team that fights in coordination, has an org structure, and leaves an audit trail.
The first pitfall of enterprise AI: scattered knowledge · unclear permissions · untrustworthy answers · no audit trail. We lay these foundations solid first.
From single capability to coordinated operations: we split enterprise AI into four tiers, each solid, manageable, and scalable.
Karpathy card-flow capture × RAG provenance retrieval — every answer traces back to its source.
Trigger → Node → Condition → Approval → Result — draw the business process and it runs.
150+ MCP skills · versioning / permissions / canary / audit — each skill is like an entry in the App Store.
Single Agent → squad → specialist → task force. Raise the Agent like you'd mentor a new hire.
The Agent is not an add-on floating outside the Huihuo Enterprise Suite, but an extension of it. The same org structure · the same permission system · the same audit trail.
The Agent binds to res.users, automatically inheriting department, position, and direct manager — when the org changes, the Agent changes too.
Huihuo Enterprise Suite ACL + record rules extend to the RAG retrieval layer; the Agent cannot see over-privileged content.
Amount / risk / compliance-sensitive actions auto-route to Huihuo Enterprise Suite Approvals; they execute only after human sign-off.
Skill invocations · model requests · output results are all written to mail.tracking.value; replayable and accountable.
Token costs are attached to Huihuo Enterprise Suite analytic accounts and billed automatically at month-end.
Business rules are defined in the Huihuo Enterprise Suite and read by the Agent via MCP — change once, sync everywhere.
Every Agent has a growth path: onboarding → coaching → specialization → collaboration. We provide the supporting cultivation toolchain.
Mount the base knowledge base + base skills so the Agent can start working.
Enable experience replay so the Agent learns from successes · avoids failures.
Specialized Agent routing: Sales / HR / Finance / R&D / Support.
A2A collaboration + Orchestrator scheduling · task-force operations.
Starting from common business roles, each Agent ships with preset knowledge-base templates, workflow templates, and skill sets.
Customer profiling · opportunity scoring · quote generation · contract drafting · follow-up reminders — sales just negotiates, the details go to the Agent.
Resume parsing · auto JD matching · interview scheduling · background-check kickoff · offer drafting · onboarding orchestration.
Monthly/weekly reports · anomaly alerts · cash-flow forecasting · three-way contract-invoice matching · automatic analytic-accounting aggregation.
Code repos / papers / patents / BOM / historical work orders — one sentence brings back "who did this last time."
Multi-turn dialogue · knowledge-base provenance · ticket linkage · sentiment detection · auto-escalation to humans · satisfaction closed loop.
Contract clause scanning · risk identification · internal-control rule checks · related-party transaction alerts · on-chain audit logging.
Every layer is replaceable, auditable, and compliant — the governance thread runs top to bottom through all layers.
Data cleanup → Karpathy knowledge-base build-out → workflow orchestration → skill authorization → human-in-the-loop trial run → outcome evaluation → horizontal replication. One team from consulting to deployment.
Data governance · knowledge base · workflows · skills · multi-agent collaborative cultivation.
Apply for a PoC pilot
Scattered docs · knowledge loss · unclear permissions · no audit trail — the AI task force becomes stragglers.
Karpathy KB + RAG provenance + row-level ACL + closed-loop audit — strict discipline.
Karpathy card-flow capture × RAG provenance retrieval — every answer traces back to its source.
Trigger → Node → Condition → Approval → Result — draw the business process and it runs.
150+ MCP skills · versioning / permissions / canary / audit — each skill is like an entry in the App Store.
Single Agent → squad → specialist → task force. Raise the Agent like you'd mentor a new hire.
· Org Structure inherits Huihuo Enterprise Suite employee identity
· Access Control row-level permissions pushed down to retrieval
· Approval Flow HITL manual review for sensitive actions
· Audit Trail every invocation written to mail.tracking
· Cost Aggregation Token cost attached to analytic account
· Business Rules change once, sync everywhere
Mount the base knowledge base + base skills.
Enable experience replay to learn from successes and avoid failures.
Specialized Agent routing.
A2A + Orchestrator task-force operations.
Customer profiling · opportunity scoring · quote generation · contract drafting · follow-up reminders — sales just negotiates, the details go to the Agent.
Resume parsing · auto JD matching · interview scheduling · background-check kickoff · offer drafting · onboarding orchestration.
Monthly/weekly reports · anomaly alerts · cash-flow forecasting · three-way contract-invoice matching · automatic analytic-accounting aggregation.
Code repos / papers / patents / BOM / historical work orders — one sentence brings back "who did this last time."
Multi-turn dialogue · knowledge-base provenance · ticket linkage · sentiment detection · auto-escalation to humans · satisfaction closed loop.
Contract clause scanning · risk identification · internal-control rule checks · related-party transaction alerts · on-chain audit logging.
We train a general-purpose foundation model into an enterprise-grade Agent that understands your industry, follows your rules, and remembers your team — natively connecting to the Huihuo Enterprise Suite, Jira, GitLab, Feishu, DingTalk, and 30+ other internal systems to run real business workflows.
A general-purpose foundation model doesn't know your business rules or history; through industry-knowledge injection, workflow orchestration, long-term team memory, and safety guardrails, the Huihuo Agent becomes a senior employee that actually gets work done.
We support private/on-premise deployment with customization on demand. Contact Qingdao Huo15 (phone 18554898815, email support@huo15.com) for a solution and quote.