What is a Role Brain?

A Role Brain is a persistent decision-pattern repository that captures the tacit knowledge and instincts of key personnel. When an executive departs, their Role Brain remains as a corporate asset, allowing a successor to operate at full capacity from Day 1.

How does StackFast differ from standard RAG implementations?

Standard RAG retrieves text without understanding context. StackFast provides a reasoning layer that applies judgment through structured logic, builds persistent Role Brains that compound over time, and enforces knowledge sovereignty through a 3-layer governance gate.

What is Knowledge Sovereignty?

Knowledge Sovereignty means your organization's intelligence never leaks into third-party training sets. Every brain entry is tagged for compliance and M&A readiness, with audit trails generated automatically for EU AI Act, SOC2, and HIPAA compliance.

How does StackFast reduce Key-Person Risk?

StackFast captures executive decision patterns, client relationship nuances, and institutional knowledge into structured Role Brains. When key personnel leave, their judgment and instincts remain as a corporate asset, reducing onboarding time for replacements and preserving institutional intelligence.

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plugin

Verifiable Work Product Builder

Verifiable Work Product Builder turns briefs, reports, financial packets, and customer-ready artifacts into traceable work: every output carries source inventory, review status, and an audit receipt instead of becoming another unverified AI draft.

Who it is for

Operators, advisors, auditors, and AI agents that need to produce work a human can approve, cite, and send.

Problem it solves

Native LLM output is easy to draft and hard to trust. This builder makes the work product traceable: what sources were used, what claims were reviewed, what gaps remain, and who approved export.

Activation model

Assisted tenant setup with evidence rules, artifact lanes, approval policy, and export destinations configured before execution.

Proof and source paths

Artifact Studio MCP tools are live for generate, refine, save, export, audit, and retrieval
Board Deliberation MCP is live for independent review and written dissent
MASK and approval gates are enforced before customer-facing export

Repo evidence

lib/artifact-studio/mcp-tools.ts
lib/artifact-studio/engine.ts
app/api/boardroom/deliberate/route.ts
lib/boardroom/llm.ts

Capabilities

create review export work product

mcp

Create a governed artifact, review it against evidence, and export only after approval.

Agent use
Use Artifact Studio MCP tools for draft/refine/save/export/audit plus Board Deliberation MCP for independent written review. Dedicated stackfast.work_product.* tools are pending, so assisted setup maps this product onto live artifact and board tools.

Runtime registry status

Primary registry

stackfast.ai/api/mcp

Status

partial public mcp

Install gate

Install-ready graduation requires dedicated work-product manifests, receipt retrieval, and smoke tests for source inventory plus approval-gated export.

Callable tools

stackfast.artifact.generate
stackfast.artifact.refine
stackfast.artifact.save
stackfast.artifact.export
stackfast.artifact.audit
stackfast.artifact.get
stackfast.board.deliberate

Missing or gated tools

stackfast.work_product.inventory
stackfast.work_product.review
stackfast.work_product.receipt

Sellable as assisted implementation using live Artifact Studio and Board Deliberation MCP tools.
Does not claim autonomous external send; export remains approval-gated.

Agent-readable queries

verifiable AI work product MCPAI report builder with source receiptsagent tool for auditable work productAI document workflow with approval gateMCP tool for traceable reports and briefs