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Praxis

An agent framework that connects AI reasoning with your data, tools and workflows.

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Act line / Stop 02 / Agent framework

02 / Praxis

How It Works

From a request to a checked, approved result.

Illustrative

RequestValidate this week's supplier updates before the trade cycle.

  1. PlanValidate supplier updates, then push clean data
  2. ToolQuery supplier database
  3. ToolParse price list PDF
  4. CheckBusiness rules: 2 exceptions
  5. WaitApproval needed from a personApproveHold

Trace

query_suppliers09:14:02in: week 41 / out: 312 rows
parse_pdf09:14:05in: prices.pdf / out: 48 lines
check_rules09:14:06in: 360 items / out: 2 exceptions
pause09:14:06for approval / decision: pending

03 / Praxis

What It Does

  • 01

    Plan

    Understands the request and turns natural language into intent.

  • 02

    Execute

    Retrieves structured data and calls tools: databases, files, web search, ticketing and internal APIs.

  • 03

    Validate

    Checks results with deterministic rules and model-based QA, then returns a structured answer downstream systems can use.

  • 04

    Reusable Skills

    Agents are assembled from reusable skills, prototyped quickly, then hardened with guardrails, tests and traceability before they go live.

04 / Praxis

Control and Audit

Guardrails, where a person decides, and what gets logged.

Guardrails
Agents are hardened with guardrails and tests before they go live, and return structured responses so downstream systems don't have to guess.
Where a Person Decides
If a step needs approval, the agent pauses, captures the decision and continues with full context.
What Gets Logged
Every agent step is logged, with tool inputs and outputs.

Praxis is the agent framework in VectorMind. Agents plan, call tools and validate their results, and every step is logged with its tool inputs and outputs.

  • Tenant isolation
  • Full audit trail
  • POPIA and GDPR
  • Model choice

05 / Praxis

Where It Runs

Sovereignty, deployment and POPIA.

Praxis: Understands the request and turns natural language into intent. Calls tools, then checks results with deterministic rules and model-based QA. If a step needs approval, the agent pauses, captures the decision and continues. Every agent step is logged, with tool inputs and outputs.

01 / PlanUnderstands the request and turns natural language into intent.
Agent layer
The agent layer of the VectorMind platform, connecting data, tools and reasoning.
Connects to
Databases, file systems, web search, ticketing and internal APIs, through tools.
Platform
Cloud, private cloud or sovereign on-premise environments, with tenant isolation.
POPIA
CohesionX platforms never train on your sensitive information, and follow strict access controls, encryption and compliance protocols, including POPIA and GDPR.

06 / Praxis

Specs

Inputs
  • Natural-language requests
  • Databases
  • Files
  • Internal APIs
Outputs
  • Structured responses
  • Exception reports
  • Prioritised action lists
Integrations
  • Databases
  • File systems
  • Web search
  • Ticketing
  • Internal APIs
Platform
  • VectorMind
  • Tenant isolation
  • Full audit trail
  • POPIA and GDPR
  • Model choice

07 / Praxis

On the Line

Praxis on the Act line, with its neighbours.

  1. VectorMindInterchange
  2. BusinessGPTClosed-loop gen AI
  3. PraxisYou are here
  4. NeuroflowWorkflow orchestration
  5. Delta DrafterAI drafting engine
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