AI literacy and fluency / 9 min read
Validating the DUO Framework
Nexius Labs examines Discover, Understand, Output as a practical framework for moving professionals beyond one-shot prompting toward guided thinking with generative AI.
Start HereNEXIUS CONCEPT LIBRARY / ANALYSIS + EVIDENCE
The concepts behind
the Nexius Path.
Explore Nexius guides to the organisational, engineering, and governance ideas behind human-controlled agentic operations, supported by authoritative sources and clearly labelled practitioner field notes.
Choose a concept03 UNDERSTAND / APPLY / LEAD
A THOUGHT-LEADERSHIP TOPIC CLUSTER
Start with our view.
Go deeper into the evidence.
Every concept now has a dedicated guide with a clear definition, Nexius operating interpretation, practical implementation pattern, common questions, and authoritative reading.
External sources inform the analysis. Inclusion does not imply a partnership with or endorsement by the publisher.
NEXIUS RESEARCH PAPERS
Original thinking,
with clear evidence boundaries.
Nexius research papers develop practical frameworks for AI capability and agentic operations while distinguishing theoretical support, practitioner interpretation, and empirical proof.
NEXIUS FIELD GUIDES / DARRYL WONG
Technical thinking,
translated for leaders.
Reader-focused guides adapted from Darryl Wong’s public implementation notes, with direct links to the original technical material.
01 / OPERATING MODEL
How to Design Non-Technical Work Loops with AI Agents
A practical method for turning recurring business work into bounded, evidence-driven human-agent loops without giving away human authority.
Read field guide 02 / AGENTIC SYSTEMSHow to Agentify ERP and CRM Systems Safely
A governed path from read access to approval-gated execution for businesses introducing AI agents into ERP, CRM, and operational systems.
Read field guide 03 / AI VISIBILITYAI Visibility for SMEs: How to Be Found and Cited by AI
A practical GEO and AEO guide to making an SME website crawlable, understandable, evidence-rich, and useful enough for AI-assisted search to cite.
Read field guide01PEOPLE
AI literacy and practical fluency
Build the practical capability, judgement, and confidence people need to use AI responsibly and create measurable value.
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What this means for your organisation
Our practical interpretation for SME leaders.
Fluency is the workforce foundation. Employees must learn to direct AI, judge its output, protect business information, and remain responsible for the thinking.
GO TO THE SOURCE
Read the original research
Independent reports and technical guidance behind this concept.
02ORGANISATION
Agentic operating models
Bring the Frontier Firm direction, Agent Boss leadership, and everyday human-agent operating design into one organisational blueprint.
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What this means for your organisation
Our practical interpretation for SME leaders.
The Frontier Firm describes the destination, the Agent Boss describes the leadership role, and the agentic operating model turns both into daily responsibilities, workflows, decisions, and accountability.
GO TO THE SOURCE
Read the original research
Independent reports and technical guidance behind this concept.
SEE IT APPLIED
See how Nexius applies it
Practical implementation notes written by Darryl Wong.
03KNOWLEDGE
The Company Brain
Turn approved documents, processes, decisions, and expertise into trusted organisational context for people, applications, and agents.
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What this means for your organisation
Our practical interpretation for SME leaders.
A Company Brain is the governed knowledge foundation: approved sources, ownership, permissions, attribution, freshness, retrieval, and feedback organised around real work.
GO TO THE SOURCE
Read the original research
Independent reports and technical guidance behind this concept.
04WORK
Connected AI applications and systems
Build focused AI applications that connect safely to ERP, CRM, and operational systems while those systems remain authoritative.
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What this means for your organisation
Our practical interpretation for SME leaders.
Connected applications turn AI capability into useful work. They provide a focused experience around an outcome while governed integrations connect agents to the records, rules, and workflows already running the business.
GO TO THE SOURCE
Read the original research
Independent reports and technical guidance behind this concept.
Microsoft Learn / AI-assisted app developmentQuickstart: Build a code app with GitHub CopilotMicrosoft Learn / Business system integrationOverview of connectors for canvas appsMicrosoft Learn / Platform overviewAgents, Copilot, and AI capabilities across ERP and CRMSalesforce / Platform overviewAgentforce: autonomous agents across business functions
SEE IT APPLIED
See how Nexius applies it
Practical implementation notes written by Darryl Wong.
05RELIABILITY
Harness Engineering
Engineer the context, tools, skills, permissions, constraints, tests, and observability that make agents reliable.
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What this means for your organisation
Our practical interpretation for SME leaders.
Reliable agent work depends on the environment surrounding the model. Harness Engineering brings context, tools, skills, permissions, tests, source systems, observability, and recovery into one controlled operating layer.
GO TO THE SOURCE
Read the original research
Independent reports and technical guidance behind this concept.
OpenAI / Engineering case studyHarness engineering: leveraging Codex in an agent-first worldOpenAI / Agent infrastructureThe next evolution of the Agents SDKAnthropic / Engineering guideEffective context engineering for AI agentsModel Context Protocol / Open standardWhat is the Model Context Protocol?
SEE IT APPLIED
See how Nexius applies it
Practical implementation notes written by Darryl Wong.
06IMPROVEMENT
Loop Engineering and optimisation
Combine repeatable execution with evaluation, observability, model routing, and token efficiency to improve outcomes over time.
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What this means for your organisation
Our practical interpretation for SME leaders.
Loop Engineering makes work repeatable and reviewable. Evaluation, observability, model routing, and token optimisation provide the evidence and operating choices needed to improve quality, speed, reliability, and cost per successful outcome.
GO TO THE SOURCE
Read the original research
Independent reports and technical guidance behind this concept.
Nexius Labs implementation on GitHub / Adopted workflow implementationNexius Loop Engineering FactoryAnthropic / Evaluation guideDemystifying evals for AI agentsOpenAI Developers / Technical guideWorking with evalsOpenAI Developers / Cost and latency guidancePrompt cachingAnthropic / Context engineeringEffective context engineering for AI agents
SEE IT APPLIED
See how Nexius applies it
Practical implementation notes written by Darryl Wong.
07CONTROL
Human control and Mission Control
Turn AI risk and governance requirements into visible ownership, permissions, approvals, evidence, escalation, and accountability.
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What this means for your organisation
Our practical interpretation for SME leaders.
AI risks explain what can go wrong, governance defines the responsibilities and controls, and Mission Control operationalises both through named ownership, bounded authority, approvals, evidence, escalation, and continuing oversight.
GO TO THE SOURCE
Read the original research
Independent reports and technical guidance behind this concept.
NIST AI Resource Center / Governance frameworkAI Risk Management Framework CoreAnthropic / Trust frameworkTrustworthy agents in practiceSimon Willison / Security frameworkThe lethal trifecta for AI agents: private data, untrusted content, and external communicationOWASP GenAI Security Project / Security guidanceLLM01:2025 Prompt InjectionOWASP GenAI Security Project / Security guidanceLLM06:2025 Excessive AgencyNIST / Risk management profileArtificial Intelligence Risk Management Framework: Generative Artificial Intelligence ProfileAnthropic / Security researchMitigating the risk of prompt injections in browser useIMDA / Singapore governance frameworkModel AI Governance Framework for Agentic AIIMDA / Governance and assurance toolsArtificial Intelligence in Singapore: Model Frameworks and AI VerifyMonetary Authority of Singapore / Financial-sector information paperArtificial Intelligence Model Risk ManagementMAS-led Veritas Consortium / FEAT assessment toolkitVeritas Toolkit 2.0 for responsible use of AI in the financial sectorNIST / International risk frameworkArtificial Intelligence Risk Management Framework (AI RMF 1.0)
SEE IT APPLIED
See how Nexius applies it
Practical implementation notes written by Darryl Wong.
08CONNECTION
Graph Engineering
Make knowledge, agents, tools, workflows, authority, evidence, and outcomes visible as one governed operating graph.
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What this means for your organisation
Our practical interpretation for SME leaders.
Graph Engineering is the connective discipline behind Nexius Mission Control. It makes what the organisation knows, how work moves, and where human authority applies explicit, governable, and reusable.
GO TO THE SOURCE
Read the original research
Independent reports and technical guidance behind this concept.
COMMON QUESTIONS
Use the library with confidence
before applying it.
The library brings together Nexius concept guides, research papers, practical field guides, and links to authoritative external sources on AI capability, agentic operations, connected systems, governance, and risk.
Start with AI Literacy and Fluency, then choose the concept closest to your immediate business decision. The guides do not need to be read in sequence.
No. The library is designed for SME leaders, managers, operational owners, and technical practitioners. Each guide explains the business meaning before moving into implementation and evidence.
Nexius prioritises relevant primary research, standards, security guidance, platform documentation, and clearly labelled practitioner material. External inclusion does not imply endorsement or partnership.
Use the practical questions and operating patterns in the guide to define a bounded first step, then connect it to the relevant stage of the Nexius Path or discuss the decision with the Nexius team.
FROM CONCEPT TO OPERATING CAPABILITY
Turn the ideas into
your transformation path.
Use the Nexius Agentic AI Adoption Playbook to connect these concepts to your workforce, workflows, systems, risks, and business priorities.