Folium Systems

AI systems for real operations

Glossary

Plain language for serious AI work.

Folium Systems uses technical depth, but customers should not need jargon to understand the first step. This glossary explains common terms in operational language.

Glossary finder

Governance

AI Systems Audit

Plain English

A structured review of processes, data, tools, risks, staff readiness, and first build opportunities.

Technical meaning

Discovery and risk mapping across processes, data, systems, AI usage, owners, and first-build candidates.

Buyer question

Where should we start without buying the wrong AI tool?

Records

Demo Portal

Plain English

A working sandbox experience that lets stakeholders inspect a future process before production wiring.

Technical meaning

A static or sandboxed application surface used to test process behavior before production integration.

Buyer question

Can stakeholders inspect the idea before production wiring?

Knowledge

RAG

Plain English

Retrieval-augmented generation: a pattern where AI answers from selected sources instead of relying only on general model memory.

Technical meaning

A retrieval layer that selects approved source context and passes it into a model response path.

Buyer question

Can the AI answer from our approved knowledge instead of guessing?

Records

Human Review Point

Plain English

A required point where a person reviews, approves, rejects, or escalates AI-assisted work.

Technical meaning

A required point where a person inspects, approves, rejects, or escalates AI-assisted work.

Buyer question

Where does a person stay in control?

Architecture

Local AI

Plain English

AI that runs on hardware or infrastructure closer to the business, often for control, privacy, cost, or resilience reasons.

Technical meaning

Model execution on controlled hardware, private infrastructure, or customer-owned environments.

Buyer question

Can sensitive or costly work run closer to us?

Architecture

Hybrid AI

Plain English

An architecture that uses more than one runtime path, such as local models for private work and cloud APIs for broader tasks.

Technical meaning

A routed architecture that uses multiple model/runtime paths under one control layer.

Buyer question

Which tasks should be local, private, cloud, or routed?

Knowledge

AI Estate

Plain English

The collection of models, prompts, tools, agents, data sources, runtimes, logs, approvals, and operating records around AI.

Technical meaning

The managed portfolio of models, prompts, agents, tools, data sources, logs, releases, and controls.

Buyer question

Who owns all the AI pieces after launch?

Records

AI Orchestration Control Plane

Plain English

The operating layer that routes work across models, agents, memory, tools, people, runtime lanes, approvals, logs, rollback, and support.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

Folium Tool Foundry

Plain English

The Folium capability for building or selecting the tools a workflow needs: assessment systems, review generators, routing utilities, model/eval helpers, launch-room assets, and market-standard integrations.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

Sphere Of Influence

Plain English

Folium's public influence engine: useful language, buyer education, field manuals, review assets, partner enablement, and operating doctrine that help the market recognize serious AI work.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Governance

Operating Standard

Plain English

A reusable way to judge AI delivery through named workflows, boundaries, records, gates, support paths, and human ownership before a system earns more authority.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

AI Profitability Engineering

Plain English

Folium's discipline for making AI economically useful by narrowing the workflow, right-sizing the model and runtime, controlling recurring cost, and measuring cost per useful business output.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Knowledge

Right-Sized Model

Plain English

The smallest capable model or system route that can perform the job safely, which may be a focused model, retrieval workflow, local CPU-capable path, rules-assisted agent, private endpoint, or cloud model.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Governance

Symbolic Coding

Plain English

Folium's delivery discipline for turning AI-assisted exploration into named workflows, states, data classes, API contracts, permissions, eval cases, records, launch gates, and operating handoff.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

Vibe Coding

Plain English

A fast exploratory style of AI-assisted building that can help with sketches, language, and prototypes, but should be converted into reviewable symbols, contracts, tests, and records before business dependency.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Knowledge

Runtime Capacity Engineering

Plain English

The discipline of placing AI workloads across cloud, private, local, GPU, CPU, container, retrieval, and fallback routes based on risk, cost, latency, privacy, resilience, and support.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Governance

Provider Live Gate

Plain English

A readiness boundary that keeps external APIs, credentials, webhooks, contracts, monitoring, rollback, and support ownership pending until live authority is approved.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Governance

AI Continuity

Plain English

The backup, restore, fallback, degraded-mode, evidence, incident, and relaunch discipline that keeps AI capability recoverable under pressure.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Governance

Evidence Bundle

Plain English

A timestamped review packet containing workflow maps, tests, screenshots, known limits, owners, support notes, decisions, and next-stage records.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Knowledge

Escalation Fabric

Plain English

A notification and owner-routing layer that classifies AI signals by urgency and records delivery, acknowledgement, replay, escalation, and resolution.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Knowledge

AI Operations Command Deck

Plain English

A reviewable operating surface for AI health, cost, incidents, model routes, agent fleet state, source freshness, release notes, support ownership, and rollback triggers.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

ModelOps And AgentOps

Plain English

The operating discipline for monitoring model behavior, agent behavior, route health, drift, failed actions, eval results, incidents, releases, and lifecycle states.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

Private Model Lab

Plain English

A controlled environment for shaping, comparing, evaluating, and gating specialized model or advisor behavior before it becomes operational.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Knowledge

Business Brain

Plain English

The source truth, policy, process memory, customer rules, owner decisions, knowledge network, and human judgment boundaries that AI must respect.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

Agent Fleet

Plain English

A managed group of scoped AI agents with defined jobs, tool permissions, model routes, review points, logs, health checks, and lifecycle records.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Governance

Agentic API Governance

Plain English

The use of API contracts, permissions, rate limits, tool scopes, data classes, audit logs, fail-closed behavior, and action gates to control agent tool use.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Governance

Human-Gated Autonomous Operations

Plain English

A workflow design where AI can observe, recommend, route, or draft quickly, while state-changing, risky, customer-impacting, or expensive actions pass through human gates.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

Dark Code

Plain English

Old, hidden, stale, or poorly understood scripts, automations, prompts, routes, dependencies, or exposed services that may affect AI behavior or security without clear ownership.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

Review Binder

Plain English

A review file containing scope, tests, screenshots, known limits, owners, launch requirements, and production requirements.

Technical meaning

A file that packages scope, tests, screenshots, owners, risks, limits, and next-stage decisions.

Buyer question

What records do reviewers need before the next stage?

Records

Launch Readiness Review

Plain English

A required review point where owners compare records, risks, approvals, support readiness, and rollback paths before advancing an AI process.

Technical meaning

A formal advancement decision tied to records, support readiness, rollback, approval, and monitoring.

Buyer question

What must be true before this process advances?

Records

Precondition Ladder

Plain English

A list of what must become true before a process, model, agent, or integration is allowed to move to the next stage.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Governance

Service Boundary Contract

Plain English

A plain-language operating agreement that names what a delegated service may do, what it may not own, what records it returns, and when it must stop.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

Rollback Trigger

Plain English

A specific signal that tells the team to pause, revert, or return to a safer mode, even if the software is still technically online.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Knowledge

No-Drift Migration

Plain English

A migration pattern that moves workload carefully while preserving source truth, ownership, review, recovery, and customer-facing honesty.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Records

Binding Governance

Plain English

Governance that is enforced by the system through approvals, access limits, logs, fail-closed behavior, and human approval points instead of only being written in policy.

Technical meaning

Operational AI term translated into a practical review or implementation decision.

Buyer question

What business decision does this term help us make?

Knowledge

Evaluation Scorecard

Plain English

A structured record of how an AI process performed across answer quality, source grounding, safe actions, reliability, latency, and critical failures.

Technical meaning

A scoring model for answer quality, process completion, groundedness, safe actions, latency, and failure modes.

Buyer question

How do we know the process is reliable enough?

Architecture

Data Boundary

Plain English

The rules that decide what information AI can see, where it can travel, how it is masked or retained, and what actions require human approval.

Technical meaning

The policy and technical control surface for what data AI can access, retain, transform, or route.

Buyer question

What data can AI see, where can it go, and who approves exceptions?

Start here

The terms matter less than the first process.

Folium can translate the technology into a path your business can inspect, operate, and improve.

  1. 01 Scope
  2. 02 Build
  3. 03 Prove
  4. 04 Operate

Folium operating standard

The work should feel built, controlled, and human enough to trust.

Every Folium path points back to the same discipline: make the work visible, build the right surface, protect the business, keep people in control, and move only when the record is strong enough to carry the next decision.

  1. 01 Understand

    Translate business pressure into a workflow, role, data, and decision path people can explain.

  2. 02 Build

    Create the app, portal, dashboard, agent route, data process, or demo room the work actually needs.

  3. 03 Control

    Define owners, permissions, runtime, records, provider gates, support paths, and rollback.

  4. 04 Operate

    Improve the capability after launch instead of leaving a fragile one-time demo.