// Ignition AI Skills Blog

Technical writing for AI-assisted Ignition work.

Practical guides for controls engineers using Claude, Codex, ChatGPT, and other AI agents with Ignition 8.1 and 8.3, Perspective, Gateway APIs, UDTs, expressions, Jython, and validation workflows.

AI-readable

summaries and schema

Ignition-specific

8.1 and 8.3 guardrails

Workflow-focused

build, validate, revise

// Published guides

Latest posts

Each post is formatted with clear summaries, headings, FAQ blocks, source notes, and structured data for better discovery.

Ignition 8.3 automatic trial resetAI workflow
Ignition 8.3 automatic trial reset cover with an expired timer, a renewed two-hour timer, and the words Check expiry. Request reset. Verify.

Let your AI agent reset an expired Ignition 8.3 trial

The new Trial Reset skill gives your agent a repeatable way to check expiry, request a reset, and verify the renewed timer. Choose one-time use or scheduled checks.

September 5, 20264 min read
Ignition 8.3Trial resetAI agentsGateway API
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factory AI agent bad dataAI workflow
PLC, OPC, historian, and MES records pass through a contract validator that routes trusted data forward and bad records into quarantine.

The First AI Agent Your Factory Needs Should Reject Bad Data

Before an AI agent analyzes the plant, stop records with missing units, stale timestamps, broken schemas, bad quality, or missing production context from entering the trusted data path.

August 5, 20265 min read
Manufacturing AIData qualityAI agentsMQTTIndustrial data
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AI agent workflow manufacturingAI workflow
A scheduled manufacturing evidence packet becomes a traceable shift-handoff summary that a plant supervisor reviews and approves.

The AI Agent Workflow Manufacturing Can Actually Use

A practical first manufacturing agent is one scheduled job with approved data sources, a fixed shift-handoff output, traceable statements, and a supervisor responsible for approving the result.

August 1, 20264 min read
Manufacturing AIAI agentsShift handoffIT/OTHuman review
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Whisper transcription optimizationAI workflow
Loop engineering workflow showing an 11.2 times faster measured transcription pipeline.

Loop Engineering Cut Our Transcription Time by 11.2x

We changed one variable at a time, rejected faster settings that lost transcript content, and promoted only the configuration that passed the quality floor.

July 28, 20266 min read
Loop engineeringWhisperCloud RunGPUBenchmarks
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Ignition 8.3 OpenAPIAI workflow
Industrial PCB graphic comparing Ignition 8.3 OpenAPI endpoint ideas to a custom Ignition 8.1 runner, with ignitionaiskills.com branding.

Use the Ignition 8.3 OpenAPI as a Map for Your 8.1 API

A concise way to mine the official Ignition 8.3 OpenAPI for ideas when you are building your own Ignition 8.1 Web Dev API runner: compare capabilities, pick one useful gap, build it narrowly, then make an AI agent test the edge cases.

June 30, 20266 min read
Ignition 8.3Ignition 8.1OpenAPIWeb DevAI agents
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Ignition Perspective AI skill goal loopAI workflow
Ignition Goal Loop graphic showing an AI chip cycling through goal, inspect, test, evidence, and skill steps for Ignition 8.1 AI skills.

How to Build an Ignition Perspective AI Skill With a Goal Loop

A concise workflow and copy-paste prompt for building your own Ignition 8.1 Perspective skill the way we did: connect an AI agent to a controlled Web Dev runner, test real pages, save evidence, and promote only proven lessons into SKILL.md.

June 29, 20267 min read
Ignition 8.1PerspectiveAI agentsSKILL.mdWeb Dev
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Ignition Web Dev APIAI workflow
Industrial PCB graphic showing an AI agent connected through an Ignition Web Dev API runner with inspect, dry run, apply, and validate steps.

How to Build an Ignition Web Dev API for AI Agents

A practical guide to creating a controlled Ignition 8.1 Web Dev API so an AI agent can inspect, build, validate, apply, read logs, roll back, and improve instead of guessing.

June 21, 202613 min read
Ignition 8.1Web DevAI agentsPerspectiveJython
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