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Built for reliability engineers
Systems Online
    Forged on the Plant Floor

    Maximo Insights That Never Get Old

    Battle-tested knowledge on IBM Maximo, AI automation, and enterprise asset management — built to last.

    28+
    Deep Dives
    8
    Topics
    5+
    Authors

    Series

    Developer Mindset ShiftEnterprise Vibe CodingMAS 9.2MAS ADMINMAS ASSISTMAS CIVIL INFRASTRUCTUREMAS DATABRICKSMAS FEATURESMAS HEALTHMAS INTEGRATIONMAS JAVA EXTENSIONSMAS MANAGEMAS MONITORMAS NUCLEARMAS OPTIMIZERMAS PREDICTMAS RELIABILITYMAS SUPPLY CHAINMAS VISUAL INSPECTIONMAS WATSONX-DATAMAS WORK ORDER OPSTHINK MAS

    Showing 1–12 of 100 posts

    Your First Maximo AI Agent in an Afternoon
    Free
    Vibe CodingAI CodingEnterprise Development

    Your First Maximo AI Agent in an Afternoon

    A light, hands-on walkthrough: map the Maximo APIs with Max_Interfaces, run the Max_mcp server with a read-only API key, connect any MCP-capable agent (Claude Code, IBM Bob, Cursor, Copilot) and ask it to analyze your work-order backlog — safely.

    Manasa GangaManasa GangaOct 4, 2026Part 13 of 13
    What Enterprise Vibe Coding Means for Maximo & EAM Shops
    Free
    Vibe CodingAI CodingEnterprise Development

    What Enterprise Vibe Coding Means for Maximo & EAM Shops

    AI coding agents have arrived in IBM Maximo land: a native MCP server in MAS 9.2, Maximo skills for IBM Bob, and open tooling from the community. Here's what changes for Maximo teams, what doesn't, and where the guardrails go.

    Manasa GangaManasa GangaSep 29, 2026Part 12 of 13
    Teaching the AI Your House Rules: AGENTS.md, Rules, Skills and MCP
    Free
    Vibe CodingAI CodingEnterprise Development

    Teaching the AI Your House Rules: AGENTS.md, Rules, Skills and MCP

    An AI coding agent walks into your codebase knowing nothing about your naming conventions, banned libraries or deployment rules. Here's how AGENTS.md, rule files, skills and MCP turn house rules into something the agent actually follows.

    Krishna NeelaKrishna NeelaSep 24, 2026Part 11 of 13
    Reading the Productivity Numbers: 45%, 69%, 70% and 10x, Decoded
    Free
    Vibe CodingAI CodingEnterprise Development

    Reading the Productivity Numbers: 45%, 69%, 70% and 10x, Decoded

    AI coding vendors love big productivity numbers. Here's how to read them like a skeptical executive, what the IBM Bob figures actually measure, and how to run a pilot that produces a number you can trust.

    Krishna NeelaKrishna NeelaSep 19, 2026Part 10 of 13
    Receipts, Please: Audit Trails for AI-Written Enterprise Code
    Free
    Vibe CodingAI CodingEnterprise Development

    Receipts, Please: Audit Trails for AI-Written Enterprise Code

    When an auditor asks who wrote that line of code, "the AI did" isn't an answer. How enterprise teams keep receipts for AI-assisted development: activity logs, usage analytics, approvals, rollbacks, and agents that act through APIs instead of databases.

    Krishna NeelaKrishna NeelaSep 14, 2026Part 9 of 13
    One Model Doesn't Fit All: Why Enterprise AI Coding Tools Route Between Models
    Free
    Vibe CodingAI CodingEnterprise Development

    One Model Doesn't Fit All: Why Enterprise AI Coding Tools Route Between Models

    Autocomplete, legacy refactoring, and architecture planning don't need the same AI model. Here's how enterprise coding tools decide which model does which job, and why letting the tool choose for you has a catch.

    Krishna NeelaKrishna NeelaSep 9, 2026Part 8 of 13
    Vibe Coding Behind the Firewall: Self-Hosted, Air-Gapped and Sovereign AI Development
    Free
    Vibe CodingAI CodingEnterprise Development

    Vibe Coding Behind the Firewall: Self-Hosted, Air-Gapped and Sovereign AI Development

    For banks, utilities, defence and government, 'just use the cloud' isn't an answer. Here's what self-hosted and air-gapped AI coding really means in 2026 — and the capability trade-off nobody puts on the slide.

    Krishna NeelaKrishna NeelaSep 4, 2026Part 7 of 13
    Your Legacy Code Is AI's Best Job
    Free
    Vibe CodingAI CodingEnterprise Development

    Your Legacy Code Is AI's Best Job

    Forget greenfield demos. The most valuable thing AI coding agents do in banks, utilities and government is read, document and modernize the COBOL, RPG and old Java nobody wants to touch — with real caveats.

    Krishna NeelaKrishna NeelaAug 31, 2026Part 6 of 13
    Human-in-the-Loop Is a Feature, Not a Speed Bump
    Free
    Vibe CodingAI CodingEnterprise Development

    Human-in-the-Loop Is a Feature, Not a Speed Bump

    Approval prompts feel like friction — until a README tricks an AI agent into running malware. What the January 2026 IBM Bob beta incident teaches every enterprise about where humans belong in AI coding.

    Krishna NeelaKrishna NeelaAug 26, 2026Part 5 of 13
    Plan Before You Vibe: Why Every Serious AI Coding Tool Now Has a Plan Mode
    Free
    Vibe CodingAI CodingEnterprise Development

    Plan Before You Vibe: Why Every Serious AI Coding Tool Now Has a Plan Mode

    Cursor, Claude Code, Kiro and IBM Bob all ship some version of Ask, Plan and Agent modes. Here's why the 'think first, type second' habit is the single cheapest guardrail in enterprise vibe coding — and when to skip it.

    Krishna NeelaKrishna NeelaAug 21, 2026Part 4 of 13
    Autocomplete → Chat → Agents: The Three Eras of AI Coding
    Free
    Vibe CodingAI CodingEnterprise Development

    Autocomplete → Chat → Agents: The Three Eras of AI Coding

    AI coding went from finishing your line, to answering your questions, to doing the work across your whole system. Here is what changed in each era, why agents need a way into enterprise systems, and how the Model Context Protocol became that way in.

    Krishna NeelaKrishna NeelaAug 16, 2026Part 3 of 13
    The AI Layer in MAS 9.2: What IBM Documented, What It Only Announced, and What Nobody Can Verify Yet
    Developer
    MaximoMAS 9MAS 9.2

    The AI Layer in MAS 9.2: What IBM Documented, What It Only Announced, and What Nobody Can Verify Yet

    IBM framed MAS 9.2 around asset-first AI and agentic workflows. This is an evidence-tiered assessment of what that actually means — the agentic Maximo Assistant, the Maximo MCP server, AI-generated insights with confidence scores, RAG lease extraction, watsonx Orchestrate in Maximo IT, and AI Service AppPoint tracking — separating what product documentation confirms from what only the announcement claims.

    Surendra KattaSurendra KattaAug 12, 2026Part 5 of 7
    ...