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Practical guidance from the Incede.ai team.

Explore insights on IBM-powered Agentic AI, architecture, governance, implementation patterns, and production readiness from the practitioners helping enterprises move from use case to production.

Industry· by Darin B. · 6 min · May 24

Farmers State Bank: agentic AI for community banking

How Penny — an agentic AI conversational assistant on IBM watsonx Orchestrate — is helping a community bank deliver always-on, personal digital banking.

Architecture· by Jeetu L. · 8 min · May 20

The Agent Control Plane: governing thousands of agents from any source

IBM's Think 2026 announcement reframed watsonx Orchestrate as a multi-agent control plane — here's what that actually changes for enterprise architecture.

Architecture· by Zulfi M. · 7 min · May 16

Importing Langflow & LangGraph agents into watsonx Orchestrate

Orchestrate's new multi-framework import means the agent your data-science team built doesn't have to be rewritten to live under enterprise governance.

Governance· by Ramya S. · 7 min · May 12

AgentOps with Langfuse: observability for Orchestrate agents

Orchestrate's native Langfuse integration turns agent observability from a custom build into a flip-the-switch decision. Here's what to do with it.

Architecture· by Matt H. · 6 min · May 8

A2A protocol: the wire format for multi-agent enterprises

Orchestrate's support for the open agent-to-agent protocol turns multi-agent systems from a research curiosity into something an enterprise architecture group can actually plan for.

Architecture· by Zulfi M. · 7 min · May 4

Real-time data for AI agents: Confluent + Context in watsonx.data

IBM's Confluent acquisition and the new Context capability in watsonx.data 2.3.2 reshape what 'grounded' actually means for enterprise agents.

Comparison· by Ramya S. · 8 min · Apr 28

Granite 4.0 in production: when to pick Granite over Bedrock or OpenAI

Granite 4.0 isn't trying to win benchmark leaderboards. It's trying to win the procurement and governance conversation. Here's where that calculus tips.

Industry· by Matt H. · 6 min · Apr 22

Agent Connect: when partners build, the Control Plane gathers

IBM's Agent Connect program turns ISVs and partners into agent suppliers — and the Control Plane turns that supply into something an enterprise can actually govern.

Industry· by Zulfi M. · 7 min · Apr 16

Agentic mainframe modernization with watsonx Code Assistant for Z

Mainframe modernization is the workflow most resistant to AI hype — which is why the agentic angle in watsonx Code Assistant for Z is worth paying attention to.

Customer story · published on IBM

Farmers State Bank on IBM.com.

Our work with Farmers State Bank on Penny — the agentic AI conversational assistant built on IBM watsonx Orchestrate — was published by IBM on May 15, 2026.