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August, 2026
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The HPE Developer Community
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Monthly #112
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In this month's edition, explore AI economics, infrastructure
automation, and intelligent network operations at
scale.
We introduce Tokenomics, the emerging discipline of
understanding and governing AI costs as
organizations scale from chatbots to
agentic AI and we examine why enterprise AI
inference is shifting closer to the
data.
Discover how to streamline Terraform provider
migrations using the new tfmigrator CLI tool, and
explore key enhancements in HPE Terraform provider
v1.5.0. Optimize token and memory management for
Junos
devices with the JMCP server.
Finally, Mark your calendar for the HPE Morpheus
meetup webinar, where our experts will walk through
the latest on HPE Morpheus, the HPE Terraform
provider integration, and the new Terraform provider
migration tool.
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Visit
HPE Developer Community
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AI has proven its value. The challenge now is scaling it
sustainably. This post introduces Tokenomics, the
emerging discipline of understanding, governing, and
optimizing enterprise AI costs, from the hidden
consumption variability of production workloads to the
multi-layered resource demands of agentic
AI.
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Migrating Terraform configurations from the HPE Morpheus
Software provider to the unified HPE provider just got
simpler. The new tfmigrator CLI tool automates resource
renaming, schema mapping, and import block generation,
so your team no longer has to update hundreds of
resources by hand. Tfmigrator brings speed and
confidence to provider migration at scale.
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The inference economy: why enterprise AI is
moving closer to the data
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As AI moves from experimentation to production,
inference workloads are shifting closer to where
data lives. This post explores the economic and
architectural forces driving that shift and what it
means for enterprise infrastructure strategy. Learn
why data gravity is reshaping the way organizations
plan and deploy AI at scale.
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Announcing HPE Terraform provider v1.5.0 -
and the road since v1.1
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The HPE Terraform provider has reached v1.5.0,
marking a significant milestone since the initial
v1.1 release. This post walks through the key
enhancements delivered along the way and the
strategic vision behind unifying HPE infrastructure
management under a single Terraform namespace.
Discover how the latest capabilities expand
automation from simple VMs to full blueprint
orchestration with HPE Morpheus.
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Managing Junos Devices with Context-File and
JMCP Server Part 2 - Tokens and memory
management
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Managing large-scale network data with LLMs demands
careful attention to token consumption and memory
limits. In Part 2 of this series, learn how to
optimize context windows using chunked queries,
external Python scripts, and the enhanced JMCP
artifact mode, which stores raw outputs out-of-band
and loads only what the LLM needs. Discover
practical strategies to keep your trending reports
under 1K tokens instead of 50K or more.
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HPE
Developer YouTube
playlist
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Check out our newest webinar replay and explore the
collection of HPE Developer Community videos on our YouTube
playlist.
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