When AI clears easy tickets and leaves the headaches behind. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­  

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Spiceworks

Happy Thursday!

We’re closing in on the end of the week, but IT queues have a funny way of making every day feel like Monday morning. As generative tools find their way into everyday tech stacks, IT pros are stuck navigating a tricky paradox: AI is handling routine tasks faster than ever, but it’s leaving the real heavy lifting, and a few fresh security headaches, squarely on our plates.

In today’s edition, we’re looking under the hood of self-hosted AI with an admin’s guide to running Ollama locally (and avoiding its hidden security traps), then digging into what happens when automated service desk bots deflect all the easy tickets and leave support teams with non-stop edge-case burnout. Meanwhile over in the community, SpiceHeads are sharing what actually separates a great IT boss from a micro-manager, checking in on the floor chatter and BBQ reports from SpiceWorld 2026, and debating the safest ways to roll out Windows updates without breaking endpoints.

Today’s Daily Challenge: According to Jeffrey Snover's Monad Manifesto, the document that outlined the vision for what became PowerShell—which architectural breakthrough fundamentally distinguishes Monad/PowerShell from traditional shells?

Think your scripting history is up to snuff? Jump into today's Daily Challenge and show off your CLI knowledge!

SpiceRex

SpiceRex

Spiceworks Community

 
 
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Software

Understanding Ollama: Hardware requirements, models, and real-world security risks

Running large language models locally with Ollama sounds like an IT admin’s dream: no recurring cloud API bills, complete control over internal data, and snappy local execution. But before you download a model and let users go wild, the reality of on-prem inference kicks in. Starting with heavy VRAM requirements, thermal throttling, and massive hardware overhead.

More importantly, local doesn’t automatically mean bulletproof. From unauthenticated API endpoints listening on internal networks to untamed model weights and prompt injection traps, self-hosted AI introduces its own security blast radius. Explore how Ollama works under the hood, what kind of hardware you actually need to support it, and how to lock down your local instances before shadow AI takes over your servers.

 
Do you know today's answer?
Illustration of a friendly robot head popping out of a smartphone, surrounded by colorful chat bubbles on a pink background.

AI

When AI speeds up the service desk, but leaves the heavy lifting behind

AI copilots and automated tier-1 triage bots can deflect routine tickets, summarize user rants, and draft polite responses in milliseconds. On leadership dashboards, average resolution times look amazing. But when you look past the vanity metrics, the reality on the ground is very different: human techs are left handling a concentrated queue of complex, high-friction, edge-case nightmares.

When bots siphon off the easy wins, tier-2 and tier-3 admins face unrelenting cognitive load without the natural breather that simple password resets used to provide. Take a hard look at the unintended side effects of service desk AI, how it skews support workload distribution, and what IT leaders need to do to protect their support teams from hidden burnout.

Balance the Queue »

 

IT Life

What actually makes a good boss in IT?

We’ve all had leaders who micromanage ticket timestamps, promise impossible rollouts to executives, or treat technical debt like a myth. But when you finally work under a great IT manager- someone who shields the team from corporate noise, trusts your technical judgment, and backs you up when an outage hits- it changes everything.

What separates the truly memorable IT bosses from the ones who just create extra status meetings? Is it technical credibility, clear communication, or just having your back when an end-user throws a fit? Jump into the thread, shout out the best qualities you've seen, and tell us what leadership style keeps your team sane!

Define a good boss »

 

Unanswered Questions

Answering the call to solve IT dilemmas

We spotlight questions in every newsletter, offering you the chance to step up, share your expertise, and make a difference.

Any AI help tips or solution »

Have any of you integrated AI into your email? »

Plugin or MCP server for AI agents »

It's not just about solving IT dilemmas; it's an opportunity to connect, collaborate, and earn some well-deserved points and badges along the way.

Help fellow IT pros by sharing your expertise »

 

SpiceWorld

SpiceWorld 2026: The Unofficial Day -2 / Day -1 Thread

Whether you touched down early for pre-conference workshops or hit the ground running for the official kickoff, SpiceWorld 2026 is officially rolling! Between packed breakout sessions, expo floor demos, reconnecting with fellow SpiceHeads, and scouting the best barbecue in Austin, there’s a lot happening at once.

Are you soaking in the sessions in person, or following along remotely while keeping production upright back home? Jump into the community's favorite unofficial thread, share your highlights and booth discoveries, and let everyone know how your SpiceWorld is going!

Join the check-in »

 

Water Cooler

Let’s Taco ’Bout It Tuesday: How do you handle Windows Updates?

Nothing sparks an IT debate quite like the monthly ritual of Windows patching. Between ring deployments, WSUS finagling, third-party patch managers, and users who treat the "Restart to update" prompt like a personal insult, keeping endpoints up-to-date without breaking production is an ongoing war.

Grab your tacos and let’s talk shop: Do you push patches the second they clear testing, delay until the brave early adopters report the blast radius, or let automated policies force reboots in the middle of the night? Drop in and swap your patching philosophies with the community!

Taco 'bout updates? »

 

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