Zalt Blog

Not every AI automation pays back, and the ones that do share a pattern. Here is the simple math to size the return before you spend a cent, plus the returns that never show up as hours saved.

Is an AI consultant worth the money? Only when the decision in front of you is expensive to get wrong and hard to staff internally. If your AI work is small and reversible, learn by doing. Here is the honest ROI case, including when to skip it.

Running an effective AI workshop is decided mostly before the room opens. Build it backward from one outcome, keep hands on keyboards in a real stack, and follow up so it sticks. Here is how to make a team AI workshop actually land.

Keynote or workshop for your event? A keynote shifts how a large room thinks. A workshop makes a small team able to do something new. Start from the outcome you need, and here is how the two compare.

What makes an agent genuinely useful? Guardrails. The Guardrails That Make Agents Useful considers why clear boundaries matter when agents are asked to act, not just respond.

Think a cache hit means the work is done? “A Cache Hit Is Not Free” offers a useful reminder: look past the hit and ask what it still costs before calling it a win.

Where should the boundaries be when working with llama.cpp? “How llama.cpp Finds Safe Seams” offers a useful lens for engineers who want to think more carefully about safe divisions.