AI & Digital Transformation
If I had to stand up AI ops from nothing this month, I would pick a boring stack: one LLM API, one voice or chat channel, a CRM, logs, and a human queue. Fancy comes later.
Development
The weekend build is the easy part. Production is auth, backups, logs, and the moment other people depend on it. Here is how I promote a hack without pretending it was born mature.
Development
If the model can print your API keys, you did not build an agent. You built a leak with extra steps. Wrap tools, keep secrets in env, and assume every transcript is public someday.
AI & Digital Transformation
If the morning starts in five tabs and a group chat, you don’t have operations. You have scavenger hunts. Build one portal the team actually opens, then put AI behind that door.
LLMS
Most agent bills are a routing problem. Use cheap models for drafts and classification. Spend the expensive ones on judgment, tool choice, and the last pass a customer might see.
Marketing Strategy
You do not have a creativity problem. You have a waiting-on-a-graphic problem. Here is the copy-first, template-second workflow I use to ship posts without parking the calendar.
Stalled growth, spend you can’t trace, systems that fight your team. That’s a good place to start.
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