Those “cheap” tokens? They multiply fast.
Long prompts, chat history, retries, context windows → real infrastructure bills.
#AIcost#EnterpriseAI#LLM#AIStrategy
Don’t default to the biggest model.
Mid-size or distilled often deliver 80–95% of capability at a fraction of cost and latency.
#AI#EnterpriseAI#LLMs#ModelSelection
In AI, you can’t have it all—quality, speed, and low cost don’t coexist at the top.
Define your priority, then optimize the rest around it.
#AI#EnterpriseAI#Performance#TradeOffs
In traditional software:
❌ Wrong output = a bug
In AI:
⚠️ Variability is intentional and unavoidable.
We must design around that unpredictability
#AI#LLMs#EnterpriseAI#RiskManagement
Performance in AI ≠ speed.
It’s a trilemma: Quality, Latency, Cost.
Choose wisely, boosting one will cost you on the other two.
#AI#EnterpriseAI#AIstrategy#Performance
How I decide:
Diverge → deep research, broad context.
Converge → narrow the frame, test the decision.
With LLMs, I use divergence to expand and convergence to challenge.
#LLM#DecisionMaking
The ceiling isn’t the LLM. It’s your prompt.
The model’s limits matter, but what really constrains value is how you guide the LLM to get the desired outcome.
#LLM#PromptEngineering
Knowledge was scarce; Google made it abundant.
Intelligence is now abundant.
The scarce resource? Disciplined thinking: framing problems, filtering noise, making trade-offs.
#AI#CriticalThinking
AGI grabs the headlines. But the tools we already have are powerful enough to reshape entire industries.
The world will change a lot — no AGI required.
I loved this post from Stephen Fishman about API business and technical ownership.
Technology plays an important role in an API implementation, so does Introducing processes, defining responsibilities and managing changes.
#API#BusinessAPI#Ownership https://t.co/74ut5E6zOe
After 3 years and 9 months, one-half of the records in a customer’s database are incorrect. #DataQuality#APIs can help extending the life of contact data.
https://t.co/aRxVEln4NS
What APIs are available to help with your current challenge?
Close alignment to business objectives and commercial goals are essential to design better #APIs and increase the likelihood of internal funding approval.
https://t.co/ewWuEI0Wgf
New challenges for IT in an hybrid/multi cloud
"IT needs to periodically look at where everything is deployed and make appropriate decisions such as removing zombie machines that aren’t being used, or move an application from one cloud to another"
https://t.co/EmgVRmQ6iQ