Context Engineering in Production #14

Context compression shouldn't mean:

"Remove useful information."

It should mean:

"Represent useful information with fewer tokens."

Signatures, relationships and ranked context preserve signal while dropping noise

#ContextEngineering #TokenEconomics #SigMap

Context Engineering in Production #5

A coding session grows every turn.

Code.
History.
Tool logs.
Previous answers.

By turn 20, your new question may be tiny compared with everything traveling with it.

Context debt compounds.

#ContextEngineering #TokenEconomics #SigMap

Context Engineering in Production #3

The cheapest token isn't a cached token.

It's the token that never enters the session.

Before optimizing models, ask:

Why are we sending this context at all?

Good retrieval removes noise before tokenization.

#TokenEconomics #ContextEngineering #SigMap

The Compute Market: Powering the AI Era #CAISO 1. #ComputeMarket2. #AIInfrastructure3. #GPUTrading4. #Commoditization5. #TokenEconomics

Top AI firms cut per-employee spend in August as token prices fall—trend or just August’s lull? #AI #BusinessSpend #OpenAI #Anthropic #TokenEconomics #EnterpriseAI thedailytechfeed.com/august-ai-sp...