Thinking from the team building brand-trained AI infrastructure.
Thesis, engineering postmortems, and field reports from the ninety-day installs. No thought-leadership. Things we learned in production.
Operators trust the system. The board does not yet.
THESIS
The eval-trust gap: why AI deployments fail QBR before they fail production.
The eval suite passed. The parsers did not.
POSTMORTEMS
Postmortem: a model upgrade that flipped the citation style.
We removed every chat surface from the product.
INTERVIEWS
"We removed every chat surface from the product." — Head of Product, B2B SaaS.
The cost curve is steeper than most teams have measured.
ENGINEERING
Inference cost as a first-class engineering concern.
Strategy slides are being replaced by architecture maps.
THESIS
What replaces "AI strategy" in 2027 board decks.
The tail is where the tickets live.
PRODUCT
Designing for the ten percent of inputs that break.
The stream is for the user. The gate is for the system.
ENGINEERING
Streaming model outputs without losing the editorial gate.
RENEWAL CYCLE
Year three is when the bill exceeds the output.
THESIS
The renewal trap: how multi-vendor AI subscriptions evaporate by year three.
The classification scheme is older than the AI program.
THESIS
The data-classification audit you should have run last year.
Interviews with the ops leaders running Knyte in production.
Frontier-lab VPs, enterprise brand leads, and CIOs on what changed after the install — and what didn't.
“We removed every chat surface from the product..”
An interview with the Head of Product who killed every chat surface in a year-old AI product and replaced them with embedded action panels. The retention numbers, the team's reaction, and what she would not do again.
“Our compliance team became the AI team..”
An interview with the GC whose compliance team ended up owning the AI program because the program's architectural choices made compliance the central design constraint. What changed in the company, and what they would tell other GCs.
“We shut off seven AI pilots in week eight..”
An interview with the operator who killed seven concurrent AI pilots and replaced them with one architecture install. What she measured, what surprised her, and what she would do differently.
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