Slides: The Missing Layer After Launch - Raphael Kalandadze, Wandero AI
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The Missing Layer After Launch - Raphael Kalandadze, Wandero AI
Relationship To World's Fair 2026
These slides are extracted from a public AI Engineer YouTube video connected to World's Fair 2026. Speaker-matched clips are supporting context unless later confirmed as exact session recordings; official livestream recordings are day-level/event-level source material.
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Extracted Slides
OCR text:
The Missing Layer
After Launch
, R Everything important starts after you ship.
OCR text:
We shipped it in 3 weeks.
Shipping is fast now. That was the easy part.
OCR text:
Monitor it?
Understand it?
Improve it?
Find the holes?
wd Normal software never really asked these.
OCR text:
The failure hides itself.
.
Claude marked features “complete” — without Agents reported success while the system state said
checking they actually worked. the opposite.
PRERCTND (OQHNE GSES FOR LONG BUNS SG AGENTS ANT HOE CO MORTRE AS OUN RES DOAN
oe Nothing crashes. Nothing turns red. Nothing knows.
OCR text:
One task.
Hundreds of tools.
It writes code, runs the terminal, calls other companies’ services.
Every tool is a new, quiet way to fail.
{
OCR text:
Production Logs ‘ . . .
Sessions
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Humae PR review Paull request
_ * ese Ceyworter}
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ee Recall areal
- The agents watch and draft. The human decides.
i: @
OCR text:
Four operating agents.
01 log-monitor — detect & fix fast (reactive)
02 PR-review — gate the fix (reactive)
03 + session-analyzer — feel the health (reactive)
04 QA/computer-use — go test it (proactive - roadmap)
; One example — not a recipe.
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Our bug - it opens a PR and tells mo
Outside billing issue - sust a heads-up, no PR
It alerts only when it matters — and knows the difference.
OCR text:
3 Verdict: ready — root cause, with a test that reproduces it.
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OCR text:
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‘prior hit ~95% on the model, then got to 99% by building this kind of loop over production.
: PLP HER DOVE LGY ANTE RION
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Anterior hit ~95°%> on the model, then got to 99% by building this kind of foop over production.
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OCR text:
Go looking for
!
what's about to break.
Roadmap / rebuilding — drives the live product like a user.
Testing tools “dramatically improved performance” — A validator that drives the live app through computer
‘ing the app like a user. use.
‘ Po ARNE SSP S POR CONG BONN NS AGENTS ANT MRO PE FACTO SESSIONS”
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A It drives the real product like a user — and finds the bug before a customer does.
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‘ Donat give then a keyrole. Give trem the whole room.
, Give them all of it — or they're guessing.
OCR text:
The harness that watches itself
is the moat.
os Post
«) GregBrockman [() i's)
the model alone is no longer the product
wa
i ' f The model is the part you swap. The loop is the part you own.
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