Experimental SRE framework · v8.3

Fluid Reliability

An experimental SRE framework validated through 25,498 tickets, three organizational mergers, and 5+ years of applied research. ROI: 5.2:1 – 11.2:1, statistically validated (p < 0.001).

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Presenting at SREday Munich Q2 2026  ·  Featured on Link & Think (Ivo Velitchkov)

44.7%
TOIL — below Google's 50% target
84%
faster P85 cycle time
3
mergers absorbed across multiple cycles
0
knowledge loss · zero SPOFs
I · The Curse

TOIL is the curse of Sisyphus

Titian, Sísifo (1548–49)
Titian, Sísifo (1548–49) · Museo del Prado

Every SRE knows this painting. The boulder that rolls back down. The work that returns. The fix that breaks again.

In 2023, our TOIL hit 59.7%. Engineers were drowning. The industry was reporting 82% burnout rates. And then came the third merger in four years. Every acquisition erased progress. Every reorganization killed momentum. We were building on sand.

II · The Question

What if the problem isn’t change, but our resistance to it?

Most organizations fight change. They build rigid structures, then watch them shatter.

Water doesn’t break when you pour it into a new container. It takes a new shape. The water remains water.

III · The Jazz Lesson

Coltrane’s Equinox, badly played

Brussels, 2010. I was learning saxophone. My friend Ivo was learning bass. We attempted Coltrane’s Equinox with a drummer who was the only competent musician among us. We failed spectacularly.

But that failure taught me something: jazz doesn’t work when everyone plays their part in isolation. It works when musicians listen, adapt, respond. The sheet music is just a starting point. The real music happens in the spaces between the notes.

I still don’t play Equinox properly. But I’ve spent 5+ years applying its lesson to organizations.

IV · The Heresy

We built an idempotent organization

Traditional organizations seek stability like mitochondria: frozen, efficient, incapable of evolution. They sacrificed adaptability two billion years ago. Most management theory asks you to do the same. We rejected that.

Luhmann taught us that systems survive by maintaining boundaries, not by freezing structures. The boundary is what matters, not the components inside it. Olivetti taught us that efficiency without dignity is just exploitation with better metrics.

We built an idempotent organization: stable practices that people flow through. Run the same operation twice, get the same result. The capability persists. The individuals rotate. The humans keep their dignity.

Adversity is not the opposite of reliability; it is the teacher of reliability. The Narrative, v8.3
V · The Test

Three mergers, zero knowledge loss

CycleYearsThe Test
I2019–2021Origin lab. Proved 68% interrupt reduction.
II2021–2022First merger. Would the culture transfer? It did.
III2022–nowTwo more mergers. 59.7% → 44.7% TOIL. It held.

Each merger was supposed to destroy us. Each one made us stronger. The framework didn’t just survive adversity — it was designed for adversity.

ROI: 5.2:1 – 11.2:1 · Payback: 2-6 months · Statistical significance: p < 0.001

TOIL measured against Google SRE’s six-point definition; cycle times from 25,498 tickets across three boards (2020–2025). Full methodology in the Narrative.

VI · The Practice

How it works

i.Gatekeeping
Shield teams from noise. Rotate the shield weekly; no martyrs.
ii.Rotation
Everyone learns everything. Hero culture dies. Capability spreads.
iii.Quarterly pulse
One question: does our shape still match our strategy?
iv.Talent pools
Shared resources. Reassignment without politics. Flexibility without betrayal.
v.Culture carriers
Find them. Amplify them intentionally. Culture doesn't happen by accident.
VII · The Voices

What practitioners said

Sharing the pain is a key factor in a team. We all have to share that burden equally. Andrew Parker · SRE Engineer
I definitely saw that crazy multiplier in productivity and speed firsthand. Alejandro Díaz · SRE Engineer
It is very counter-cultural. The kind of thing that attracts the weary and desperate. Robert Rehberg · SRE Architect

The gatekeeping practice is the focus of an upcoming SREday Munich Q2 2026 talk on 2026-05-21.

Get the full story

The narrative. The jazz lessons. The lived experience.

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