1. The "Capacity Breach"
The chart below illustrates the Cognitive Load Limit (Team Topologies). While AI scales exponentially, your team's ability to verify logic scales linearly. We have now breached the safety threshold.
The Breach Point (2025-2026)
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Devs ship 20% more code
Exponential growth via GenAI.
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Human Capacity is Linear
Hiring & training cannot match AI speed.
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The "Verification Gap"
When Volume > Capacity, Incidents spike.
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MTTR is getting WORSE.
The Capacity Breach
Based on "Cognitive Load Theory" (Team Topologies) & Google SRE "Toil Cap" Models.
2. The Economics of "Free" Code
The Jevons Paradox: As code becomes cheaper to write, we consume (write) more of it.
"You are accumulating debt at machine speed, but paying it off at human speed."
Strategic Cost Index (Software Lifecycle)
3. The Wrong Direction
Most teams are panicking and "Turning Left"—investing in areas that actually increase complexity.
More Specialist SREs
"Expertise fragments across the team. Every new expert needed to root cause adds 20-40% to MTTR."
Expanding War Rooms
"More people get interrupted and more projects get delayed."
More Observability
"Teams already see observability spend growing faster than cloud spend."
Dashboards for Everyone
"Completely unrealistic without SRE-level continuous training."
Make Perfect Docs
"Runbook Rot. Problems all over again."
The Result?
Complexity increases faster than headcount.
4. Blameless Pre-Mortem
We offer a 1-Hour "Blameless Pre-Mortem" on your response to AI coding. We don't just look at code; we look at the structure governing it.
Alignment Review
Are you fighting executive mandates, or aligning incentives?
KPI / OKR Review
Do you need help re-negotiating your KPIs to get into alignment?
Org Chart Review
If you add SREs to your current chart, will MTTR go up or down?
Culture Review
Is reliability a team sport or a personal responsibility?
Roadmap Review
Do you have the right projects on your 2026 roadmap to maximize impact?
The Goal: Shift to "Net Value"
Moving away from "Velocity" (Speed) to "Value" (Impact)
5. SRE Offerings
Strategic Reliability Engineering for corporate and scale-ups. Choose the engagement that fits.
The Deep-Dive Audit
A 2-week intensive MRI of your infrastructure. We identify bottlenecks, security risks, and immediate cloud cost savings.
- FinOps Waste Analysis
- "Toil" Inventory
- 6-Month Roadmap
Embedded Transformation
I act as your Interim Head of SRE. We build the "Golden Path" platform, implement SLOs, and fix the culture.
- Platform Engineering (IDP)
- Error Budget Governance
- Incident Commander Training
Fractional Head of SRE
Strategic oversight for Series B+ teams. Mentorship, hiring support, and architecture review board membership.
- Hiring & Interviewing
- Architecture Review Board
- Crisis Escalation
Partner Ecosystem
I partner with VCs, Dev Agencies, and Cloud Consultancies to de-risk investments and projects.