Engineering model
- Engineering Thesis
- Foundational Papers
- Platform Architecture
- AutoObserve
ENGINEERING JOURNAL
Engineering ideas behind production intelligence.
Technical papers on production systems, OpenTelemetry, runtime topology, incident investigation, and the engineering principles behind AutoObserve.
KubernetesOpenTelemetry
Engineering thesis
The architectural ideas that shape AutoObserve
These papers are not product announcements or SEO content. They document the engineering ideas — evidence, correlation, runtime topology, and production intelligence — that shape AutoObserve.
Every article on this site contributes to a larger engineering thesis. Foundational papers document the ideas; platform architecture implements them in AutoObserve.
Foundational papers
Six canonical engineering papers
Durable technical positions on production intelligence. These papers never rotate — new writing extends, challenges, or applies their ideas.
- Foundational paperProduction Intelligence12 min readUpdated July 2026
Why Production Incidents Are a Correlation Problem
Production incidents are constrained more by disconnected evidence than by insufficient telemetry.
Production incidents fail when evidence stays disconnected — not when telemetry is missing.
- Foundational paperRuntime Systems14 min readUpdated July 2026
Why Root Cause Analysis Needs Runtime Topology
Root cause analysis fails when investigation lacks a live model of runtime relationships and blast radius.
Root cause analysis requires a live model of runtime relationships — not isolated signal queries.
- Foundational paperProduction Intelligence13 min readUpdated July 2026
Building an Evidence Model
Production intelligence requires an evidence model that connects signals, changes, and relationships before drawing conclusions.
Production intelligence needs an evidence model that connects signals, changes, and relationships.
- Foundational paperOpenTelemetry11 min readUpdated July 2026
OpenTelemetry Gives You Telemetry, Not Understanding
OpenTelemetry standardizes telemetry collection — understanding requires architecture above the signal layer.
OpenTelemetry standardizes collection — production understanding requires architecture above the signal layer.
- Foundational paperRuntime Systems10 min readUpdated July 2026
Why Deployment Changes Belong in Observability
Deployment and configuration changes are first-class evidence — excluding them weakens every investigation.
Deployments and configuration changes are first-class evidence — not external context.
- Foundational paperOpenTelemetry15 min readUpdated July 2026
PromQL + LogQL + TraceQL
Query languages expose raw telemetry — production investigation needs cross-signal reasoning, not three separate silos.
Query languages expose raw telemetry — production investigation needs cross-signal reasoning.
Latest papers
New technical writing
Recent engineering papers that extend the foundational set.
Foundational set complete
New technical writing will appear here when it extends, challenges, or applies the six foundational papers.
Browse by theme
Six engineering themes
Every paper belongs to a theme within a larger production intelligence model.
- OpenTelemetry
- Evidence
- Correlation
- Runtime Topology
- Investigation
- Decision
Production Intelligence
How connected evidence, relationships, and context become production understanding.
Incident Investigation
Architectural ideas for investigating production incidents with confidence.
OpenTelemetry
What OpenTelemetry provides, what it does not, and how to build on top of it.
Runtime Systems
Runtime topology, identity, and change signals in distributed production systems.
Platform Architecture
Platform design patterns for evidence models, correlation, and investigation.
Distributed Systems
Production constraints, blast radius, and cross-service reasoning at scale.
Reading paths
Different engineers, different entry points
Follow a curated path through the same papers based on your role.
Platform Engineer
Evidence models, runtime topology, and correlation for platform teams.
SRE
Investigation architecture from incident correlation to query languages.
Developer
OpenTelemetry foundations through evidence and debugging workflows.