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InSitu is an AI on-call agent that places read-only probes on running production code to capture exact variable state at the moment of failure, without a redeploy or restart.
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How to let engineers debug production when SSH access is not allowed
No SSH to production? A four-rung ladder for engineers: scoped telemetry, brokered JIT sessions, Kubernetes ephemeral containers, and read-only live variable capture.
Nov 2, 2026
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8 min read
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Integration and API failures
Why root cause analysis takes so long across teams
Root cause analysis in software stalls at team boundaries: green dashboards, unowned seams, mismatched evidence, access gates. See the data and three fixes.
Nov 1, 2026
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10 min read
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Coding agents in production
Should you let AI agents access production? The read-only boundary to require first
Should we let AI agents access production systems? Yes, behind a read-only boundary enforced below the model. What that boundary must include, with a staged trust model and checklist.
Oct 29, 2026
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8 min read
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Coding agents in production
How to debug production when you cannot store customer data
A practical ladder for debugging production under GDPR, PCI or HIPAA limits: aggregates, hashed references, scoped debug flags and redacted line-level captures.
Oct 28, 2026
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8 min read
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AI SRE and incident tooling
MTTD vs MTTR when the failure never raises an error
MTTD measured from alerts hides silent failures that run for days. Learn how MTTD differs from MTTR, how to measure detection from true onset, and how to shrink both.
Oct 26, 2026
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8 min read
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Where backend teams lose hours in a production incident
Mean time to resolution hides a lopsided split: detection is a tenth, investigation over half. See where backend incident hours go and how to audit yours.
Oct 24, 2026
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10 min read
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Root cause analysis on the running service
InSitu is an AI on-call agent for root cause analysis in production. Read-only probes capture the state your logs never recorded, with no redeploy.