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HyperProbe 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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MCP servers for debugging production and what each gives an agent

Production debugging and RCA

MCP servers for debugging production and what each gives an agent

Shailendra SinghSep 20, 202610 min read
How to Capture a Variable That Was Never Logged

Production debugging and RCA

How to Capture a Variable That Was Never Logged

Shailendra SinghSep 16, 202610 min read

AI SRE and incident tooling

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Best tools for root cause analysis of intermittent 500 errors

AI SRE and incident tooling

Best tools for root cause analysis of intermittent 500 errors

Compare root cause analysis tools for intermittent 500 errors, including APM, tracing, error monitoring, and AI SRE platforms. Find the right fit for your stack.

Shailendra SinghSep 16, 202610 min read
What is Dynamic Instrumentation?

AI SRE and incident tooling

What is Dynamic Instrumentation?

Dynamic instrumentation explained in plain terms: how it works, how it differs from static instrumentation and eBPF, and why engineering teams use it to debug production without redeploying.

Shailendra SinghSep 14, 202610 min read
How an AI SRE differs from the APM you already run

How an AI SRE differs from the APM you already run

Shailendra SinghSep 4, 20268 min read
What is an AI SRE

What is an AI SRE

Shailendra SinghSep 4, 20268 min read
Best AI SRE tools for 2026 (and how to actually evaluate them)

Best AI SRE tools for 2026 (and how to actually evaluate them)

Shailendra SinghSep 2, 202618 min read

Production debugging and RCA

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MCP servers for debugging production and what each gives an agent

Production debugging and RCA

MCP servers for debugging production and what each gives an agent

Compare Claude Code MCP servers for production debugging, including Sentry, Datadog, PagerDuty, Honeycomb, Grafana, and debugger MCPs, plus their evidence gaps.

Shailendra SinghSep 20, 202610 min read
How to Capture a Variable That Was Never Logged

Production debugging and RCA

How to Capture a Variable That Was Never Logged

Learn how to capture variables in code when nothing was ever logged, from print statements and debuggers to production-safe dynamic instrumentation.

Shailendra SinghSep 16, 202610 min read
How to inspect a live production variable without adding a log line

How to inspect a live production variable without adding a log line

Shailendra SinghSep 9, 202610 min read