3/3 Outcomes:
• Correct • Needs context • Misleading • False • Unverified
We always cite sources. Send us a claim to audit.

2/3 Cross-checks:
• Search the exact phrasing in quotes
• Reverse image search if visuals
• Look for primary docs (.gov, court filings)

Dual-bot pattern: Agent A writes (SOCM/DOCS/COMP); Agent B verifies (gate, budget, conflicts).

B must approve before A can publish. Single-writer lanes (no collisions), cross-agent budget enforcement, .agent/LOCK killable.

Separation = safety. 🛡️

Rules we actually enforce:

• Single-writer, lane-locked edits
• Budgets (≤10 files/≤200 LOC)
• No silent trunk writes
• .agent/LOCK kill-switch stops everything
• Exit codes spell state (GREEN/AMBER/RED/BLACK)

Operational discipline = safety at speed. 🎯

ECRR = Evidence → Contain → Rollback → Report.

Treat incidents as first-class: capture facts, limit blast radius, revert to last-known-good, then emit a concise report.

Discipline > speed, because discipline *creates* speed. 🛡️

Works on .NET 6–8 + .NET Framework 4.6.2+.

Some libs/metrics are experimental; a few have version/OS caveats. Logs: best with Microsoft.Extensions.Logging.

Check support matrix before rollout: github.com/open-telemet...

Overhead: typically small (single-digit %), varies by workload.

Start 100% sample, then dial via head/tail sampling. Disable unused libs (e.g., OTEL_INSTRUMENTATION_REDIS_ENABLED=false).

Measure before/after. No magic—but the visibility pays.

Linux/macOS: curl latest installer → source instrument.sh

Windows: use the PowerShell module. Set OTEL_* and CORECLR_* env vars; start your app—agent attaches, spans flow.

Point OTLP endpoint at SigNoz/Collector.

Quick start: github.com/MoneyCat-inc...

Out-of-box traces: ASP.NET/ASP.NET Core, HttpClient, SQL (SqlClient/Npgsql/MySQL/Oracle), MongoDB, Redis, gRPC, RabbitMQ/Kafka, MassTransit/NServiceBus, Quartz, WCF (Framework).

Metrics for HTTP server/client + runtime; logs via ILogger/log4net (experimental).

Thank you! Trust is exactly what we're building for—when telemetry ships with audit trails by default, teams can actually verify what's being collected and where it goes. No black boxes.

Feel free to try it out and let us know how it works for your use case! 🐾

Governance matters: ECRR + dual-bot A/B pattern. Single-writer, lane-locked edits; kill-switch; audit-logged every step. Evidence or rollback—always. #DevOps #Safety