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+
+ 📖 Read the announcement on Medium
+
+
## Features
- âš¡ **7x faster than pydantic-settings** - Built on [msgspec](https://github.com/jcrist/msgspec)'s high-performance validation
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-# msgspec_ext SDK Roadmap
-
-Planned features for future releases.
-
-## v1.1.0 - Sampling and Performance
-
-### Trace Sampling
-Add support for trace sampling to reduce overhead in high-volume production environments.
-
-**Feature**: `MSGTRACE_TRACE_SAMPLE_RATE`
-
-**Implementation**:
-```python
-# Environment variable
-MSGTRACE_TRACE_SAMPLE_RATE=0.1 # Sample 10% of traces
-
-# In tracer.py, add to _initialize_tracer():
-from opentelemetry.sdk.trace.sampling import TraceIdRatioBased
-
-sample_rate = float(os.getenv("MSGTRACE_TRACE_SAMPLE_RATE", "1.0"))
-sampler = TraceIdRatioBased(sample_rate)
-provider = TracerProvider(resource=resource, sampler=sampler)
-```
-
-**Use cases**:
-- Production environments with high traffic (sample 1-10%)
-- Development/staging with full sampling (100%)
-- Cost optimization by reducing trace volume
-- Performance optimization by reducing overhead
-
-**Configuration options**:
-- `1.0` (default) - Capture 100% of traces
-- `0.5` - Capture 50% of traces
-- `0.1` - Capture 10% of traces
-- `0.0` - Disable tracing (alternative to MSGTRACE_TELEMETRY_ENABLED)
-
-**Technical details**:
-- Uses OpenTelemetry's `TraceIdRatioBased` sampler
-- Deterministic sampling based on trace ID
-- Sampling decision propagated to child spans
-- No performance impact on non-sampled traces
-
----
-
-## Future Considerations
-
-### Batch Export Configuration
-Fine-tune batch processor settings:
-- `MSGTRACE_BATCH_MAX_QUEUE_SIZE`
-- `MSGTRACE_BATCH_SCHEDULE_DELAY`
-- `MSGTRACE_BATCH_MAX_EXPORT_BATCH_SIZE`
-
-### Custom Samplers
-Support for custom sampling strategies:
-- Parent-based sampling
-- Rate limiting sampler
-- Attribute-based sampling
-
-### Metrics Support
-Add OpenTelemetry metrics alongside traces:
-- Token usage metrics
-- Cost metrics
-- Latency histograms
-- Error rates
-
-### Log Correlation
-Automatic correlation between logs and traces:
-- Inject trace context into logs
-- Link log records to spans