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docs: generate the 7.x Markdown reference - #1183

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@gewenyu99

@gewenyu99 gewenyu99 commented Nov 4, 2026 •

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💡 Motivation and Context

We have a wave of breaking changes with new major versions for most SDKs. References are now read mostly by bots, not humans, and the HogRef format is heavy. This commits the generated 7.x page and the latest page. Stacked on #1182.

💚 How did you test it?

  • Regenerating on this branch reproduces both files.

📝 Checklist

  • All commits are signed (see Commit signing)
  • I reviewed the submitted code.
  • I added tests to verify the changes.
  • I updated the docs if needed.
  • No breaking change or entry added to the changelog.

If releasing new changes

  • Ran sampo add to generate a changeset file

🤖 Agent context

Autonomy: Human-driven (agent-assisted)

Claude Code (Opus 5.5), directed by Vincent.

End result

This is what we're building toward: the reference page on posthog.com, rendered from this PR's Markdown in a local posthog.com build with a local Strapi.

Python reference on posthog.com

Merge order

🤖 Generated with Claude Code

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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github-actions Bot commented Nov 4, 2026 •

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posthog-python Compliance Report

Date: 2026-11-09T18:36:40.728300+00:00
Duration: 253593ms

✅ All Tests Passed!

270/270 tests passed


Capture_V1 Tests

✅ 95/95 tests passed

View Details
Test Status Duration
Endpoint And Method.Targets V1 Endpoint ✅ 515ms
Endpoint And Method.Does Not Use Legacy Endpoints ✅ 509ms
Required Headers.Has Authorization Bearer Header ✅ 508ms
Required Headers.Has Content Type Json ✅ 509ms
Required Headers.Has Posthog Sdk Info Format ✅ 508ms
Required Headers.Has Posthog Attempt Header ✅ 508ms
Required Headers.Has Posthog Request Id ✅ 509ms
Required Headers.Has Posthog Request Timestamp ✅ 508ms
Required Headers.Has User Agent ✅ 509ms
Body Format.Body Has Created At And Batch ✅ 509ms
Body Format.No Api Key In Body ✅ 508ms
Body Format.No Sent At In Body ✅ 509ms
Event Format.Event Has Required Root Fields ✅ 509ms
Event Format.Event Uuid Is Valid ✅ 508ms
Event Format.Event Timestamp Is Rfc3339 ✅ 508ms
Event Format.Non Utc Event Timestamp Is Converted To Utc ✅ 522ms
Event Format.Distinct Id Is String ✅ 509ms
Event Format.Distinct Id At Root Not Properties ✅ 509ms
Event Format.Custom Properties Preserved ✅ 508ms
Event Format.Set Properties Preserved ✅ 509ms
Event Format.Set Once Properties Preserved ✅ 508ms
Event Format.Groups Properties Preserved ✅ 509ms
Event Format.Sdk Generates Uuid If Not Provided ✅ 508ms
Event Format.Event Has Required Root Fields Batch ✅ 511ms
Event Format.Event Uuid Is Valid Batch ✅ 511ms
Event Format.Event Timestamp Is Rfc3339 Batch ✅ 512ms
Event Format.Distinct Id Is String Batch ✅ 510ms
Event Format.Distinct Id At Root Not Properties Batch ✅ 511ms
Event Format.Custom Properties Preserved Batch ✅ 511ms
Event Format.Set Properties Preserved Batch ✅ 511ms
Event Format.Set Once Properties Preserved Batch ✅ 512ms
Event Format.Groups Properties Preserved Batch ✅ 511ms
Event Format.Sdk Generates Uuid If Not Provided Batch ✅ 511ms
Batch Behavior.Multiple Events In Single Batch ✅ 514ms
Batch Behavior.Batch Envelope Smoke ✅ 513ms
Batch Behavior.Flush With No Events Sends Nothing ✅ 505ms
Batch Behavior.Flush At Triggers Batch ✅ 1010ms
Batch Behavior.Created At Reflects Batch Creation Time ✅ 509ms
Deduplication.Generates Unique Uuids ✅ 513ms
Deduplication.Different Events Same Content Different Uuids ✅ 511ms
Deduplication.Preserves Uuid On Retry ✅ 6517ms
Deduplication.Preserves Timestamp On Retry ✅ 6513ms
Deduplication.Preserves Uuid And Timestamp On Batch Retry ✅ 6520ms
Deduplication.No Duplicate Events In Batch ✅ 515ms
Header Behavior On Retry.Attempt Header Starts At One ✅ 509ms
Header Behavior On Retry.Attempt Header Increments On Retry ✅ 13524ms
Header Behavior On Retry.Request Id Preserved On Retry ✅ 6518ms
Header Behavior On Retry.Different Requests Have Different Request Ids ✅ 3017ms
Header Behavior On Retry.Request Timestamp Changes On Retry ✅ 6517ms
Response Format Validation.Success Response Has Uuid Keyed Results ✅ 509ms
Response Format Validation.Success Response Has Ok For Each Event ✅ 511ms
Response Format Validation.Success No Retry After When All Ok ✅ 510ms
Response Format Validation.Success Retry After Present When Retry Events ✅ 1513ms
Response Format Validation.Success No Retry After When Drop Only ✅ 511ms
Response Format Validation.Response Echoes Request Id ✅ 508ms
Retry Behavior.Retries On 408 ✅ 6517ms
Retry Behavior.Retries On 500 ✅ 6516ms
Retry Behavior.Retries On 503 ✅ 8520ms
Retry Behavior.Retries On 504 ✅ 6517ms
Retry Behavior.Retries On 404 ✅ 6517ms
Retry Behavior.Retries On 429 ✅ 6514ms
Retry Behavior.Retries On 502 ✅ 6517ms
Retry Behavior.Retryable Errors Have Retry After ✅ 3515ms
Retry Behavior.Respects Retry After On Retryable Error ✅ 11519ms
Retry Behavior.Does Not Retry On 400 ✅ 2512ms
Retry Behavior.Does Not Retry On 401 ✅ 2512ms
Retry Behavior.Does Not Retry On 402 ✅ 2511ms
Retry Behavior.Does Not Retry On 413 ✅ 2512ms
Retry Behavior.Does Not Retry On 415 ✅ 2510ms
Retry Behavior.Non Retryable Errors Have No Retry After ✅ 2511ms
Retry Behavior.Implements Backoff ✅ 19530ms
Partial Batch Handling.Handles 200 Full Success ✅ 2511ms
Partial Batch Handling.Handles 200 With All Ok ✅ 3515ms
Partial Batch Handling.Does Not Retry Dropped Events ✅ 3514ms
Partial Batch Handling.Does Not Retry Warning Events ✅ 3513ms
Partial Batch Handling.Prunes Ok Events On Partial Retry ✅ 6519ms
Partial Batch Handling.Prunes Dropped Events On Partial Retry ✅ 6514ms
Partial Batch Handling.Retries Only Retry Events From Partial ✅ 6521ms
Partial Batch Handling.Partial Retry Preserves Uuids ✅ 6515ms
Partial Batch Handling.Partial Retry Attempt Header Increments ✅ 6518ms
Partial Batch Handling.Partial Retry Request Id Preserved ✅ 6515ms
Partial Batch Handling.Respects Retry After On Partial ✅ 8518ms
Partial Batch Handling.Unknown Result Treated As Terminal ✅ 3514ms
Partial Batch Handling.Mixed Ok Drop Warning No Retry ✅ 3516ms
Compression.Sends Gzip Content Encoding ✅ 509ms
Compression.No Content Encoding When Disabled ✅ 508ms
Compression.Compressed Body Is Decompressible ✅ 509ms
Error Handling.Does Not Retry On Unknown 4Xx ✅ 2510ms
Event Options.Cookieless Mode Override ✅ 509ms
Event Options.Disable Skew Correction Override ✅ 508ms
Event Options.Process Person Profile Override ✅ 509ms
Event Options.Product Tour Id Override ✅ 508ms
Event Options.Unset Options Omitted ✅ 509ms
Event Options.Options Override In Batch ✅ 512ms
Geoip And Historical Migration.Historical Migration Absent By Default ✅ 508ms

Capture_Ai Tests

✅ 5/5 tests passed

View Details
Test Status Duration
Routing.Capture Ai Posts To Ai Endpoint ✅ 509ms
Routing.Capture Does Not Reroute Ai Named Events ✅ 509ms
Identity.Capture Ai Event Has Uuid ✅ 508ms
Identity.Capture Ai Keeps Supplied Uuid ✅ 509ms
Timestamp Format.Non Utc Event Timestamp Is Converted To Utc ✅ 508ms

Feature_Flags Tests

✅ 17/17 tests passed

View Details
Test Status Duration
Request Payload.Request With Person Properties Device Id ✅ 9ms
Request Payload.Flags Request Uses V4 Query Param ✅ 8ms
Request Payload.Flags Request Hits Flags Path Not Decide ✅ 7ms
Request Payload.Flags Request Omits Authorization Header ✅ 7ms
Request Payload.Token In Flags Body Matches Init ✅ 8ms
Request Payload.Groups Round Trip ✅ 7ms
Request Payload.Groups Default To Empty Object ✅ 7ms
Request Payload.Disable Geoip False Propagates As Geoip Disable False ✅ 7ms
Request Payload.Disable Geoip Omitted Defaults To False ✅ 7ms
Request Payload.Flag Keys To Evaluate Contains Only Requested Key ✅ 7ms
Request Lifecycle.No Flags Request On Init Alone ✅ 3ms
Request Lifecycle.No Flags Request On Normal Capture ✅ 508ms
Request Lifecycle.Two Flag Calls Produce Two Remote Requests ✅ 11ms
Request Lifecycle.Mock Response Value Is Returned To Caller ✅ 7ms
Retry Behavior.Retries Flags On 502 ✅ 310ms
Retry Behavior.Retries Flags On 504 ✅ 310ms
Side Effect Events.Get Feature Flag Captures Feature Flag Called Event ✅ 511ms

Feature_Flags_V4 Tests

✅ 149/149 tests passed

View Details
Test Status Duration
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Complete Split] ✅ 9ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Partial Split Missing Config Version] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Partial Split Missing Rule Type] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Partial Split Missing Rule Id] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Partial Split Missing Variant Key] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Split Wrong Type Config Version] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Split Wrong Type Rule Type] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Split Wrong Type Rule Id] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Split Wrong Type Experiment Id] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Split Extra Experiment Id] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Split Wrong Type Variant Key] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Wrong Rule Type Literal] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Unknown Fields] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Old Server Variant] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Old Server Boolean] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Old Server Null Variant] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Old Server False] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.V4 Value Takes Precedence] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Missing Flag] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Targeting Match Targeted Release] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Targeting Match Percentage Rollout] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Rollout Miss Percentage Rollout] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Rollout Miss Experiment] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Experiment Paused] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Holdout] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Holdout Variant Key] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.No Rule Match] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Missing Group Key] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Dependency Error] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Error] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Error With Value] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Malformed Sibling Isolation] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Partial Split String Value] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.V1 At V4] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.V1 Failed] ✅ 8ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Integral Json Number Context] ✅ 7ms
Legacy Getters.Legacy Getter Reads Reader Fixture[Readers.Flag Key Seed] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.Target] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.Rollout Hit] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.Miss Return Default] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.Miss Return Default Null] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.Miss Continue] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.No Match Default] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.No Match Null] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.Order First Match] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.Order Targeting Miss] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Target] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Rollout Hit] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Miss Return Default] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Miss Return Default Null] ✅ 9ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Miss Continue] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.No Match Default] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.No Match Null] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Order First Match] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Order Targeting Miss] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Target] ✅ 21ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Rollout Hit] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Miss Return Default] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Miss Return Default Null] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Miss Continue] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.No Match Default] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.No Match Null] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Order First Match] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Order Targeting Miss] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.Unicode] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.String.Looks Boolean] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Zero] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Negative Decimal] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Short Decimal] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Exponent] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Max Safe Integer] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Number.Min Safe Integer] ✅ 8ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Empty] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Nested] ✅ 7ms
Legacy Getters.Legacy Getter Reads Typed Value[V2 Value.Object.Max Depth] ✅ 7ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Complete Split] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Partial Split Missing Config Version] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Partial Split Missing Rule Type] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Partial Split Missing Rule Id] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Partial Split Missing Variant Key] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Split Wrong Type Config Version] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Split Wrong Type Rule Type] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Split Wrong Type Rule Id] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Split Wrong Type Experiment Id] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Split Extra Experiment Id] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Split Wrong Type Variant Key] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Wrong Rule Type Literal] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Unknown Fields] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Old Server Variant] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Old Server Boolean] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Old Server Null Variant] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Old Server False] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.V4 Value Takes Precedence] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Missing Flag] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Targeting Match Targeted Release] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Targeting Match Percentage Rollout] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Rollout Miss Percentage Rollout] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Rollout Miss Experiment] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Experiment Paused] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Holdout] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Holdout Variant Key] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.No Rule Match] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Missing Group Key] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Dependency Error] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Error] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Error With Value] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Malformed Sibling Isolation] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Partial Split String Value] ✅ 5ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.V1 At V4] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Integral Json Number Context] ✅ 6ms
Legacy Payloads.Legacy Payload Reads Reader Fixture[Readers.Flag Key Seed] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.Target] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.Rollout Hit] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.Miss Return Default] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.Miss Return Default Null] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.Miss Continue] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.No Match Default] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.No Match Null] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.Order First Match] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.Order Targeting Miss] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Target] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Rollout Hit] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Miss Return Default] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Miss Return Default Null] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Miss Continue] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.No Match Default] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.No Match Null] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Order First Match] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Order Targeting Miss] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Target] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Rollout Hit] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Miss Return Default] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Miss Return Default Null] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Miss Continue] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.No Match Default] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.No Match Null] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Order First Match] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Order Targeting Miss] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.Unicode] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.String.Looks Boolean] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Zero] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Negative Decimal] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Short Decimal] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Exponent] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Max Safe Integer] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Number.Min Safe Integer] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Empty] ✅ 6ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Nested] ✅ 5ms
Legacy Payloads.Legacy Payload Is The Typed Value[V2 Value.Object.Max Depth] ✅ 6ms

Feature_Flags_Local_Evaluation Tests

✅ 4/4 tests passed

View Details
Test Status Duration
Versioned Boolean Matching.Matching Version Missing ✅ 53ms
Versioned Boolean Matching.Matching Version 1 ✅ 52ms
Versioned Boolean Matching.Matching Version 2 ✅ 52ms
Versioned Boolean Matching.Version Only Reload 1 2 1 2 Missing ✅ 28ms

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
gewenyu99 and others added 4 commits November 4, 2026 17:00
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
gewenyu99 and others added 4 commits November 4, 2026 18:07
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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github-actions Bot commented Nov 5, 2026 •

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SDK performance: posthog-python

Benchmarks completed. No changes flagged for review.

Flags require at least a 5% change in the median and all six pairs agreeing on direction. This is a noise filter, not proof of a performance change or a CI gate.

View all results
Test Measurement Before PR With PR Change Assessment
Capture and deliver events (32-byte payload, burst)
Shard: capture
Managed heap after settling — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​; head:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​
Capture and deliver events (4,096-byte payload, burst)
Shard: capture
Managed heap after settling — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​; head:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​
Capture and deliver events (32-byte payload, steady)
Shard: capture
Managed heap after settling — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​; head:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​
Capture and deliver events (4,096-byte payload, steady)
Shard: capture
Managed heap after settling — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​; head:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​
Queue an event (32-byte payload)
Shard: capture
Allocated memory per operation — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ Background preparation has no public completion boundary before flush; see capture.​drain for full-pipeline allocations.​; head:​ Background preparation has no public completion boundary before flush; see capture.​drain for full-pipeline allocations.​
Queue an event (32-byte payload)
Shard: capture
Allocations per operation — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ Background preparation has no public completion boundary before flush; see capture.​drain for full-pipeline allocations.​; head:​ Background preparation has no public completion boundary before flush; see capture.​drain for full-pipeline allocations.​
Queue an event (4,096-byte payload)
Shard: capture
Allocated memory per operation — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ Background preparation has no public completion boundary before flush; see capture.​drain for full-pipeline allocations.​; head:​ Background preparation has no public completion boundary before flush; see capture.​drain for full-pipeline allocations.​
Queue an event (4,096-byte payload)
Shard: capture
Allocations per operation — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ Background preparation has no public completion boundary before flush; see capture.​drain for full-pipeline allocations.​; head:​ Background preparation has no public completion boundary before flush; see capture.​drain for full-pipeline allocations.​
Evaluate 1,000 flags under concurrent load
Shard: flags-memory
Managed heap after settling — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​; head:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​
Refresh 1,000 flag definitions
Shard: flags-memory
Managed heap after settling — — — unavailable; base:​ unsupported; head:​ unsupported; base:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​; head:​ CPython has no uninstrumented total managed-heap byte counter; tracing would distort this RSS pass.​
Capture and deliver events (32-byte payload, burst)
Shard: capture
Allocated memory per operation 113.53 KiB/op 113.53 KiB/op <0.1% less memory Not flagged
Capture and deliver events (32-byte payload, burst)
Shard: capture
Allocations per operation 1,096.57 count/op 1,096.56 count/op <0.1% fewer Not flagged
Capture and deliver events (32-byte payload, burst)
Shard: capture
Time per operation 49.4 µs/op 50.14 µs/op 1.5% more time Not flagged
Capture and deliver events (32-byte payload, burst)
Shard: capture
Idle process memory (RSS) 36 MiB 35.98 MiB <0.1% less memory Not flagged
Capture and deliver events (32-byte payload, burst)
Shard: capture
Observed peak process memory (RSS) 37.75 MiB 37.73 MiB <0.1% less memory Not flagged
Capture and deliver events (32-byte payload, burst)
Shard: capture
Process memory after settling (RSS) 37.75 MiB 37.73 MiB <0.1% less memory Not flagged
Capture and deliver events (32-byte payload, burst)
Shard: capture
Process CPU time per operation 50.37 µs/op 51.02 µs/op 1.3% more time Not flagged
Capture and deliver events (32-byte payload, burst)
Shard: capture
Lifetime peak process memory (RSS) 40.06 MiB 40.06 MiB No observed change Not flagged
Capture and deliver events (4,096-byte payload, burst)
Shard: capture
Allocated memory per operation 166.1 KiB/op 166.1 KiB/op <0.1% less memory Not flagged
Capture and deliver events (4,096-byte payload, burst)
Shard: capture
Allocations per operation 1,089.6 count/op 1,089.59 count/op <0.1% fewer Not flagged
Capture and deliver events (4,096-byte payload, burst)
Shard: capture
Time per operation 74.64 µs/op 78.22 µs/op 4.8% more time Not flagged
Capture and deliver events (4,096-byte payload, burst)
Shard: capture
Idle process memory (RSS) 40.88 MiB 40.82 MiB 0.1% less memory Not flagged
Capture and deliver events (4,096-byte payload, burst)
Shard: capture
Observed peak process memory (RSS) 45.97 MiB 45.92 MiB 0.1% less memory Not flagged
Capture and deliver events (4,096-byte payload, burst)
Shard: capture
Process memory after settling (RSS) 45.97 MiB 45.92 MiB 0.1% less memory Not flagged
Capture and deliver events (4,096-byte payload, burst)
Shard: capture
Process CPU time per operation 70.05 µs/op 73.32 µs/op 4.7% more time Not flagged
Capture and deliver events (4,096-byte payload, burst)
Shard: capture
Lifetime peak process memory (RSS) 50.79 MiB 50.69 MiB 0.2% less memory Not flagged
Capture and deliver events (32-byte payload, steady)
Shard: capture
Allocated memory per operation 117.68 KiB/op 117.68 KiB/op <0.1% less memory Not flagged
Capture and deliver events (32-byte payload, steady)
Shard: capture
Allocations per operation 1,136.6 count/op 1,136.58 count/op <0.1% fewer Not flagged
Capture and deliver events (32-byte payload, steady)
Shard: capture
Time per operation 60.74 µs/op 59.54 µs/op 2% less time Not flagged
Capture and deliver events (32-byte payload, steady)
Shard: capture
Idle process memory (RSS) 35.95 MiB 35.92 MiB <0.1% less memory Not flagged
Capture and deliver events (32-byte payload, steady)
Shard: capture
Observed peak process memory (RSS) 36.05 MiB 36.03 MiB <0.1% less memory Not flagged
Capture and deliver events (32-byte payload, steady)
Shard: capture
Process memory after settling (RSS) 36.05 MiB 36.03 MiB <0.1% less memory Not flagged
Capture and deliver events (32-byte payload, steady)
Shard: capture
Process CPU time per operation 59.56 µs/op 58.68 µs/op 1.5% less time Not flagged
Capture and deliver events (32-byte payload, steady)
Shard: capture
Lifetime peak process memory (RSS) 40.06 MiB 40.06 MiB No observed change Not flagged
Capture and deliver events (4,096-byte payload, steady)
Shard: capture
Allocated memory per operation 170.57 KiB/op 170.57 KiB/op <0.1% more memory Not flagged
Capture and deliver events (4,096-byte payload, steady)
Shard: capture
Allocations per operation 1,129.46 count/op 1,129.48 count/op <0.1% more Not flagged
Capture and deliver events (4,096-byte payload, steady)
Shard: capture
Time per operation 79.55 µs/op 79.18 µs/op 0.5% less time Not flagged
Capture and deliver events (4,096-byte payload, steady)
Shard: capture
Idle process memory (RSS) 40.72 MiB 40.68 MiB 0.1% less memory Not flagged
Capture and deliver events (4,096-byte payload, steady)
Shard: capture
Observed peak process memory (RSS) 40.72 MiB 40.69 MiB <0.1% less memory Not flagged
Capture and deliver events (4,096-byte payload, steady)
Shard: capture
Process memory after settling (RSS) 40.72 MiB 40.68 MiB <0.1% less memory Not flagged
Capture and deliver events (4,096-byte payload, steady)
Shard: capture
Process CPU time per operation 75.64 µs/op 74.83 µs/op 1.1% less time Not flagged
Capture and deliver events (4,096-byte payload, steady)
Shard: capture
Lifetime peak process memory (RSS) 41.01 MiB 40.94 MiB 0.2% less memory Not flagged
Queue an event (32-byte payload)
Shard: capture
Caller-thread CPU time per operation 33.42 µs/op 34.61 µs/op 3.6% more time Not flagged
Queue an event (32-byte payload)
Shard: capture
Time per operation 33.41 µs/op 34.6 µs/op 3.6% more time Not flagged
Queue an event (4,096-byte payload)
Shard: capture
Caller-thread CPU time per operation 33.76 µs/op 33.28 µs/op 1.4% less time Not flagged
Queue an event (4,096-byte payload)
Shard: capture
Time per operation 33.77 µs/op 33.28 µs/op 1.4% less time Not flagged
Evaluate all 10 flags
Shard: flags-scaling
Allocated memory per operation 200.98 KiB/op 200.98 KiB/op No observed change Not flagged
Evaluate all 10 flags
Shard: flags-scaling
Allocations per operation 2,339.33 count/op 2,339.33 count/op No observed change Not flagged
Evaluate all 10 flags
Shard: flags-scaling
Time per operation 132.05 µs/op 131.63 µs/op 0.3% less time Not flagged
Evaluate all 10 flags
Shard: flags-scaling
Process CPU time per operation 132.05 µs/op 131.63 µs/op 0.3% less time Not flagged
Evaluate all 100 flags
Shard: flags-scaling
Allocated memory per operation 1.93 MiB/op 1.93 MiB/op No observed change Not flagged
Evaluate all 100 flags
Shard: flags-scaling
Allocations per operation 23,013.56 count/op 23,013.56 count/op No observed change Not flagged
Evaluate all 100 flags
Shard: flags-scaling
Time per operation 1.23 ms/op 1.23 ms/op <0.1% more time Not flagged
Evaluate all 100 flags
Shard: flags-scaling
Process CPU time per operation 1.23 ms/op 1.23 ms/op <0.1% more time Not flagged
Evaluate all 1,000 flags
Shard: flags-scaling
Allocated memory per operation 19.24 MiB/op 19.24 MiB/op No observed change Not flagged
Evaluate all 1,000 flags
Shard: flags-scaling
Allocations per operation 229,654.94 count/op 229,654.94 count/op No observed change Not flagged
Evaluate all 1,000 flags
Shard: flags-scaling
Time per operation 12.62 ms/op 12.53 ms/op 0.7% less time Not flagged
Evaluate all 1,000 flags
Shard: flags-scaling
Process CPU time per operation 12.62 ms/op 12.53 ms/op 0.7% less time Not flagged
Evaluate 1,000 flags under concurrent load
Shard: flags-memory
Idle process memory (RSS) 41.59 MiB 42.31 MiB 1.7% more memory Not flagged
Evaluate 1,000 flags under concurrent load
Shard: flags-memory
Observed peak process memory (RSS) 41.97 MiB 42.6 MiB 1.5% more memory Not flagged
Evaluate 1,000 flags under concurrent load
Shard: flags-memory
Process memory after settling (RSS) 41.97 MiB 42.6 MiB 1.5% more memory Not flagged
Evaluate 1,000 flags under concurrent load
Shard: flags-memory
Lifetime peak process memory (RSS) 42.45 MiB 42.46 MiB <0.1% more memory Not flagged
Refresh 1,000 flag definitions
Shard: flags-memory
Idle process memory (RSS) 42.02 MiB 41.8 MiB 0.5% less memory Not flagged
Refresh 1,000 flag definitions
Shard: flags-memory
Observed peak process memory (RSS) 42.1 MiB 42.08 MiB <0.1% less memory Not flagged
Refresh 1,000 flag definitions
Shard: flags-memory
Process memory after settling (RSS) 42.08 MiB 41.8 MiB 0.7% less memory Not flagged
Refresh 1,000 flag definitions
Shard: flags-memory
Lifetime peak process memory (RSS) 42.45 MiB 42.43 MiB <0.1% less memory Not flagged
Evaluate one boolean flag
Shard: flags-single
Allocated memory per operation 15.05 KiB/op 15.05 KiB/op No observed change Not flagged
Evaluate one boolean flag
Shard: flags-single
Allocations per operation 173.76 count/op 173.76 count/op No observed change Not flagged
Evaluate one boolean flag
Shard: flags-single
Time per operation 9.69 µs/op 9.75 µs/op 0.7% more time Not flagged
Evaluate one boolean flag
Shard: flags-single
Process CPU time per operation 9.69 µs/op 9.76 µs/op 0.7% more time Not flagged
Evaluate a cohort-filtered flag
Shard: flags-single
Allocated memory per operation 23.12 KiB/op 23.12 KiB/op No observed change Not flagged
Evaluate a cohort-filtered flag
Shard: flags-single
Allocations per operation 270.27 count/op 270.27 count/op No observed change Not flagged
Evaluate a cohort-filtered flag
Shard: flags-single
Time per operation 12.99 µs/op 13.05 µs/op 0.5% more time Not flagged
Evaluate a cohort-filtered flag
Shard: flags-single
Process CPU time per operation 12.99 µs/op 13.04 µs/op 0.4% more time Not flagged
Evaluate a flag (early match)
Shard: flags-single
Allocated memory per operation 35.71 KiB/op 35.71 KiB/op No observed change Not flagged
Evaluate a flag (early match)
Shard: flags-single
Allocations per operation 387.27 count/op 387.27 count/op No observed change Not flagged
Evaluate a flag (early match)
Shard: flags-single
Time per operation 18.71 µs/op 18.59 µs/op 0.7% less time Not flagged
Evaluate a flag (early match)
Shard: flags-single
Process CPU time per operation 18.71 µs/op 18.59 µs/op 0.7% less time Not flagged
Evaluate a flag (late match)
Shard: flags-single
Allocated memory per operation 53.59 KiB/op 53.59 KiB/op No observed change Not flagged
Evaluate a flag (late match)
Shard: flags-single
Allocations per operation 576.27 count/op 576.27 count/op No observed change Not flagged
Evaluate a flag (late match)
Shard: flags-single
Time per operation 26.26 µs/op 26.32 µs/op 0.3% more time Not flagged
Evaluate a flag (late match)
Shard: flags-single
Process CPU time per operation 26.26 µs/op 26.32 µs/op 0.2% more time Not flagged
Evaluate a flag (no match)
Shard: flags-single
Allocated memory per operation 52.14 KiB/op 52.14 KiB/op No observed change Not flagged
Evaluate a flag (no match)
Shard: flags-single
Allocations per operation 556.77 count/op 556.77 count/op No observed change Not flagged
Evaluate a flag (no match)
Shard: flags-single
Time per operation 25.09 µs/op 24.97 µs/op 0.5% less time Not flagged
Evaluate a flag (no match)
Shard: flags-single
Process CPU time per operation 25.09 µs/op 24.97 µs/op 0.5% less time Not flagged
Evaluate a property-filtered flag
Shard: flags-single
Allocated memory per operation 17.84 KiB/op 17.84 KiB/op No observed change Not flagged
Evaluate a property-filtered flag
Shard: flags-single
Allocations per operation 198.27 count/op 198.27 count/op No observed change Not flagged
Evaluate a property-filtered flag
Shard: flags-single
Time per operation 10.86 µs/op 10.78 µs/op 0.8% less time Not flagged
Evaluate a property-filtered flag
Shard: flags-single
Process CPU time per operation 10.86 µs/op 10.78 µs/op 0.8% less time Not flagged
Evaluate a regex-filtered flag
Shard: flags-single
Allocated memory per operation 19.23 KiB/op 19.23 KiB/op No observed change Not flagged
Evaluate a regex-filtered flag
Shard: flags-single
Allocations per operation 210.77 count/op 210.77 count/op No observed change Not flagged
Evaluate a regex-filtered flag
Shard: flags-single
Time per operation 11.51 µs/op 11.56 µs/op 0.4% more time Not flagged
Evaluate a regex-filtered flag
Shard: flags-single
Process CPU time per operation 11.51 µs/op 11.56 µs/op 0.5% more time Not flagged
Evaluate a rollout flag
Shard: flags-single
Allocated memory per operation 14.04 KiB/op 14.04 KiB/op No observed change Not flagged
Evaluate a rollout flag
Shard: flags-single
Allocations per operation 160.76 count/op 160.76 count/op No observed change Not flagged
Evaluate a rollout flag
Shard: flags-single
Time per operation 9.14 µs/op 9.2 µs/op 0.7% more time Not flagged
Evaluate a rollout flag
Shard: flags-single
Process CPU time per operation 9.14 µs/op 9.2 µs/op 0.7% more time Not flagged
Evaluate a multivariate flag
Shard: flags-single
Allocated memory per operation 15.21 KiB/op 15.21 KiB/op No observed change Not flagged
Evaluate a multivariate flag
Shard: flags-single
Allocations per operation 177.77 count/op 177.77 count/op No observed change Not flagged
Evaluate a multivariate flag
Shard: flags-single
Time per operation 10.1 µs/op 10.12 µs/op 0.2% more time Not flagged
Evaluate a multivariate flag
Shard: flags-single
Process CPU time per operation 10.1 µs/op 10.12 µs/op 0.2% more time Not flagged

Values are medians of paired measurements. Not flagged does not mean unchanged. Unavailable means a measurement could not be provided, not zero. Estimated allocation measurements retain their instrumentation uncertainty. RSS measures the whole process, not just SDK allocations; observed peaks are sampled checkpoints. Paired ranges in the diagnostics describe variability, not confidence intervals.

Each shard uses its own runner; compare Before PR against With PR within a row, not across shards.

Compared e2c0a0c9ec93bf06414c01ab4696e590f500c8e2 → e07884dd50fcbdfe23c00cef77f0c0582e620350.

Full report and diagnostics

102 metric rows; 102 rows shown in all results. Omitted or shortened data remain in comparison.json, including per-runner environments, resource limits, measurement methods, samples and checkpoints.

@gewenyu99
gewenyu99 marked this pull request as ready for review November 5, 2026 16:10
@gewenyu99
gewenyu99 requested a review from a team as a code owner November 5, 2026 16:10

@dustinbyrne dustinbyrne left a comment

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Two optional documentation improvements: correct the generated constructor annotations and preserve the async client's awaitability guidance. No SDK runtime changes were found.

AI-assisted review.

Comment thread references/posthog-python-7.md Resolved
Comment thread references/posthog-python-7.md Resolved
gewenyu99 and others added 6 commits November 5, 2026 14:26
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The Category boxes are gone; nothing else changed.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
@gewenyu99
gewenyu99 requested a review from dustinbyrne November 5, 2026 20:49
gewenyu99 and others added 2 commits November 5, 2026 16:12
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

@johncwaters johncwaters left a comment

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looking to run this locally next.

Note

Automated review by Glimmervoid. Not written by a human.

Comment thread references/posthog-python-7.md Resolved
Comment thread references/posthog-python-7.md Resolved
Comment thread references/posthog-python-7.md Resolved
Comment thread references/posthog-python-7.md Resolved
Comment thread references/posthog-python-7.md Resolved
Comment thread references/posthog-python-7.md Resolved

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Note

Automated review by Glimmervoid, not written by a human. Approved by hand after checking it.

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3 participants