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SDK API parity, telemetry field fixes, LLM token-count fixes, and new rcli commands#569

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SDK API parity, telemetry field fixes, LLM token-count fixes, and new rcli commands#569
Siddhesh2377 wants to merge 15 commits into
mainfrom
siddhesh/sdk-cross-fit-work-v1

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@Siddhesh2377

@Siddhesh2377 Siddhesh2377 commented Jul 19, 2026

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This branch collects a few weeks of SDK/commons work. The threads are separate but landed together, so here's what's in it and why.

SDK public API parity

Aligned the public API surface of Kotlin, React Native, Flutter, and Web to the Swift facade (the source of truth), keeping platform-genuine differences. Added flat RunAnywhere.x aliases where an SDK hid a feature behind a capability object. Per-SDK usage docs added under docs/md/. Web-search on RN/Flutter/Web and setHfToken on Web are deliberately left out — those SDKs route HTTP through native C++, so a JS/Dart HTTP tool fights the design.

Telemetry: fill the missing fields

Several per-modality telemetry fields were arriving null. Fixed at the engine/commons level so every SDK benefits:

  • LLM/VLM prompt_eval_time_ms (prefill was never populated on the unary result)
  • embeddings total_tokens (real WordPiece count from the ONNX provider) and batch_size
  • LoRA base_model_id / adapter_id / adapter_size_bytes on the failure path (they were dropped)
  • RAG query_token_count / context_tokens

LLM token undercount (this one actually mattered)

tokens_per_second and tokens_generated were under-reported by up to ~5x. The count came from streaming-callback invocations, which flush buffered chunks rather than one call per token. Now the unary path uses the decode loop's real count (the streaming path keeps the callback-based count to avoid a vtable ABI change that would ripple into every backend). Auditing the benchmark is what surfaced it — smollm2 reported 4.8 tok/s where the real number was ~45. Also added sanitize_utf8 at the proto string boundaries, since a model cut off mid-multibyte-character produced invalid UTF-8 that broke rac_llm_generate_proto serialization entirely.

rcli: bench, rag, lora

  • rcli bench auto-benchmarks every installed model (LLM/STT/TTS/VLM), matching the Android benchmark screen: load, warmup, N trials, median. RAC_BACKEND_RAG turned on in the committed rcli presets (it also gates ONNX embeddings).
  • rcli rag query runs a full ingest + query through the RAG session ABI.
  • rcli lora apply loads an LLM and attaches an adapter.

Telemetry tests

  • test_telemetry_extraction (commons): drives SDKEvent protos through the extraction/routing/JSON pipeline against a mock sink and checks the per-modality endpoint + fields offline. Regression guard for every bug above, including the NaN-confidence one.
  • test_rcli_telemetry_live --live (rcli): sends real authenticated telemetry per modality and asserts the backend returns 2xx. Opt-in — no-ops without --live and creds, so CI stays green.

Also

Android chat composer redesign (two-row layout + thinking toggle, from #560). idl/sdk_events.proto gained GenerationEvent.prompt_eval_time_ms (field 34); all five language bindings regenerated.

Verified on Linux: rcli builds and runs every modality end to end, telemetry confirmed landing in Supabase, both test suites pass.

Summary by CodeRabbit

  • New Features
    • Added CLI subcommands for RAG querying and model benchmarking; added RAG/bench wiring and LoRA apply support.
    • Added Android “thinking” toggle controls where supported.
    • Added a Kotlin built-in web search tool.
    • Added RAG cancel query for Swift.
  • Improvements
    • LLM/VLM generation now reports prompt-evaluation timing; embeddings and RAG telemetry now include token/count metrics.
    • Embedding APIs can optionally return total processed token counts.
    • Enhanced telemetry JSON handling for non-finite numeric values.
  • Documentation
    • Added/expanded cross-platform API usage and architecture documentation.

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Review Change Stack

No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 4f0b4327-577c-45d3-b495-b1d5de1acc8d

📥 Commits

Reviewing files that changed from the base of the PR and between 0b1bc05 and 0ffe108.

📒 Files selected for processing (3)
  • sdk/runanywhere-cli/CMakeLists.txt
  • sdk/runanywhere-cli/src/commands/cmd_rag.cpp
  • sdk/runanywhere-kotlin/src/main/kotlin/com/runanywhere/sdk/public/extensions/LLM/RunAnywhereWebSearchTool.kt
🚧 Files skipped from review as they are similar to previous changes (1)
  • sdk/runanywhere-cli/src/commands/cmd_rag.cpp

📝 Walkthrough

Walkthrough

This PR adds inference timing and token metrics, expands telemetry serialization and validation, introduces CLI RAG, benchmarking, LoRA, and authenticated telemetry flows, aligns SDK APIs across platforms, adds public API documentation, and adds Android thinking controls.

Changes

Inference and telemetry

Layer / File(s) Summary
Backend metrics and telemetry contracts
engines/llamacpp/*, engines/onnx/*, sdk/runanywhere-commons/include/rac/features/*, sdk/runanywhere-commons/src/features/*
Generation prompt timing, decoded-token counts, embedding token totals, RAG context counts, VLM timing, and LoRA attribution are propagated into telemetry.
Telemetry serialization and tests
sdk/runanywhere-commons/src/infrastructure/telemetry/*, sdk/runanywhere-commons/tests/*
Telemetry JSON handles non-finite doubles and serializes the added modality fields, with regression coverage for LLM, STT, embeddings, LoRA, RAG, and VLM payloads.

CLI workflows

Layer / File(s) Summary
CLI commands and release wiring
sdk/runanywhere-cli/src/commands/*, sdk/runanywhere-cli/src/app.cpp, sdk/runanywhere-cli/CMakeLists.txt, CMakePresets.json
Adds RAG query, benchmark, and LoRA apply commands, registers their sources, and enables the RAG backend in release presets.
Authenticated telemetry lifecycle
sdk/runanywhere-cli/src/bootstrap.*, sdk/runanywhere-cli/tests/*
Bootstrap reads environment configuration, initializes and flushes telemetry over HTTP, exposes the active telemetry manager, and adds live integration coverage.

Cross-platform SDK surfaces

Layer / File(s) Summary
SDK API implementations
sdk/runanywhere-{flutter,kotlin,react-native,swift,web}/*
Adds or adjusts model, VLM, TTS, VAD, LoRA, RAG, event, storage, device, and voice-agent APIs.
API snapshots and usage documentation
sdk/runanywhere-commons/docs/*
Adds non-compilable API snapshots, platform usage guides, and an interactive architecture explorer.

Android chat controls

Layer / File(s) Summary
Thinking state and composer controls
examples/android/RunAnywhereAI/app/src/main/java/com/runanywhere/runanywhereai/ui/screens/chat/*
Exposes model thinking support and preference state through ChatViewModel, wires it through ChatScreen, and adds thinking and rearranged talk/attachment controls to ChatInputBar.

Estimated code review effort: 5 (Critical) | ~120 minutes

Possibly related PRs

Suggested labels: core, kotlin-sdk, rn-sdk, web-sdk, flutter-sdk, android-sample, enhancement

Suggested reviewers: sanchitmonga22

🚥 Pre-merge checks | ✅ 3 | ❌ 2

❌ Failed checks (2 warnings)

Check name Status Explanation Resolution
Description check ⚠️ Warning The description summarizes changes but omits the required template sections like Type of Change, Testing, Labels, Checklist, and Screenshots. Rewrite it using the repository template and fill in the required checkboxes for change type, testing, labels, checklist, and screenshots.
Docstring Coverage ⚠️ Warning Docstring coverage is 25.40% which is insufficient. The required threshold is 80.00%. Write docstrings for the functions missing them to satisfy the coverage threshold.
✅ Passed checks (3 passed)
Check name Status Explanation
Title check ✅ Passed The title captures the main change areas—SDK parity, telemetry fixes, token-count fixes, and new CLI commands—without being misleading.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
✨ Finishing Touches
📝 Generate docstrings
  • Create stacked PR
  • Commit on current branch
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch siddhesh/sdk-cross-fit-work-v1

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Actionable comments posted: 5

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@sdk/runanywhere-cli/src/commands/cmd_bench.cpp`:
- Line 1: Make the command files thin by moving orchestration into single
commons entry points: extract the load/warmup/measure/unload flow from run_bench
and its *_trial/*_generate helpers into a benchmark entry point, consolidate
run_rag_query’s session create/ingest/query/destroy sequence into one RAG-query
entry point, and fold model loading into run_lora_apply’s commons LoRA-apply
path. Keep each command responsible only for parsing, bootstrap, one commons
invocation, and rendering.
- Around line 156-170: Update available_ram_bytes() to obtain memory information
through rac_platform_adapter_t::get_memory_info instead of directly reading
/proc/meminfo. Reuse the desktop adapter’s cross-platform memory data and return
the available-memory value in bytes, preserving a safe fallback when the adapter
call fails.

In `@sdk/runanywhere-commons/tests/CMakeLists.txt`:
- Line 580: Update the target_compile_features declaration for
test_telemetry_extraction to require cxx_std_20 instead of cxx_std_17, leaving
the target and visibility unchanged.

In
`@sdk/runanywhere-kotlin/src/main/kotlin/com/runanywhere/sdk/public/extensions/LLM/RunAnywhereWebSearchTool.kt`:
- Around line 192-196: Update the HTTP response handling around
client.newCall(request).execute() to replace runCatching/getOrDefault with
explicit try/catch that rethrows kotlinx.coroutines.CancellationException and
handles other exceptions by returning an empty string. Within the response
block, safely read the nullable response.body using a null-safe fallback to an
empty string.

In `@sdk/runanywhere-web/packages/core/src/Public/Extensions/RunAnywhere`+TTS.ts:
- Around line 196-214: Update synthesizeStreamAuto to validate
adapter.supportsLifecycleProtoTTS() instead of supportsProtoTTS() before calling
synthesizeLifecycleStream, matching the capability check used by synthesize and
ensuring lifecycle exports are available.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 01f484c6-df88-4a25-b871-e37dd145b458

📥 Commits

Reviewing files that changed from the base of the PR and between 541842a and b6a0714.

⛔ Files ignored due to path filters (5)
  • sdk/runanywhere-commons/src/generated/proto/sdk_events.pb.cc is excluded by !**/generated/**
  • sdk/runanywhere-commons/src/generated/proto/sdk_events.pb.h is excluded by !**/generated/**
  • sdk/runanywhere-flutter/packages/runanywhere/lib/generated/sdk_events.pb.dart is excluded by !**/generated/**
  • sdk/runanywhere-kotlin/src/main/kotlin/com/runanywhere/sdk/generated/ai/runanywhere/proto/v1/GenerationEvent.kt is excluded by !**/generated/**
  • sdk/runanywhere-swift/Sources/RunAnywhere/Generated/sdk_events.pb.swift is excluded by !**/generated/**
📒 Files selected for processing (71)
  • CMakePresets.json
  • engines/llamacpp/llamacpp_backend.cpp
  • engines/llamacpp/llamacpp_backend.h
  • engines/llamacpp/rac_backend_llamacpp_register.cpp
  • engines/llamacpp/rac_llm_llamacpp.cpp
  • engines/llamacpp/rac_vlm_llamacpp.cpp
  • engines/mlx/rac_mlx_engine.cpp
  • engines/onnx/onnx_embedding_provider.cpp
  • engines/onnx/onnx_embedding_provider.h
  • engines/onnx/rac_onnx_embeddings_register.cpp
  • examples/android/RunAnywhereAI/app/src/main/java/com/runanywhere/runanywhereai/ui/screens/chat/ChatInputBar.kt
  • examples/android/RunAnywhereAI/app/src/main/java/com/runanywhere/runanywhereai/ui/screens/chat/ChatScreen.kt
  • examples/android/RunAnywhereAI/app/src/main/java/com/runanywhere/runanywhereai/ui/screens/chat/ChatViewModel.kt
  • idl/sdk_events.proto
  • scripts/validation/gates/deprecated_surface_allowlist.txt
  • sdk/runanywhere-cli/CMakeLists.txt
  • sdk/runanywhere-cli/src/app.cpp
  • sdk/runanywhere-cli/src/bootstrap.cpp
  • sdk/runanywhere-cli/src/bootstrap.h
  • sdk/runanywhere-cli/src/commands/cmd_bench.cpp
  • sdk/runanywhere-cli/src/commands/cmd_lora.cpp
  • sdk/runanywhere-cli/src/commands/cmd_rag.cpp
  • sdk/runanywhere-cli/src/commands/commands.h
  • sdk/runanywhere-cli/tests/CMakeLists.txt
  • sdk/runanywhere-cli/tests/test_rcli_telemetry_live.cpp
  • sdk/runanywhere-commons/docs/PublicApiFlutter.dart
  • sdk/runanywhere-commons/docs/PublicApiKotlin.kt
  • sdk/runanywhere-commons/docs/PublicApiReactNative.ts
  • sdk/runanywhere-commons/docs/PublicApiSwift.swift
  • sdk/runanywhere-commons/docs/PublicApiWeb.ts
  • sdk/runanywhere-commons/docs/architecture.html
  • sdk/runanywhere-commons/docs/md/flutter.md
  • sdk/runanywhere-commons/docs/md/kotlin.md
  • sdk/runanywhere-commons/docs/md/react-native.md
  • sdk/runanywhere-commons/docs/md/swift.md
  • sdk/runanywhere-commons/docs/md/web.md
  • sdk/runanywhere-commons/include/rac/backends/rac_llm_llamacpp.h
  • sdk/runanywhere-commons/include/rac/features/llm/rac_llm_service.h
  • sdk/runanywhere-commons/include/rac/features/llm/rac_llm_types.h
  • sdk/runanywhere-commons/include/rac/features/vlm/rac_vlm_types.h
  • sdk/runanywhere-commons/include/rac/infrastructure/telemetry/rac_telemetry_types.h
  • sdk/runanywhere-commons/src/features/embeddings/embeddings_module.cpp
  • sdk/runanywhere-commons/src/features/llm/llm_module.cpp
  • sdk/runanywhere-commons/src/features/llm/rac_llm_service.cpp
  • sdk/runanywhere-commons/src/features/llm/structured_output.cpp
  • sdk/runanywhere-commons/src/features/lora/rac_lora_service.cpp
  • sdk/runanywhere-commons/src/features/rag/rac_rag_proto_abi.cpp
  • sdk/runanywhere-commons/src/features/vlm/vlm_module.cpp
  • sdk/runanywhere-commons/src/infrastructure/telemetry/telemetry_json.cpp
  • sdk/runanywhere-commons/src/infrastructure/telemetry/telemetry_manager.cpp
  • sdk/runanywhere-commons/tests/CMakeLists.txt
  • sdk/runanywhere-commons/tests/test_telemetry_extraction.cpp
  • sdk/runanywhere-flutter/packages/runanywhere/lib/public/runanywhere.dart
  • sdk/runanywhere-kotlin/src/main/kotlin/com/runanywhere/sdk/public/extensions/LLM/RunAnywhereLoRA.kt
  • sdk/runanywhere-kotlin/src/main/kotlin/com/runanywhere/sdk/public/extensions/LLM/RunAnywhereWebSearchTool.kt
  • sdk/runanywhere-kotlin/src/main/kotlin/com/runanywhere/sdk/public/extensions/VLM/RunAnywhereVisionLanguage.kt
  • sdk/runanywhere-react-native/packages/core/src/Public/Events/EventBus.ts
  • sdk/runanywhere-react-native/packages/core/src/Public/Extensions/Events/RunAnywhere+SDKEvents.ts
  • sdk/runanywhere-react-native/packages/core/src/Public/Extensions/LLM/RunAnywhere+LoRA.ts
  • sdk/runanywhere-react-native/packages/core/src/Public/Extensions/Models/RunAnywhere+ModelRegistry.ts
  • sdk/runanywhere-react-native/packages/core/src/Public/Extensions/Storage/RunAnywhere+Storage.ts
  • sdk/runanywhere-react-native/packages/core/src/Public/Extensions/VLM/RunAnywhere+VisionLanguage.ts
  • sdk/runanywhere-react-native/packages/core/src/Public/RunAnywhere.ts
  • sdk/runanywhere-swift/Sources/RunAnywhere/Foundation/Bridge/Extensions/CppBridge+RAG.swift
  • sdk/runanywhere-swift/Sources/RunAnywhere/Public/Extensions/RAG/RunAnywhere+RAG.swift
  • sdk/runanywhere-web/packages/core/src/Public/Extensions/RunAnywhere+FlatFacade.ts
  • sdk/runanywhere-web/packages/core/src/Public/Extensions/RunAnywhere+ModelRegistry.ts
  • sdk/runanywhere-web/packages/core/src/Public/Extensions/RunAnywhere+TTS.ts
  • sdk/runanywhere-web/packages/core/src/Public/Extensions/RunAnywhere+VAD.ts
  • sdk/runanywhere-web/packages/core/src/Public/RunAnywhere.ts
  • sdk/shared/proto-ts/src/sdk_events.ts
💤 Files with no reviewable changes (1)
  • sdk/runanywhere-react-native/packages/core/src/Public/Extensions/Models/RunAnywhere+ModelRegistry.ts

Comment thread sdk/runanywhere-cli/src/commands/cmd_bench.cpp
Comment thread sdk/runanywhere-cli/src/commands/cmd_bench.cpp
Comment thread sdk/runanywhere-commons/tests/CMakeLists.txt Outdated

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Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (3)
sdk/runanywhere-commons/src/features/llm/llm_module.cpp (3)

1669-1676: 🗄️ Data Integrity & Integration | 🟠 Major | ⚡ Quick win

Sanitize extracted structured JSON before storing it.

Only raw_output is sanitized. validation.extracted_json is still assigned directly to protobuf fields, so invalid bytes embedded in extracted JSON can bypass the new boundary sanitization.

Sanitize validation.extracted_json everywhere it is stored, including set_json_output() and set_extracted_json().

Proposed fix
-            out->set_json_output(validation.extracted_json);
+            out->set_json_output(sanitize_utf8(validation.extracted_json));
...
-            structured->set_extracted_json(validation.extracted_json);
+            structured->set_extracted_json(sanitize_utf8(validation.extracted_json));
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@sdk/runanywhere-commons/src/features/llm/llm_module.cpp` around lines 1669 -
1676, Sanitize validation.extracted_json before every protobuf assignment in the
structured-output validation flow. Update both set_extracted_json() and
set_json_output() call sites to pass the sanitized value, while preserving the
existing raw_output sanitization and validation behavior.

1577-1606: 🎯 Functional Correctness | 🟠 Major | ⚡ Quick win

Reject overlong and surrogate UTF-8 sequences.

The validator checks continuation bytes but accepts invalid scalar values such as E0 80 80, ED A0 80, and F0 80 80 80. Those bytes can still be emitted into protobuf strings despite the new sanitization guarantee.

Add the RFC 3629 boundary checks for E0, ED, F0, and F4 before appending a sequence.

Proposed validation adjustment
         bool ok = len > 0;
         for (size_t k = 1; ok && k < len; ++k) {
             ok = is_cont(i + k);
         }
+        if (ok && len == 3) {
+            const unsigned char c1 = static_cast<unsigned char>(in[i + 1]);
+            ok = !(c == 0xE0 && c1 < 0xA0) &&
+                 !(c == 0xED && c1 >= 0xA0);
+        } else if (ok && len == 4) {
+            const unsigned char c1 = static_cast<unsigned char>(in[i + 1]);
+            ok = !(c == 0xF0 && c1 < 0x90) &&
+                 !(c == 0xF4 && c1 > 0x8F);
+        }
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@sdk/runanywhere-commons/src/features/llm/llm_module.cpp` around lines 1577 -
1606, Update sanitize_utf8 to enforce RFC 3629 boundary rules before appending
multibyte sequences: reject E0 followed by 80–9F, ED followed by A0–BF, F0
followed by 80–8F, and F4 followed by 90–BF. Preserve the existing
continuation-byte validation and replacement-character behavior for rejected
sequences.

2308-2311: 🗄️ Data Integrity & Integration | 🟠 Major | ⚡ Quick win

Do not emit TTFT as prompt_eval_time_ms.

stream_ttft measures time to the first token, but GenerationEvent.prompt_eval_time_ms is defined as prompt-evaluation/prefill duration in idl/sdk_events.proto:418-437. This currently makes every streaming telemetry event report the wrong metric.

Pass a separately measured prefill duration, or leave this field unset/zero when the backend does not provide one.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@sdk/runanywhere-commons/src/features/llm/llm_module.cpp` around lines 2308 -
2311, Update the streaming GenerationEvent construction near the existing
stream_ttft argument so prompt_eval_time_ms no longer receives stream_ttft. Pass
a separately measured prompt-evaluation/prefill duration when available;
otherwise leave the field unset or set it to zero, while preserving stream_ttft
for the TTFT metric.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Outside diff comments:
In `@sdk/runanywhere-commons/src/features/llm/llm_module.cpp`:
- Around line 1669-1676: Sanitize validation.extracted_json before every
protobuf assignment in the structured-output validation flow. Update both
set_extracted_json() and set_json_output() call sites to pass the sanitized
value, while preserving the existing raw_output sanitization and validation
behavior.
- Around line 1577-1606: Update sanitize_utf8 to enforce RFC 3629 boundary rules
before appending multibyte sequences: reject E0 followed by 80–9F, ED followed
by A0–BF, F0 followed by 80–8F, and F4 followed by 90–BF. Preserve the existing
continuation-byte validation and replacement-character behavior for rejected
sequences.
- Around line 2308-2311: Update the streaming GenerationEvent construction near
the existing stream_ttft argument so prompt_eval_time_ms no longer receives
stream_ttft. Pass a separately measured prompt-evaluation/prefill duration when
available; otherwise leave the field unset or set it to zero, while preserving
stream_ttft for the TTFT metric.

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 4184c6db-a368-4de9-94e1-9bbd715e74e0

📥 Commits

Reviewing files that changed from the base of the PR and between b6a0714 and 0b1bc05.

⛔ Files ignored due to path filters (2)
  • sdk/shared/proto-ts/dist/sdk_events.d.ts is excluded by !**/dist/**
  • sdk/shared/proto-ts/dist/sdk_events.js is excluded by !**/dist/**
📒 Files selected for processing (3)
  • engines/llamacpp/rac_llm_llamacpp.cpp
  • sdk/runanywhere-commons/src/features/llm/llm_module.cpp
  • sdk/runanywhere-commons/tests/CMakeLists.txt
🚧 Files skipped from review as they are similar to previous changes (1)
  • sdk/runanywhere-commons/tests/CMakeLists.txt

@Siddhesh2377 Siddhesh2377 added the ready-to-merge Approved and ready to merge label Jul 19, 2026
@Siddhesh2377 Siddhesh2377 self-assigned this Jul 19, 2026
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