maziyarpanahi

Issues somebody may already be working on are listed last. List everything by date

• [BUG] Make relaxed span and relation F1 independent of input order

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  Difficulty 4/5 3-5 days Newbie friendliness 25/100

  maziyarpanahi/openmed#4208 · 1 comment · Opened Oct 14, 2026

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• [BUG] Canonicalize nested unordered values before hashing evaluation fixtures

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  Difficulty 2/5 1-3 hours Newbie friendliness 70/100

  maziyarpanahi/openmed#4207 · 1 comment · Opened Oct 14, 2026

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• [BUG] Avoid quadratic duration summation in profile reports

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  Difficulty 2/5 1-3 hours Newbie friendliness 72/100

  maziyarpanahi/openmed#4206 · 1 comment · Opened Oct 14, 2026

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• [BUG] Read JSONL records without splitting Unicode inside strings

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  Difficulty 2/5 1-3 hours Newbie friendliness 66/100

  maziyarpanahi/openmed#4205 · 1 comment · Opened Oct 14, 2026

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• [BUG] Reuse one-shot entity iterators across relation normalization

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  Difficulty 2/5 1-3 hours Newbie friendliness 68/100

  maziyarpanahi/openmed#4204 · 1 comment · Opened Oct 14, 2026

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• [BUG] Keep active-learning memory state unchanged after an append failure

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  Difficulty 2/5 1-3 hours Newbie friendliness 62/100

  maziyarpanahi/openmed#4203 · 1 comment · Opened Oct 14, 2026

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• [BUG] Preserve teacher identity for typed weak-label spans

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  Difficulty 2/5 1-3 hours Newbie friendliness 68/100

  maziyarpanahi/openmed#4202 · 1 comment · Opened Oct 14, 2026

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• [BUG] Honor continue_on_error for file decoding failures

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  Difficulty 2/5 1-3 hours Newbie friendliness 62/100

  maziyarpanahi/openmed#4201 · 1 comment · Opened Oct 14, 2026

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• De-identification post-processing under-reports the PII models: precision 0.62 → 0.91 with a Safe Harbor label filter and span merging

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  bug

  Difficulty 4/5 3-5 days Newbie friendliness 48/100

  maziyarpanahi/openmed#4152 · Opened Oct 12, 2026

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• [FEATURE] Detect UK postcodes with a deterministic en_GB locale rule given a postcode is only approx 15 houses.

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  enhancement

  Difficulty 4/5 3-5 days Newbie friendliness 58/100

  maziyarpanahi/openmed#4151 · Opened Oct 12, 2026

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• Localize OpenMedKit share-extension strings and honor Dynamic Type changes

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  good first issue help wanted improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 56/100

  maziyarpanahi/openmed#3955 · Opened Oct 3, 2026

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• Document and test the Content-Security-Policy profile for browser inference

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  help wanted improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 56/100

  maziyarpanahi/openmed#3954 · Opened Oct 3, 2026

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• Pin the web package's default model revision and add an offline-only mode

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  improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 48/100

  maziyarpanahi/openmed#3952 · Opened Oct 3, 2026

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• Lock Android dependencies and scan every OpenMedKit lockfile for vulnerabilities

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  improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 56/100

  maziyarpanahi/openmed#3951 · Opened Oct 3, 2026

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• Upgrade the Android build toolchain to AGP 8 with current SDK levels

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  improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 53/100

  maziyarpanahi/openmed#3950 · Opened Oct 3, 2026

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• Enforce the iOS Simulator MLX boundary and run OpenMedKit tests on the Simulator

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  improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 55/100

  maziyarpanahi/openmed#3949 · Opened Oct 3, 2026

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• Detect Swift and Kotlin OpenMedKit public API breaks against committed baselines

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  improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 55/100

  maziyarpanahi/openmed#3948 · Opened Oct 3, 2026

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• Build OpenMedKit cleanly under Swift 6 strict concurrency checking

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  improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 48/100

  maziyarpanahi/openmed#3947 · Opened Oct 3, 2026

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• Ship Apple privacy manifests for OpenMedKit and validate required-reason APIs

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  help wanted improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 57/100

  maziyarpanahi/openmed#3946 · Opened Oct 3, 2026

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• Verify the OpenMedKit AAR in an R8-minified consumer app with size budgets

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  improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 48/100

  maziyarpanahi/openmed#3945 · Opened Oct 3, 2026

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• Document export toolchains, artifact licenses and redistribution boundaries

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  documentation P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 58/100

  maziyarpanahi/openmed#3944 · Opened Oct 3, 2026

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• Sweep app containers and logs for PHI sentinels after on-device kit runs

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  improvement P1 roadmap-v3

  Difficulty 5/5 Over a week Newbie friendliness 35/100

  maziyarpanahi/openmed#3943 · Opened Oct 3, 2026

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• Keep Swift OpenMedKit errors value-free and gate them with sentinel tests

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 55/100

  maziyarpanahi/openmed#3942 · Opened Oct 3, 2026

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• Record source revisions, file digests and toolchain versions in export manifests

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  improvement P1 roadmap-v3

  Difficulty 5/5 Over a week Newbie friendliness 45/100

  maziyarpanahi/openmed#3941 · Opened Oct 3, 2026

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• Run exported token-classification ONNX graphs on WebGPU and WASM in a browser lane

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  feature P1 roadmap-v3

  Difficulty 5/5 Over a week Newbie friendliness 48/100

  maziyarpanahi/openmed#3940 · Opened Oct 3, 2026

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• Gate the fp16 WebGPU ONNX export on logit and span parity

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 54/100

  maziyarpanahi/openmed#3939 · Opened Oct 3, 2026

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• Add an Android emulator lane that runs OpenMedKit with real ONNX Runtime

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 48/100

  maziyarpanahi/openmed#3938 · Opened Oct 3, 2026

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• Gate OpenMedKit Swift, Android and JavaScript dependency licenses offline

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  improvement P1 roadmap-v3

  Difficulty 5/5 Over a week Newbie friendliness 35/100

  maziyarpanahi/openmed#3937 · Opened Oct 3, 2026

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• Register and package the React Native bridge for iOS and Android autolinking

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 45/100

  maziyarpanahi/openmed#3936 · Opened Oct 3, 2026

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• Validate ONNX external-data shards through the web loader's offline guard

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  bug P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 47/100

  maziyarpanahi/openmed#3934 · Opened Oct 3, 2026

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• Publish the v3.5 portable-kit threat model

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  documentation P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 45/100

  maziyarpanahi/openmed#3933 · Opened Oct 3, 2026

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• Add the v3.5 portable-kit release gate and signed evidence packet

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  feature P1 roadmap-v3

  Difficulty 5/5 Over a week Newbie friendliness 38/100

  maziyarpanahi/openmed#3932 · Opened Oct 3, 2026

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• Publish the frozen v3.5 OpenMedKit support matrix with unsupported combinations

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 52/100

  maziyarpanahi/openmed#3931 · Opened Oct 3, 2026

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• Load Swift tokenizer assets offline by default and fail closed when absent

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 55/100

  maziyarpanahi/openmed#3930 · Opened Oct 3, 2026

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• Align the root and nested OpenMedKit Swift package manifests

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  bug P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 45/100

  maziyarpanahi/openmed#3929 · Opened Oct 3, 2026

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• Move ML Kit OCR out of the core Android OpenMedKit artifact

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 48/100

  maziyarpanahi/openmed#3928 · Opened Oct 3, 2026

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• Make Android OpenMedKit native libraries load on 16 KB page-size devices

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  bug P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 47/100

  maziyarpanahi/openmed#3927 · Opened Oct 3, 2026

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• Write service runbooks for credential compromise, disk exhaustion and store corruption

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  documentation P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 52/100

  maziyarpanahi/openmed#3926 · Opened Oct 3, 2026

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• Deduplicate retried bulk-export and ingestion starts with idempotency keys

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  feature P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 58/100

  maziyarpanahi/openmed#3923 · Opened Oct 3, 2026

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• Classify breaking GraphQL SDL and protobuf changes in the API compatibility gate

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  improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 55/100

  maziyarpanahi/openmed#3921 · Opened Oct 3, 2026

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• Smoke-test REST, GraphQL and gRPC entry points from installed wheel and sdist

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  improvement P2 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 49/100

  maziyarpanahi/openmed#3920 · Opened Oct 3, 2026

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• Declare the v3.4 reference deployment, supported transports and recovery objectives

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  documentation P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 55/100

  maziyarpanahi/openmed#3919 · Opened Oct 3, 2026

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• Use keyed digests for span and document hashes in job records and webhooks

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  improvement P1 roadmap-v3

  Difficulty 5/5 Over a week Newbie friendliness 45/100

  maziyarpanahi/openmed#3918 · Opened Oct 3, 2026

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• Apply non-root, read-only security contexts to the base Helm API deployment

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 65/100

  maziyarpanahi/openmed#3916 · Opened Oct 3, 2026

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• Read service credentials from mounted secret files

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  feature P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 48/100

  maziyarpanahi/openmed#3914 · Opened Oct 3, 2026

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• Apply no-store and nosniff headers to PHI-bearing REST responses

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 55/100

  maziyarpanahi/openmed#3912 · Opened Oct 3, 2026

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• Bound pending async jobs and documents per job at submission

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 64/100

  maziyarpanahi/openmed#3910 · Opened Oct 3, 2026

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• Fail closed when replica-local service state runs behind multiple replicas

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 70/100

  maziyarpanahi/openmed#3908 · Opened Oct 3, 2026

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• Bind async job, bulk-export and ingestion records to the submitting principal

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 52/100

  maziyarpanahi/openmed#3907 · Opened Oct 3, 2026

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• Bound request-body read time and connection counts in the reference server

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  improvement P1 roadmap-v3

  Difficulty 4/5 3-5 days Newbie friendliness 52/100

  maziyarpanahi/openmed#3905 · Opened Oct 3, 2026

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