Issues

• [BUG] Gemma4 MLX server fails first request from FastAPI worker thread

  bug
  strands-labs/strands-decider#109 · Filter by author Unshure opened on Oct 28, 2026

• [FEATURE] Serve on AWS Inferentia2

  strands-labs/strands-decider#106 · Filter by author anwschne opened on Oct 27, 2026

• [FEATURE] Docs: to judge whether B claims more than A, rate each side with an ordinal choice and compare in code (+0.09 macro-F1 on 563 pairs)

  strands-labs/strands-decider#103 · Filter by author usv240 opened on Oct 22, 2026

• [FEATURE] Docs: category yes/no questions fire on example keywords ("tire" scores like brake pads)

  strands-labs/strands-decider#102 · Filter by author retailbox-automation opened on Oct 22, 2026

• [FEATURE] Add image support for all models and devices

  strands-labs/strands-decider#97 · Filter by author Unshure opened on Oct 20, 2026

• [FEATURE] Add support for h2oai/h2o-lightning-4b as a selectable decision model

  strands-labs/strands-decider#95 · Filter by author yutamorrow opened on Oct 20, 2026
  1

• [FEATURE] Select all that apply: how far do K noul questions get us, and is a multi type worth adding?

  strands-labs/strands-decider#92 · Filter by author yogeshselvarajan opened on Oct 19, 2026

• [FEATURE] Native constrained decoding (strict JSON / Enums) for structured downstream tasks

  strands-labs/strands-decider#91 · Filter by author Yonatankinfe opened on Oct 17, 2026

• More frequent automated pypi release?

  strands-labs/strands-decider#90 · Filter by author racinmat opened on Oct 16, 2026
  1

• [Feature] Inference Improvements

  strands-labs/strands-decider#87 · Filter by author Unshure opened on Oct 16, 2026

• [FEATURE] Batch Requests

  strands-labs/strands-decider#85 · Filter by author Unshure opened on Oct 16, 2026

• [FEATURE] Parallelly run eval and calibrate

  strands-labs/strands-decider#83 · Filter by author songhuiming opened on Oct 15, 2026

• [FEATURE] Image and audio input for the Gemma 4 E2B / E4B deciders (no retraining)

  strands-labs/strands-decider#72 · Filter by author Vivek0712 opened on Oct 13, 2026

• [FEATURE] Add optional API-key authentication for the serving endpoint

  strands-labs/strands-decider#66 · Filter by author archiep867-sys opened on Oct 11, 2026

• Hugging Face download counter shows 0 for all Strands Decider models

  strands-labs/strands-decider#65 · Filter by author nonatofabio opened on Oct 9, 2026
  

• [FEATURE] Longer input window (12K+ tokens) for long-policy decisions, since 4,096 blocks migrations from Jev

  strands-labs/strands-decider#55 · Filter by author omni1504 opened on Oct 7, 2026

• Docs: ADRs (MLX backend, state cache, benchmarks) + architecture references

  strands-labs/strands-decider#51 · Filter by author KenSemerkant opened on Oct 7, 2026

• MLX engine: cross-request state KV cache (LRU)

  strands-labs/strands-decider#50 · Filter by author KenSemerkant opened on Oct 7, 2026

• Serving benchmark suite: throughput, concurrency, per-type accuracy and latency

  strands-labs/strands-decider#49 · Filter by author KenSemerkant opened on Oct 7, 2026

• [FEATURE] decider-lab: a companion harness to evaluate, calibrate, compare and fine-tune Strands Decider models (local, ssh, AWS or a rented GPU)

  strands-labs/strands-decider#45 · Filter by author Vivek0712 opened on Oct 6, 2026

• [FEATURE] Strict calibrated noul: more distinct yes/no predictions without losing calibration

  strands-labs/strands-decider#43 · Filter by author nonatofabio opened on Oct 5, 2026
  1

• [Docs] Deployment instructions

  strands-labs/strands-decider#40 · Filter by author Unshure opened on Oct 5, 2026
  4

• Claim: the best decision model, overall* -- strands-decider-4B-hobson-v22, one 4B model for text and images, est. #1 on the JevBench text leaderboard and #1 in the 4B class (*benchmarked locally, unofficial)

  strands-labs/strands-decider#39 · Filter by author Vivek0712 opened on Oct 5, 2026

• [FEATURE] Name the long_policy task flips and the v19 vs decider-2b split from research/data/

  strands-labs/strands-decider#26 · Filter by author prawinsankar-ta opened on Oct 4, 2026

• Four trained Strands Decider candidates, est. #1 text, #2 image and best balanced text+image model in the 2B class (benchmarked, unofficial): please review and submit

  strands-labs/strands-decider#24 · Filter by author Vivek0712 opened on Oct 3, 2026