Issues

• Tracking/mlflow absent from generated config schema (swallowed circular import)

  CAIIVS/raitap#357 · Filter by author stanlrt opened on Jul 8, 2026

• Support non-HuggingFace text models / decouple the tokenizer seam

  model
  Feature

  CAIIVS/raitap#348 · Filter by author stanlrt opened on Jul 5, 2026 · 🟡 P2: Medium

• Implement adversarial robustness for object detection (task family currently opts out)

  robustnesstask-family
  CAIIVS/raitap#343 · Filter by author stanlrt opened on Jun 25, 2026 · 🟡 P2: Medium

• CLI bootstrap fast-path: skip hardware probe + uv sync + re-exec on provisioned envs (design options)

  deps
  CAIIVS/raitap#329 · Filter by author stanlrt opened on Jun 10, 2026 · 🔵 P3: Low

• Eager matplotlib.pyplot imports defeat lazy-import design: every startup loads matplotlib

  metricsperfrobustnesstransparency
  CAIIVS/raitap#328 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Per-chunk gc.collect() + cuda.empty_cache() in batch loops (runs on CPU-only too)

  perfrobustnesstransparency
  CAIIVS/raitap#327 · Filter by author stanlrt opened on Jun 10, 2026 · 🔵 P3: Low

• Robustness assessors repeat the clean forward pass and run verdict forwards unbatched

  perfrobustness
  CAIIVS/raitap#326 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• SHAP explainer rebuilt from scratch for every mini-batch (background forwards repeated per chunk)

  perftransparency
  CAIIVS/raitap#325 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Replace algorithm-name string branches in default invokers with declarative registry-spec fields

  transparency
  CAIIVS/raitap#324 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Per-adapter budget-kwarg vocabulary: robustness semantics hardcodes torchattacks/foolbox spellings

  robustness
  CAIIVS/raitap#323 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Reproducibility sweep iterates hardcoded [transparency, robustness] instead of generic phase_results

  pipeline
  CAIIVS/raitap#322 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• forward_batch_size: phantom run.* config path, consumption-site validation and default

  configspipeline
  CAIIVS/raitap#321 · Filter by author stanlrt opened on Jun 10, 2026 · 🔵 P3: Low

• Stamp OutputKind on ModelBackend; stop inferring calibration from capabilities in forward_pass

  modelpipeline
  CAIIVS/raitap#320 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Reporting derives phase-owned facts from class-name strings, section titles, and filename regex

  reportingrobustness
  CAIIVS/raitap#319 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Dead code sweep: write-only state, identical-branch logic, production-dead loaders

  datamodelreportingtrackingtransparency
  CAIIVS/raitap#317 · Filter by author stanlrt opened on Jun 10, 2026 · 🔵 P3: Low

• Add ruff (check + format) to local pre-commit

  docstooling
  CAIIVS/raitap#316 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• CI/tooling hygiene sweep: concurrency, coverage gating, action versions, config nits, .python-version, flake.nix

  github_actions
  CAIIVS/raitap#315 · Filter by author stanlrt opened on Jun 10, 2026 · 🔵 P3: Low

• Refactor transparency/report.py _build_local_section (174 lines, 4-deep nesting, boolean-mode params)

  transparency
  CAIIVS/raitap#314 · Filter by author stanlrt opened on Jun 10, 2026 · 🔵 P3: Low

• Test-suite gaps: cli.py, pipeline phases, utils internals, detection baseline, monolith splits

  tests
  CAIIVS/raitap#313 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Docs drift sweep: model config fields, data.name default, contributor coverage, misc

  docs
  CAIIVS/raitap#312 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Typing/contract tightening: ExplanationLike protocol, Any-typed report helpers, scope enum, placeholder output_path, runtime asserts

  robustnesstransparency
  CAIIVS/raitap#311 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Enforce uv.lock in CI (uv sync --locked / uv run --frozen)

  github_actions
  CAIIVS/raitap#310 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Packaging hygiene: wheel ships test scaffolding, pandas-stubs in runtime deps, PEP 639 license, auto-lirpa runtime guard

  dependenciesdeps
  CAIIVS/raitap#309 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Replace stringly-typed raitap_kwargs bag with a typed object parsed at the phase boundary

  pipelinerobustnesstransparency
  CAIIVS/raitap#308 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium

• Unify lazy __getattr__ machinery; split plugin discovery out of attribute-miss fallback

  metricsrobustnesstransparency
  CAIIVS/raitap#307 · Filter by author stanlrt opened on Jun 10, 2026 · 🟡 P2: Medium