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refactor: config access is typed, not defensive (kill getattr epidemic)

toolingDev tooling: pre-commit, lint/type-check configDev tooling: pre-commit, lint/type-check config

Status: Open.

#352 In CAIIVS/raitap;

· stanlrt opened on Jul 6, 2026

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🔴 P1: High

refactor: pipeline orchestration + CLI seam cleanups

model

pipeline

toolingDev tooling: pre-commit, lint/type-check configDev tooling: pre-commit, lint/type-check config

Status: Open.

#351 In CAIIVS/raitap;

· stanlrt opened on Jul 6, 2026

·  

🔴 P1: High

Support non-HuggingFace text models / decouple the tokenizer seam

model

Status: Open.

Feature

#348 In CAIIVS/raitap;

· stanlrt opened on Jul 5, 2026

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🟡 P2: Medium

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

robustness

task-family

Status: Open.

#343 In CAIIVS/raitap;

· stanlrt opened on Jun 25, 2026

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🟡 P2: Medium

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

deps

Status: Open.

#329 In CAIIVS/raitap;

· stanlrt opened on Jun 10, 2026

·  

🔵 P3: Low

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

metrics

perf

robustness

transparency

Status: Open.

#328 In CAIIVS/raitap;

· stanlrt opened on Jun 10, 2026

·  

🟡 P2: Medium

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

perf

robustness

transparency

Status: Open.

#327 In CAIIVS/raitap;

· stanlrt opened on Jun 10, 2026

·  

🔵 P3: Low

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

perf

robustness

Status: Open.

#326 In CAIIVS/raitap;

· stanlrt opened on Jun 10, 2026

·  

🟡 P2: Medium

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

perf

transparency

Status: Open.

#325 In CAIIVS/raitap;

· stanlrt opened on Jun 10, 2026

·  

🟡 P2: Medium

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

transparency

Status: Open.

#324 In CAIIVS/raitap;

· stanlrt opened on Jun 10, 2026

·  

🟡 P2: Medium

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

robustness

Status: Open.

#323 In CAIIVS/raitap;

· stanlrt opened on Jun 10, 2026

·  

🟡 P2: Medium

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

pipeline

Status: Open.

#322 In CAIIVS/raitap;

· stanlrt opened on Jun 10, 2026

·  

🟡 P2: Medium