stackchain/timmy-talking-turd

Fork 0

M2 — Consented Dataset & Specialist Model

New Issue

Consent-governed corpus, labels, evaluation harness, and specialist classifier candidate.

2026-10-15

0% Completed

Export the candidate to ONNX and benchmark CPU, GPU, and device targets

area/model

priority/P1

type/ops

#33 opened 2026-08-19 01:59:01 +00:00 by timmy 0 / 3

Calibrate confidence and define the production abstention policy

#32 opened 2026-08-19 01:59:01 +00:00 by timmy 0 / 3

Fine-tune specialist visual classifier with color and quality heads

area/model

priority/P1

type/research

#31 opened 2026-08-19 01:59:01 +00:00 by timmy 0 / 3

Train frozen-encoder baseline with stool/not-stool and Type 1–7 heads

area/model

priority/P1

type/research

#30 opened 2026-08-19 01:59:01 +00:00 by timmy 0 / 3

Build contributor-held-out evaluation harness and calibration report

#29 opened 2026-08-19 01:59:01 +00:00 by timmy 0 / 3

Run the 100-image real-world reality check and issue go/hold verdict

#28 opened 2026-08-19 01:59:01 +00:00 by timmy 0 / 3

Publish dataset card, labeling guide, and contributor-level split policy

area/data

priority/P1

type/docs

#27 opened 2026-08-19 01:59:01 +00:00 by timmy 0 / 3

Build reviewer/adjudication tool for Bristol, color, quality, and exclusions

#26 opened 2026-08-19 01:59:00 +00:00 by timmy 0 / 3

Extend dataset ingester with immutable provenance and deletion receipts

#25 opened 2026-08-19 01:59:00 +00:00 by timmy 0 / 3

Implement separate opt-in training contribution and withdrawal flow

#24 opened 2026-08-19 01:59:00 +00:00 by timmy 0 / 3

EPIC: Specialist Bristol classifier & calibration

#4 opened 2026-08-19 01:58:58 +00:00 by timmy 0 / 12

EPIC: Consented stool-image data flywheel

#3 opened 2026-08-19 01:58:58 +00:00 by timmy 0 / 12