--ISSUE
Content-Type: application/sprints
Sprints:

--ISSUE
Content-Type: application/modules
Modules:
        - Name: sekft
          Path: .

--ISSUE
Content-Type: application/bugzilla
URL: https://bugs.code.tiararodney.com/rest
Mappings:
        - Module: sekft
          Product: sek
          Component: sekft

--ISSUE
Content-Type: application/issue
ID: 1
Type: feature
Title: Package sekft as an installable namespace package
Status: done
Priority: medium
Created: 2026-06-16
Module: sekft
Relationships: 
Description: Turn the flat trainer scripts into an installable tiararodney.sekft
             namespace package: src layout, pyproject with the abstract
             posix-sdc dependency and an optional gpu extra, console scripts, a
             Pipfile pinning posix-sdc as a local editable override, and tox
             environments.

--ISSUE
Content-Type: application/issue
ID: 2
Type: feature
Title: SFT trainer with chat-template render and assistant-only mask
Status: done
Priority: medium
Created: 2026-06-16
Module: sekft
Relationships: 
Description: Add the supervised fine-tuner: render trajectories through the
             tokenizer's own chat template (matching serving), canonicalise
             turns (fold system, merge consecutive), derive an assistant-only
             loss mask by token-prefix differencing, and train a QLoRA adapter.

--ISSUE
Content-Type: application/issue
ID: 3
Type: feature
Title: Behavioural evaluator
Status: in-progress
Priority: medium
Created: 2026-06-16
Module: sekft
Relationships: 
Description: Add the behavioural eval: load base plus LoRA adapter, drop it into
             held-out scenarios with no scaffold, drive them through a local
             operator that renders with the model's chat template, and report
             reach/terminate/checker rates.