--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: done
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.

--ISSUE
Content-Type: application/issue
ID: 4
Type: feature
Title: Resident-base train/eval harness
Status: done
Priority: medium
Created: 2026-06-16
Module: sekft
Relationships: 
Description: Add the resident harness that loads the 14GB base once and keeps it
             hot, training fresh LoRA adapters and evaluating them without
             reloading the base, for the slow-OcuLink iterate loop.

--ISSUE
Content-Type: application/issue
ID: 5
Type: feature
Title: Pipeline overview README
Status: done
Priority: medium
Created: 2026-06-16
Module: sekft
Relationships: 
Description: Document the sekft pipeline: the trainer, evaluator, and resident
             harness; how they consume the posix-sdc dataset; the render
             contract; and how to run on the GPU box.

--ISSUE
Content-Type: application/issue
ID: 6
Type: feature
Title: Test suite: unit and smoke
Status: done
Priority: medium
Created: 2026-06-16
Module: sekft
Relationships: 
Description: Add a pytest suite: torch-free unit tests for the render
             canonicalisation and assistant-only mask (fake tokenizer), and
             smoke tests that the console entry points respond to --help without
             the GPU stack.

--ISSUE
Content-Type: application/issue
ID: 7
Type: feature
Title: Add GPL-2.0 license and drop the relocated Dockerfile
Status: done
Priority: medium
Created: 2026-06-16
Module: sekft
Relationships: 
Description: License sekft under GPL-2.0 (canonical text plus pyproject
             metadata) and remove the dash Dockerfile, which now lives in
             posix-sdc under docker/alpine-dash.

--ISSUE
Content-Type: application/issue
ID: 8
Type: feature
Title: Refresh docs for the packaged trainer
Status: done
Priority: medium
Created: 2026-06-16
Module: sekft
Relationships: 
Description: The README still describes sekft as the data factory
             (generate/rollout/dashdocker/taxonomy/schema), which all moved to
             posix-sdc. Rewrite it as the trainer (sft/eval/resident) that
             consumes posix-sdc, and update the module docstrings to
             console-script invocations and the chat-template render contract.

--ISSUE
Content-Type: application/issue
ID: 9
Type: feature
Title: Type-check the package under mypy strict
Status: open
Priority: medium
Created: 2026-06-17
Module: sekft
Relationships: 
Description: Make the lint env honestly pass: add mypy as a dev dependency,
             ignore_missing_imports for the ML libs, fully annotate
             eval/resident/sft (including the inner operator callables), and
             ship a py.typed marker so the Typing::Typed claim is real.