Feature/skeep 005 compiled leg - #424

- llm-inference/apertus: the dump predates c08d05d, which replaced the
  1-arg ApertusSafeTensorsLoader constructor by (String, DTypePolicy)
  with a default — apiCheck failed on develop. NOTE: the dump diff removes
  the old 1-arg <init>; that binary break happened in c08d05d, this commit
  only records it.
- qwen-tool-calling tutorial: `tool-calling.adoc` lives under tutorials/,
  Antora resolved the bare name against the module root.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_018sqoaGs5M7C5uVw6cpzAnH

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_018sqoaGs5M7C5uVw6cpzAnH

…tructure

SKEEP-005 phase 2, "structure at compile time". The engine's SDPA is now
grouped-query native, so the recording paths of MultiHeadAttention and
HybridTransformerBlock hand K/V to it with their own head count —
repeatKVHeads (nKV × narrow + concat per K and V per layer per step) is
gone from tapes, traced graphs and exports. The SmolLM2 and FunctionGemma
export harnesses run ScheduleAnnotationPass before conversion, so every
exported attention states parallel_dims = [batch, heads] in the advisory
skainet.schedule header; no core count is written into a module.

Tests: MultiHeadAttentionRecordingGqaTest (tape carries no narrow/concat,
sdpa sees K/V with nKVHeads, recorded == eager); the schedule parity suite
covers the GQA-native op on (8,2) and (4,2).

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

…ty; phase-2 docs

SKEEP-005 phase 2, "cores at run time":
- iree-android: IreeRedecodeSession(taskTopologyGroupCount) → new JNI
  nativeCreateWithTopology feeds --task_topology_group_count to IREE's flag
  parser (iree/base/tooling/flags.h) before the local-task device is created,
  the same knob iree-run-module takes; nativeCreate is unchanged. A stale
  .so fails loudly (UnsatisfiedLinkError → IllegalStateException). New
  IreeTaskTopology (SKAINET_TASK_GROUPS, groupCountFor(schedule.parallelism));
  IreeRedecodeDecoder.fromAssets defaults to the env knob. Both ABIs'
  libskainet_iree_redecode.so rebuilt with skainet/iree-android:3.11.0
  (+ --link iree_base_tooling_flags iree_task_api); unit test IreeTaskTopologyTest.
- gemma-iree: reads SKAINET_TASK_GROUPS, GEMMA_TASK_GROUPS as deprecated alias.
- llama: OptimizedModeScheduleParityTest — compiled runtimes (ComputeGraphExecutor
  over ctx.ops) are bit-identical between Sequential and CoroutineSchedule.hardware()
  at every step on SmolLM2-135M (9 heads / 3 KV heads, GQA-native SDPA node) and
  match the eager leg at position 0 within 2e-5. Later positions diverge by the
  documented OPTIMIZED limitation (frozen KV/position in the shape-[1] snapshot),
  not by the schedule. No measurable speedup there: ≈1.18 s/step both ways.
- Docs: spec "Phase 2" + AS-9..12, explanation "The compiled leg" (diagram),
  IREE Android runtime reference "Task topology", eager-vs-compiled row,
  compile-model-for-android notes, CHANGELOG. API dumps refreshed (additive).

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>