- Place ik's Trellis (IQ*_KT), IQK (IQ*_K), MXFP4, and dedicated fast KV type
Q8_KV in a single high->low bits-per-value table with ROCmFPX TurboQuant KV.
- Mark mainline-provided types (*), KV-native vs weight-family-reused-for-KV.
- Hadamard annotated as a transform on top of a base quant, not a row.
- bpw read from exact ggml block structs (QK_K=256, fp16 scale): type_size x 8 / QK,
verified against the struct comment "6.5625 bits per weight" and the trait table.
Notes where legacy nominal figures (4.0/4.25) diverge.
- AGENTS.md: add benchmark directive (use llama-bench / vllm bench; ask before
rolling your own).
Fan out subagents to compare mainline llama.cpp, charlie12345/ROCmFPX,
and ik_llama.cpp, then add their findings to the project knowledge base:
- docs/Research/Llama Cpp Runtimes.md (positioning + quantization + server fit)
- docs/Research/Llama Cpp Code Diff.md (code-level quant diff, table, recommendations)
- docs/Research/SGLang.md (what SGLang is, comparison, our-boxes fit)
- docs/Research/index.md (Research progressive-disclosure index)
Cross-linked from docs/index.md (root) and docs/LLM/index.md.
AGENTS.md:
- Add Documentation Authoring section: docs/ is an OKF bundle; point doc authors
at the canonical spec in the system-config knowledge base
(~/.pi/agent/docs/references/okf-spec.md), not the orphaned
docs/references/okf-spec.md; consolidate read-index/one-concept-per-file/
progressive-disclosure/citation rules.
- Map AGENTS.md to docs_completeness.bats in the focused pre-commit hook (it was
last committed before the hook existed and had no mapping).
Frank