From 23a85fa47f720f6df1c3936fedec1cb308378e15 Mon Sep 17 00:00:00 2001 From: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com> Date: Mon, 12 Oct 2026 03:04:43 +0000 Subject: [PATCH 1/3] docs(kolibri1): scope the public usage correction The feature row describes an obsolete loader and omits the reachable TT path. Define source checks and CPU-only gates before updating public docs. Tracks ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3. No runtime behavior or model lifecycle changes. No GPU gate applies. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: Codex:GPT-6 [Codex] --- .../ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md | 19 +++++ .agents/specs/docs-kolibri1-current-usage.md | 75 +++++++++++++++++++ 2 files changed, 94 insertions(+) create mode 100644 .agents/issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md create mode 100644 .agents/specs/docs-kolibri1-current-usage.md diff --git a/.agents/issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md b/.agents/issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md new file mode 100644 index 0000000000..660a2bfd64 --- /dev/null +++ b/.agents/issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md @@ -0,0 +1,19 @@ +ID: ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3 +Title: Align Kolibri-1 public documentation with current code +Row: - +State: OPEN +Kind: docs +GitHub: - +Mirror: PENDING +Availability: FULL +Created: 2026-10-12 +Updated: 2026-10-12 +Closed: - + +## Problem + +The feature row still describes dequant-at-load and lists the TT arm as owed. README news and USAGE omit the reachable Kolibri-1 path and its validation limits. + +## Resolution + +- diff --git a/.agents/specs/docs-kolibri1-current-usage.md b/.agents/specs/docs-kolibri1-current-usage.md new file mode 100644 index 0000000000..921a8c28d1 --- /dev/null +++ b/.agents/specs/docs-kolibri1-current-usage.md @@ -0,0 +1,75 @@ +# Document current Kolibri-1 usage + +Work ID: `DOCS-KOLIBRI1-CURRENT-USAGE`. +Base: `c6a971e53`. + +## Now + +Documentation audit only. No model, backend, or benchmark lifecycle changes. +The feature table describes an older loader and calls the Tenstorrent arm owed. +The README news and usage guide omit Kolibri-1. + +## Scope and source inventory + +| Surface | Source | Correction | +|---|---|---| +| README news | `src/vllm/model_executor/models/kolibri1_registry.cpp` | Announce the reachable model with explicit validation limits | +| Features model row | `src/vllm/model_executor/models/kolibri1_weights.cpp`, `kolibri1_forward.cpp`, `kolibri1_registry.cpp` in the same directory | Replace historical prose with the current loader, CPU and TT availability, and refused arms | +| Usage recipe | `examples/simple/main.cpp`, `src/vllm/entrypoints/openai/server_main.cpp`, `include/vllm.h`, Kolibri registry | Add source-checked local-checkpoint instructions, defaults, and memory limits | +| Existing correctness and performance evidence | `.agents/specs/kolibri1*.md`, `docs/gap-kolibri1-tt-captured-decode.md` | Distinguish measured comparisons from pending primary-oracle parity | + +Use a focused `docs/models/kolibri1.md` guide if the recipe needs more than a +short usage section. Link the guide from `docs/USAGE.md` and the website model +navigation. Preserve existing checkpoint provenance without inventing revisions +or hashes. A missing artifact pin must remain explicit. + +## Design and exclusions + +Keep one compact feature row. Put commands and necessary limits in the usage +surface. Put detailed historical evidence in its existing specs and link to it. +Use plain sentences and avoid internal attempt names in the public overview. + +Do not edit runtime code, tests, checker semantics, measurements, capability +states, unrelated models, ABI documentation, or benchmark index dispositions. +Do not infer a speed result or full token parity from a registration, a fixture, +a microbenchmark, or accepted near-ties. Do not run a GPU or download models. + +## Upstream and dependency chain + +This change ports no runtime behavior. The local public entry points define the +commands. The retained Kolibri specs identify the Aleph Alpha plugin reference +and its gateability. No new vLLM execution is applicable to this prose correction. +The existing source and evidence define every public claim. + +## Tests and gates + +Run `scripts/check-readme-structure.py`, `scripts/check-supported-models.py`, +`scripts/check-surface-coverage.py`, `scripts/check-benchmark-index.py`, and +`scripts/check-quickstart-recipes.py`. Run their existing mutation suites. +Check new relative links and every documented flag against source. +Run `git diff --check` and the full `scripts/agent-preflight.sh`. +Report baseline failures and missing tools separately from scoped results. +No new test is necessary for this reversible prose change. + +A fresh implementer edits from this committed spec in a separate worktree. +A fresh reviewer checks the immutable head against source and retained evidence. +Mutation of product behavior is not applicable because no behavior changes. +The reviewer reruns the existing documentation mutation suites. The operator +reruns the scoped gate before pushing the exact commit to the fork. + +## Work breakdown + +1. Commit the canonical issue and this spec before public edits. +2. Delegate the bounded documentation patch and source audit. +3. Review the immutable patch and repeat its CPU-only checks. +4. Open one fork pull request against upstream `main`. + +## Risks and stop conditions + +Missing source evidence requires narrower wording. Unrelated preflight failures +must match the base before they can be reported as pre-existing. Never weaken a +gate. No merge, remote compute, service change, or model download is authorized. + +## Owed + +- [ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3](../issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md): correct the Kolibri-1 public overview and usage. From 6aac3d03fc5267717984174fe36f47ab566e42c0 Mon Sep 17 00:00:00 2001 From: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com> Date: Mon, 12 Oct 2026 03:10:02 +0000 Subject: [PATCH 2/3] docs(kolibri1): align current loading and CPU usage The public row described an obsolete loader and called the TT arm owed. Document the reachable paths, CPU commands, and parser selection. Retain the incomplete artifact provenance and partial token agreement. Resolve the documentation gap in ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3. Its local issue stays open pending review and upstream landing. Five scoped checkers and 117 mutation tests pass. Full staged preflight is pending with known missing-tool failures recorded in the spec. FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: Codex:GPT-6 [OpenAI] --- .../ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md | 5 +- .agents/specs/docs-kolibri1-current-usage.md | 66 +++++++++++++++++-- README.md | 2 + docs/FEATURES.md | 2 +- docs/USAGE.md | 62 +++++++++++++++++ 5 files changed, 131 insertions(+), 6 deletions(-) diff --git a/.agents/issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md b/.agents/issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md index 660a2bfd64..008697d67c 100644 --- a/.agents/issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md +++ b/.agents/issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md @@ -16,4 +16,7 @@ The feature row still describes dequant-at-load and lists the TT arm as owed. RE ## Resolution -- +2026-10-12: The documentation branch corrects the loader and device claims, +adds CPU usage, and separates partial token agreement from full plugin parity. +The five scoped checkers and their 117 mutation tests pass. The issue remains +open pending independent review and upstream landing. diff --git a/.agents/specs/docs-kolibri1-current-usage.md b/.agents/specs/docs-kolibri1-current-usage.md index 921a8c28d1..b7baa51034 100644 --- a/.agents/specs/docs-kolibri1-current-usage.md +++ b/.agents/specs/docs-kolibri1-current-usage.md @@ -5,9 +5,10 @@ Base: `c6a971e53`. ## Now -Documentation audit only. No model, backend, or benchmark lifecycle changes. -The feature table describes an older loader and calls the Tenstorrent arm owed. -The README news and usage guide omit Kolibri-1. +Documentation patch implemented for review. No model, backend, or benchmark +lifecycle changes. README news links the CPU recipe and validation limits. +The feature row now reflects compressed loading and the Tenstorrent forward. +The usage section preserves incomplete checkpoint provenance explicitly. ## Scope and source inventory @@ -15,7 +16,7 @@ The README news and usage guide omit Kolibri-1. |---|---|---| | README news | `src/vllm/model_executor/models/kolibri1_registry.cpp` | Announce the reachable model with explicit validation limits | | Features model row | `src/vllm/model_executor/models/kolibri1_weights.cpp`, `kolibri1_forward.cpp`, `kolibri1_registry.cpp` in the same directory | Replace historical prose with the current loader, CPU and TT availability, and refused arms | -| Usage recipe | `examples/simple/main.cpp`, `src/vllm/entrypoints/openai/server_main.cpp`, `include/vllm.h`, Kolibri registry | Add source-checked local-checkpoint instructions, defaults, and memory limits | +| Usage recipe | `examples/cli/main.cpp`, `src/vllm/entrypoints/openai/server_main.cpp`, `include/vllm.h`, Kolibri registry | Add source-checked local-checkpoint instructions, defaults, and memory limits | | Existing correctness and performance evidence | `.agents/specs/kolibri1*.md`, `docs/gap-kolibri1-tt-captured-decode.md` | Distinguish measured comparisons from pending primary-oracle parity | Use a focused `docs/models/kolibri1.md` guide if the recipe needs more than a @@ -73,3 +74,60 @@ gate. No merge, remote compute, service change, or model download is authorized. ## Owed - [ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3](../issues/_owed/ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3.md): correct the Kolibri-1 public overview and usage. + +## Source audit and verification + +Checked against implementation base `23a85fa47` on 2026-10-12: + +| Claim | Source or retained evidence | +|---|---| +| Compressed FP8 and BF16 loading | `src/vllm/model_executor/models/kolibri1_weights.cpp:97-119` | +| CPU dequantization and disabled-by-default cache | `src/vllm/model_executor/models/kolibri1_forward.cpp:175-205`, `kolibri1_dequant_cache.h:320-326` in the same directory | +| Streamed TT experts, CPU and TT dispatch, refused arms | `src/vllm/model_executor/models/kolibri1_registry.cpp:256-275`, `:289-294`, `:319-348` | +| CLI flags and executable | `examples/cli/main.cpp:109-151`, `examples/CMakeLists.txt:55-57` | +| Server flags and executable | `src/vllm/entrypoints/openai/server_main.cpp:498-541`, `:677-681`, `examples/CMakeLists.txt:98-115` | +| Thinking switch | `src/vllm/entrypoints/openai/reasoning_parsers/kolibri1.cpp:17-32` | +| Parser aliases | `src/vllm/entrypoints/openai/reasoning_parsers/abstract.cpp:69-75`, `src/vllm/entrypoints/openai/tool_parsers/abstract.cpp:99-106` | +| Checkpoint size and mixed storage | `.agents/specs/kolibri-1-cpu.md:17-30` | +| Partial CPU token agreement | `.agents/specs/kolibri-1-cpu.md:226-241` | +| Serving evidence and unmeasured plugin gate | `docs/bench-evidence/kolibri1-serve-20261008.md`, `.agents/oracles/aleph-alpha-inference.md` | + +The short checkpoint revision is preserved from the pre-change feature row. +No full revision or shard hashes were found in that provenance. The usage +section marks them missing. The old feature row's dequant-at-load, owed TT, +and Transformers-generation descriptions are falsified by the anchors above. + +With `PATH=/tmp/vllm-doc-tools/bin:$PATH`, all commands below exited 0: + +```sh +python3 scripts/check-readme-structure.py +python3 scripts/check-supported-models.py +python3 scripts/check-surface-coverage.py +python3 scripts/check-benchmark-index.py +python3 scripts/check-quickstart-recipes.py +python3 tests/scripts/test_check_readme_structure.py +python3 tests/scripts/test_check_supported_models.py +python3 tests/scripts/test_check_surface_coverage.py +python3 tests/scripts/test_check_benchmark_index.py +python3 tests/scripts/test_check_quickstart_recipes.py +git diff --check +``` + +The existing mutation suites ran 19, 14, 46, 6, and 32 tests respectively. +A local path-and-heading check passed for every new link. Every new command +flag was checked against the source above. No product test or product mutation +was added because the patch changes prose only. No model download, model +execution, GPU use, or new performance measurement was performed. + +The three new shell blocks pass `bash -n`. The curl body parses as JSON with +`enable_thinking` set to the boolean `false`. + +Full preflight was invoked before edits. The required staged run was invoked +before commit and remains pending at this checkpoint. The earlier duplicate +run was stopped during mutation tests and is incomplete. Both runs report +missing PyYAML for `check-release-workflow` and missing CMake for +`check-test-registration`, matching the operator's base observations. +These are environment failures, not successful gates. The final operator +report must give the completed staged result before remote handoff. +Logs: `/tmp/vllm-docs-preflight-impl.log` and +`/tmp/vllm-docs-preflight-impl-staged.log`. diff --git a/README.md b/README.md index 7866986def..d893b05548 100644 --- a/README.md +++ b/README.md @@ -37,6 +37,8 @@ ## News +- **2026-10** **Kolibri-1 gains CPU chat serving.** Its reasoning and tool-call parsers are available. + Full parity against the author's vLLM plugin remains unverified. See the [recipe and limits](docs/USAGE.md#kolibri-1). - **2026-09** **Qwen3.8 gains an endpoint measurement tool.** The TensorFold comparison remains blocked by missing artifacts, with no speed result. See the [measurement instructions and limits](docs/benchmarks/qwen38-tensorfold-gap.md#measurement-tools). diff --git a/docs/FEATURES.md b/docs/FEATURES.md index 5706cbda9d..38d75c76cf 100644 --- a/docs/FEATURES.md +++ b/docs/FEATURES.md @@ -224,7 +224,7 @@ speed-pending, which [BENCHMARKS.md](BENCHMARKS.md) tracks. | `KevModel` | `jaredpalmer/kev-0.8b` (frozen Qwen3.5-0.8B-Base + rank-16 LoRA merged at convert time + PointerHead readout) | PointerHead golden-vector tests (25 cases, 126 assertions) + LoRA-merge + ForwardHidden goldens with perturbation gates vs the kev Python reference `jaredpalmer/kev` @`19dcae9b6e3e1a48200c5825aad9fc200d31e20a` (#3295); `/v1/systemone` dispatch reuses the Laya lane. E2E choice/score/noul through LocalAI `/v1/systemone` PASS. CUDA build verification + GGUF k-quant arm OWED per [spec](../.agents/specs/kev.md) | not measured | | `DeepseekV41ForCausalLM` | none loadable yet | **REGISTERED AND VALIDATING; NOT LOADABLE** (W1, 2026-09-13) per [model-matrix](../.agents/model-matrix.md) and [spec](../.agents/specs/deepseek-v4-1-flash.md): the architecture resolves through the registry while the load plan is validated; no token claim | not measured | | `MiMoV2ForCausalLM` | `vcruz305/MiMoV2-Flash-RL-EXL3` (EXL3-quantized, not yet loadable end-to-end) | **W1+W2 scaffold + W3 forward pass; NOT GATED.** Registry + config + hybrid KV-cache spec (full-attn 4 KV heads / SWA 8 KV heads, `v_head_dim=128 != head_dim=192`) + bf16/EXL3 dual-path weight loader gated; the device forward computes through all 48 layers (hybrid attention with sink bias, partial RoPE, attention_value_scale; layer 0 dense MLP, layers 1-47 MoE with sigmoid + noaux_tc routing) but no token has been emitted yet — the end-to-end gate (W5) is OWED | not measured | -| `Kolibri1ForCausalLM` | `Aleph-Alpha/Kolibri-1` @`e52eb462` (78.8 GB: FP8 block-quantized linears with F32 `weight_scale_inv` grids, BF16 experts/shared/head/norms/router; 32 shards, manifest-verified 116,303 tensors) | **W1+W2+W3 landed; token-gated, and the real tokenizer loads (R7).** Registry + config + hybrid KV two-group spec (10 full-attention layers RNoPE — no positional encoding — / 40 sliding layers window 513 with RoPE, per-head qk-norm, head 128, GQA 48/4) + FP8 block-quant loader (dequant-at-load) gated; the CPU forward computes all 50 layers (sandwich norms, sigmoid-logit router top-6 with `expert_bias`, no renorm, ungated shared expert) and is gated against a scalar double-precision transcription of the author plugin's math (1,757 assertions). Token gate LANDED 2026-10-05 (transformers golden run, W3 900/900; HF ids fed directly then). The tokenizer engine refused the checkpoint's `\p{N}{1}` split-regex spelling until R7 (2026-10-08, row/kolibri-r7): it is now recognized as the classic Qwen2 pattern, and our Encode reproduces the HF reference ids on all 8 golden prompts (no-BOS contract gated on a real load). GGUF, CUDA, TT arms OWED; the author plugin ([aleph-alpha-inference](../../.agents/oracles/aleph-alpha-inference.md)) is the primary oracle, gateable=no until served | not measured | +| `Kolibri1ForCausalLM` | `Aleph-Alpha/Kolibri-1`, mixed FP8/BF16 safetensors (78.8 GB) | CPU and Tenstorrent forwards. FP8 weights stay compressed at load. Kolibri chat template, reasoning, and tool-call parsers. CPU comparisons include accepted near-ties, not full token parity. GGUF and other device forwards refused. [Recipe and validation limits](USAGE.md#kolibri-1) | Full author-plugin comparison pending. [TT measurements and gaps](gap-kolibri1-tt-captured-decode.md) | ### Standalone and non-registered lanes diff --git a/docs/USAGE.md b/docs/USAGE.md index c11e9f1fcd..88e1c5f486 100644 --- a/docs/USAGE.md +++ b/docs/USAGE.md @@ -844,6 +844,68 @@ directory. The [CLM page](models/clm.md) has the commands. GGUF k-quant arms are not implemented; `ClmModel` refuses a GGUF source by name. +## Kolibri-1 + +`Kolibri1ForCausalLM` loads the mixed FP8/BF16 safetensors checkpoint from +`Aleph-Alpha/Kolibri-1`. The recorded checkpoint contains 32 shards totaling +78,827,029,120 bytes, indexed by `model.safetensors.index.json`. +The existing record identifies revision `e52eb462` but lacks the full revision +and shard SHA-256 hashes. This is incomplete artifact provenance, not a +reproducible download pin. See the [checkpoint record](../.agents/specs/kolibri-1-cpu.md#the-checkpoint). + +Use an existing local checkpoint directory containing the index, its shards, +`config.json`, `tokenizer.json`, and `tokenizer_config.json`. Allow host memory +for the weights, temporary dequantized projections, activations, and the KV cache. +The checkpoint size is not a peak-memory estimate. + +After [building the CLI and server](BUILD.md), run a raw completion on CPU: + +```sh +build/examples/vllm-cli \ + --model /path/to/Kolibri-1 --device cpu \ + --prompt "The capital of Germany is" --max-tokens 16 --temperature 0 +``` + +For chat, select both Kolibri parsers explicitly: + +```sh +build/examples/vllm-server \ + --model /path/to/Kolibri-1 --device cpu --served-model-name kolibri1 \ + --host 127.0.0.1 --port 8000 \ + --max-model-len 2048 --kv-cache-dtype bfloat16 \ + --reasoning-parser kolibri1 --tool-call-parser kolibri1 +``` + +The server uses the checkpoint's chat template. In another terminal, send a +chat request with thinking disabled: + +```sh +curl http://127.0.0.1:8000/v1/chat/completions \ + -H 'Content-Type: application/json' \ + -d '{"model":"kolibri1","messages":[{"role":"user","content":"Name the capital of Germany."}],"max_tokens":16,"temperature":0,"chat_template_kwargs":{"enable_thinking":false}}' +``` + +This request omits `reasoning_effort`. When that template argument is non-null, +it takes precedence over `enable_thinking`. Only the value `"none"` disables thinking. +The explicit context limit keeps this example separate from the author's +unverified million-token serving recipe. It does not limit weight memory. + +The loader retains FP8 blocks and BF16 tensors. The CPU forward dequantizes FP8 +projections when needed. Its optional dequantization cache defaults to disabled +(`VT_KOLIBRI1_DEQUANT_CACHE_MB=0`), so enabling it adds a memory budget. +The registry also dispatches to a Tenstorrent forward with streamed experts. +See the [Tenstorrent measurements and remaining gaps](gap-kolibri1-tt-captured-decode.md). +GGUF loading and other device forwards, including CUDA, are refused. + +The recorded CPU gate matched 141 of 145 argmax positions against a +PyTorch transcription of the author's plugin. Four differences were accepted +near-ties. Four of eight prompts matched token-for-token through the full +continuation. This was not a native Transformers generation run. +See the [CPU comparison](../.agents/specs/kolibri-1-cpu.md#now) and +[serving validation](bench-evidence/kolibri1-serve-20261008.md). +Full correctness and speed parity against the +[author's vLLM plugin](../.agents/oracles/aleph-alpha-inference.md) remain unverified. + ## Muse Glimmer 30B from a GGUF k-quant The text tower loads from a `muse-glimmer`-architecture GGUF, so the 30B model From ee4aecfc1e1a557c440c581621d9ad8f31afcf65 Mon Sep 17 00:00:00 2001 From: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com> Date: Mon, 12 Oct 2026 03:13:12 +0000 Subject: [PATCH 3/3] docs(kolibri1): identify the recorded tensor bytes The checkpoint index records tensor data size, not total shard file size. Name that distinction in the usage guide and record the review evidence. Issue: ISSUE-LOCAL-01M4Q12F0EMYDYQV1P1PNJKEB3 FOLLOWING_AGENTS_PROTOCOL Following-Agents-Protocol: true AI-Assisted: true Assisted-by: Codex:GPT-6 [Codex] --- .agents/specs/docs-kolibri1-current-usage.md | 18 ++++++++++++++++++ docs/USAGE.md | 4 ++-- 2 files changed, 20 insertions(+), 2 deletions(-) diff --git a/.agents/specs/docs-kolibri1-current-usage.md b/.agents/specs/docs-kolibri1-current-usage.md index b7baa51034..9f71f63b16 100644 --- a/.agents/specs/docs-kolibri1-current-usage.md +++ b/.agents/specs/docs-kolibri1-current-usage.md @@ -131,3 +131,21 @@ These are environment failures, not successful gates. The final operator report must give the completed staged result before remote handoff. Logs: `/tmp/vllm-docs-preflight-impl.log` and `/tmp/vllm-docs-preflight-impl-staged.log`. + +## Review correction: checkpoint bytes + +The review found that the usage paragraph described tensor bytes as total shard +file sizes. The checkpoint record at `.agents/specs/kolibri-1-cpu.md:17-22` +identifies the value as index `metadata.total_size`. The paragraph now names +tensor data and preserves the recorded shard count. + +On 2026-10-12, `/bin/bash /tmp/vllm-docs-verify.sh` exited 0 in the repair +worktree. All seven document and record checks passed. The five existing +mutation suites passed 19, 14, 46, 6, and 32 tests. The compile-scope check +found no C++ sources, headers, or build files. Source review and +`git diff --check` passed. Product mutation is not applicable to this prose +correction. The canonical issue remains open pending landing. + +Pre-edit and staged preflight checks use `--role-only` for this repair. They +check role metadata only and are not full preflight results. The operator +retains the full baseline and implementation results described above. diff --git a/docs/USAGE.md b/docs/USAGE.md index 88e1c5f486..195a18df64 100644 --- a/docs/USAGE.md +++ b/docs/USAGE.md @@ -847,8 +847,8 @@ name. ## Kolibri-1 `Kolibri1ForCausalLM` loads the mixed FP8/BF16 safetensors checkpoint from -`Aleph-Alpha/Kolibri-1`. The recorded checkpoint contains 32 shards totaling -78,827,029,120 bytes, indexed by `model.safetensors.index.json`. +`Aleph-Alpha/Kolibri-1`. The recorded checkpoint contains 32 shards. +Its `model.safetensors.index.json` records 78,827,029,120 bytes of tensor data. The existing record identifies revision `e52eb462` but lacks the full revision and shard SHA-256 hashes. This is incomplete artifact provenance, not a reproducible download pin. See the [checkpoint record](../.agents/specs/kolibri-1-cpu.md#the-checkpoint).