Add AGILLM-4.3 inference sample at step 2161945

Adds prompt/output smoke test for checkpoint final.pt step 2161945, plus raw result artifact.

README.md

@@ -75,3 +75,30 @@ If you want to host your own decentralized training swarm for AGILLM models, you
      --base-ckpt /path/to/base_model.pt
    ```
    Validated updates will be moved to an `accepted/` directory which your master can then asynchronously merge.
+
+<!-- agillm43-latest-inference-start -->
+## Latest Inference Smoke Test
+
+This is a raw quality smoke test from the active AGILLM-4.3 training checkpoint. It is included to show that the checkpoint loads and decodes; the text is not yet meant to be good instruction-following output.
+
+- Created UTC: `2026-06-18T05:13:28Z`
+- Checkpoint: `final.pt`
+- Checkpoint step: `2161945`
+- Method: `ar_block_stream_fp16_sdpa_ignore_eos`
+- Decode stats: `55.85s | 64 tokens | 1.1 tok/s`
+- Full artifact: [`inference_samples/step2161945_20260618T051328Z/README.md`](./inference_samples/step2161945_20260618T051328Z/README.md)
+
+### Prompt
+
+```text
+In one short paragraph, explain what AGILLM4.3 is doing during this training run.
+```
+
+### Output
+
+```text
+If you can be a lot of the same time to do that we are not like it's I'm so if they have some things and you don't know about your way for my book.
+
+I think how you want to get me! You're just in our thing, I've never had been on the other
+```
+<!-- agillm43-latest-inference-end -->

inference_samples/step2161945_20260618T051328Z/README.md

@@ -0,0 +1,23 @@
+# AGILLM-4.3 inference sample
+
+- Created UTC: `2026-06-18T05:13:28Z`
+- Checkpoint: `final.pt`
+- Checkpoint path on training box: `/workspace/agillm4_4090_ckpts_active/final.pt`
+- Checkpoint step: `2161945`
+- Method: `ar_block_stream_fp16_sdpa_ignore_eos`
+- Decode stats: `55.85s | 64 tokens | 1.1 tok/s`
+- Note: this smoke test used `ignore_eos` to force a visible base-model continuation after the same checkpoint otherwise emitted EOS immediately.
+
+## Prompt
+
+```text
+In one short paragraph, explain what AGILLM4.3 is doing during this training run.
+```
+
+## Output
+
+```text
+If you can be a lot of the same time to do that we are not like it's I'm so if they have some things and you don't know about your way for my book.
+
+I think how you want to get me! You're just in our thing, I've never had been on the other
+```

inference_samples/step2161945_20260618T051328Z/infer_ar_ignore_eos.txt

@@ -0,0 +1,33 @@
+[tokenizer] transformers=4.48.0, tokenizers=0.21.4
+[tokenizer] Health check PASSED - spaces preserved in roundtrip
+[tokenizer] Restored from /workspace/agillm4_4090_ckpts_active/final.pt.tokenizer.json
+[infer] inference_time=2026-06-18 06:12:17 BST
+[infer] checkpoint=final.pt
+[attention_config]
+d_model=1280 heads=20 d_k=64
+layers=28 tie_weights=YES
+rank=160 ratio=2.5x regime=EXPANSION
+[infer] block_stream_dtype=float16
+[infer] block_stream=True device=cuda page=1 layer(s); page_cache=False (explicit-off) KV cache=True kv_device=cpu
+Model size: 1.22B parameters (1,221,580,802)
+Generating (ar)...
+[infer] block_stream_cuda_peak_alloc=0.42GB peak_reserved=0.44GB
+In one short paragraph, explain what AGILLM4.3 is doing during this training run. If you can be a lot of the same time to do that we are not like it's I'm so if they have some things and you don't know about your way for my book.
+
+I think how you want to get me! You're just in our thing, I've never had been on the other
+[55.85s | 64 tokens | 1.1 tok/s]
+[CLAUDE_FRIENDLY_START]
+[mode=ar]
+[prompt_input]
+In one short paragraph, explain what AGILLM4.3 is doing during this training run.
+[completion]
+ If you can be a lot of the same time to do that we are not like it's I'm so if they have some things and you don't know about your way for my book.
+
+I think how you want to get me! You're just in our thing, I've never had been on the other
+[prompt_plus_completion]
+In one short paragraph, explain what AGILLM4.3 is doing during this training run. If you can be a lot of the same time to do that we are not like it's I'm so if they have some things and you don't know about your way for my book.
+
+I think how you want to get me! You're just in our thing, I've never had been on the other
+[stats] 55.85s | 64 tokens | 1.1 tok/s
+[CLAUDE_FRIENDLY_END]
+[wall_time] 80s

inference_samples/step2161945_20260618T051328Z/metadata.txt

@@ -0,0 +1,4 @@
+AGILLM43_INFER_START 2026-06-18T05:12:08Z
+checkpoint=/workspace/agillm4_4090_ckpts_active/final.pt
+prompt=In one short paragraph, explain what AGILLM4.3 is doing during this training run.
+mode=ar sampler=ar max_new=64 min_new=64 ignore_eos greedy block_stream fp16 sdpa

inference_samples/step2161945_20260618T051328Z/result.json

@@ -0,0 +1,15 @@
+{
+  "created_at": "2026-06-18T05:13:28Z",
+  "checkpoint": "/workspace/agillm4_4090_ckpts_active/final.pt",
+  "checkpoint_latest_json": "{\"path\": \"/workspace/agillm4_4090_ckpts_active/final.pt\", \"step\": 2161945}",
+  "method": "ar_block_stream_fp16_sdpa_ignore_eos",
+  "prompt": "In one short paragraph, explain what AGILLM4.3 is doing during this training run.",
+  "completion": "If you can be a lot of the same time to do that we are not like it's I'm so if they have some things and you don't know about your way for my book.\n\nI think how you want to get me! You're just in our thing, I've never had been on the other",
+  "stats": "55.85s | 64 tokens | 1.1 tok/s",
+  "ok": true,
+  "raw_file": "infer_ar_ignore_eos.txt",
+  "checkpoint_step": 2161945,
+  "checkpoint_name": "final.pt",
+  "checkpoint_path": "/workspace/agillm4_4090_ckpts_active/final.pt",
+  "huggingface_repo": "OpenTransformer/AGILLM-4.3"
+}

inference_samples/step2161945_20260618T051328Z/run_README.md

@@ -0,0 +1,22 @@
+# AGILLM4.3 Inference Smoke Test
+
+- Created: `2026-06-18T05:13:28Z`
+- Checkpoint: `final.pt`
+- Method: `ar_block_stream_fp16_sdpa_ignore_eos`
+- OK: `True`
+
+## Prompt
+
+In one short paragraph, explain what AGILLM4.3 is doing during this training run.
+
+## Completion
+
+```text
+If you can be a lot of the same time to do that we are not like it's I'm so if they have some things and you don't know about your way for my book.
+
+I think how you want to get me! You're just in our thing, I've never had been on the other
+```
+
+## Stats
+
+`55.85s | 64 tokens | 1.1 tok/s`