messages list | tier int64 | src string |
|---|---|---|
[
{
"role": "user",
"content": "…[earlier truncated]…\nbit_generator, numpy.random._bounded_integers, numpy.random._pcg64, numpy.random._generator, numpy.random._mt19937, numpy.random._philox, numpy.random._sfc64, numpy.random.mtrand (total: 22)\ntimeout: the monitored command dumped core\nAssistant action: B... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ns /tmp/pipe_probe.log; tr '\\\\r' '\\\\n' < /tmp/pipe_probe.log | grep . | tail\", \"description\": \"Check probe log directly\"}\nResult: 0\nAssistant action: Bash {\"command\": \"sed -n 60,110p tests/e2e/test_train_entry.py\", \"description\": \"Read pi... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\neason\": \"2B training run in progress (~1-2h expected with sparse+FP4 overhead); fallback check\", \"prompt\": \"Continue the MythosMini task: check /tmp/run_sparse_fp4_2b.log progress. When the run finishes (training + STM + benchmark + SLERP + final re... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n.sft import (\\n SftConfig,\\n build_sft_blocks,\\n load_sft_texts,\\n run_sft,\\n)\\n\\nTINY = ModelConfig(\\n dim=16,\\n n_heads=2,\\n prelude_layers=1,\\n coda_layers=1,\\n shared_loops=2,\\n lora_rank=2,\\n ffn_hidden=... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n\": \" monkeypatch.setattr(train_module, \\\"build_token_cache\\\", synthetic_token_cache)\\n sft_path = tmp_path / \\\"data\\\" / \\\"sft.jsonl\\\"\\n sft_path.parent.mkdir(parents=True)\\n sft_rows = [\\n {\\\"text\\\": \\\"<|im_start... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n | 149M/2.00G [03:33<38:17, 806ktok/s]\nAssistant action: Bash {\"command\": \"make fix >/dev/null 2>&1; make lint 2>&1 | grep -vE \\\"^grep|^\\\\.venv|^ruff|formatted|passed\\\" | tail -4\", \"description\": \"Lint before relaunch\", \"timeout\": 120000}... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n_sft.py train.py tests/e2e/test_train_entry.py docs/functions.md && git commit -q -m \\\"add instruction tuning phase with instruct slerp tournament\\\"\\nnohup .venv/bin/python -u train.py 2 4 > /tmp/run_full_2b.log 2>&1 & echo \\\"new pid $!\\\"\", \"de... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ncy from accd37b). If still running, check progress and reschedule.\nAssistant action: Bash {\"command\": \"tr '\\\\r' '\\\\n' < /tmp/run_full_2b.log | grep -vE \\\"%\\\\||tok/s\\\\]\\\" | grep . | tail -10; ps aux | grep \\\"[t]rain.py 2 4\\\" | awk '{pri... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n 2B run for final results or crash\" completed (exit code 0)</summary>\n</task-notification>\nAssistant action: Bash {\"command\": \"tr '\\\\r' '\\\\n' < /tmp/run_full_2b.log | grep -vE \\\"%\\\\||tok/s\\\\]\\\" | grep . | tail -25; ps aux | grep \\\"[t]r... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nppl 4.697 blimp 60.51 arc 30.60\nsft phase: 951 conversations, 15485 blocks\nsft epoch losses: [0.7626, 0.6687, 0.6469]\nAssistant action: Bash {\"command\": \"until grep -q \\\"instruct results:\\\" /tmp/run_full_2b.log || ! kill -0 2866542 2>/dev/null; ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n 14:44:00 (in 1840s). Nothing more to do this turn — the harness re-invokes you when the wakeup fires or a task-notification arrives.\nUser: <task-notification>\n<task-id>bykjt8whr</task-id>\n<tool-use-id>toolu_01G1DkdfJhosJDS5D2oyP52w</tool-use-id>\n<out... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n.28 | 34.40 | **60.41** | **10.04** (rank 6) |\n| **New base champion** (sparse+FP4) | 4.702 | 61.61 | 33.40 | **60.40** | 10.01 (rank 7) |\n| **Instruct champion** (SFT+SLERP) | 4.846 | **63.42** | 32.00 | 60.35 | 10.01 |\n\n**Is it better than the lates... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nRVAL_STEPS,\n13\t LOG_INTERVAL_STEPS,\n14\t ModelConfig,\n15\t TrainConfig,\n16\t)\n17\tfrom src.mythosmini.data.buffer import BatchSource\n18\tfrom src.mythosmini.hardware.autotune import BatchPlan, shrink_after_oom\n19\tfrom src.mythosmini.hard... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nseed(8)\n config = ModelConfig(\n dim=32,\n n_heads=2,\n prelude_layers=1,\n coda_layers=1,\n ffn_hidden=64,\n max_seq_len=128,\n index_dim=8,\n index_top_k=16,\n local_window=4,\n f... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n)\\n torch.manual_seed(9)\\n config = ModelConfig(\\n dim=32,\\n n_heads=2,\\n prelude_layers=1,\\n coda_layers=1,\\n shared_loops=2,\\n lora_rank=2,\\n ffn_hidden=64,\\n max_seq_len=64,\\n ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ncessfully. (file state is current in your context — no need to Read it back)\nAssistant action: Bash {\"command\": \"timeout 300 .venv/bin/python -m pytest tests/test_sparse_attention.py -q 2>&1 | tail -2\", \"description\": \"Re-run sparse tests\", \"tim... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n1]))\n )), TensorBox(StorageBox(\n InputBuffer(name='primals_7', layout=FixedLayout('cuda:0', torch.float32, size=[], stride=[]))\n )))\n args[13]: ()\nAssistant: Found it: flex backward can't handle the grad-requiring scalar `gate` captured in scor... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ndescription\": \"Restore user effort setting and regression-test headless\"}\nResult: effort restored to max (your setting)\nThe file `mini-site/about.html` contains a link to the homepage (`index.html`).\nShell cwd was reset to /home/lane/GR\nAssistant a... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n | head -12; echo \\\"--- nudges ---\\\"; grep -c \\\"guess_nudge\\\" ~/.glint/logs/glint-$(date +%F).log; echo \\\"--- final answer tail ---\\\"; tmux capture-pane -t glint -p | grep -v '^\\\\s*$' | tail -12\", \"description\": \"Wait for completion, che... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nash input={\"command\": \"make fix >/dev/null 2>&1; make lint && make test 2>&1 | tail -2 && .venv/bin/python - << 'EOF'\\nimport ralph, time, types\\n\\ncalls = []\\nralph.ensure_freebuff = lambda: (calls.append(\\\"ensure\\\"), True)[1]\\nralph.subproce... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ny\n return user_fn(self, *args)\n ^^^^^^^^^ …[truncated]\nAssistant action: Bash {\"command\": \"timeout 900 .venv/bin/python - <<'EOF'\\nimport time, random, torch\\nfrom src.mythosmini.config import ModelConfig\\nfrom src.mythosmini.model.t... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ntaclasses import dataclass\\nfrom typing import cast\\n\\nimport torch\\nfrom torch import Tensor, nn\\nfrom torch.nn import functional\\n\\nfrom src.mythosmini.config import ModelConfig\\nfrom src.mythosmini.training.fp4 import Fp4Linear\\n\\nLOCAL_WINDO... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ne_all\": false, \"file_path\": \"/home/lane/MythosMini/tests/test_sparse_attention.py\", \"old_string\": \" model = MythosMini(TINY)\\n calls: list[int] = []\\n original = model.indexer.forward\\n\\n def counting(x: torch.Tensor) -> SparseSele... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nfrom the current cycle will be reported.To keep events across cycles, set acc_events=True.\n _warn_once(\n------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ -------... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nojection, output projection, lightning indexer projections (`index_q`/`index_k`, dim→index_dim, no bias) and a learnable scalar `index_gate` (init 1.0) weighting the indexer bias.\\n\\n**Parameters:** `config: ModelConfig` — dim must be divisible by n_hea... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nmeError\\\" /tmp/run_fast_2b.log; do sleep 180; done; tr '\\\\r' '\\\\n' < /tmp/run_fast_2b.log | grep -E \\\"final results|byte perplexity|blimp|arc-easy|placement|Traceback|Error\\\" | tail -8\", \"description\": \"Watch fast 2B run for results/crash\",... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n return fn(*args, **kwargs)\n ^^^^^^^^^^^^^^^^^^^\n File \"/home/lane/MythosMini/.venv/lib/python3.12/site-packages/torch/_dynamo/_t …[truncated]\nAssistant action: Bash {\"command\": \"tr '\\\\r' '\\\\n' < /tmp/run_fast_2b.log | grep -vE \\\"... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ntion indexer parameters across 9 attention modules).\", \"new_string\": \"final RMSNorm, RoPE caches as non-persistent buffers, plus one shared `SparseIndexer`. 1,050,241 parameters at defaults (1,047,168 dense core + 3,073 shared indexer).\"}\nResult: Th... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nimport torch\n4:from src.mythosmini.config import ModelConfig\n5:from src.mythosmini.model.transformer import MythosMini\n6:from src.mythosmini.training.loop import compute_loss\n7:from src.mythosmini.training.stm import (\n183: model = MythosMini(TINY... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\neckpoint\n survivors = run_stm(model, optimizer, pool, current, dtype, on_epoch)\n File \"/home/lane/MythosMini/src/mythosmini/training/stm.py\", line 110, in run_stm\n losses = stm_epoch(m …[truncated]\nAssistant action: Bash {\"command\": \"ls ru... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ne messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat>\nUser: <command-name>/login</command-name... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nft\\\": 1}\\n original = MythosMini.forward\\n\\n def flaky(self: MythosMini, tokens: torch.Tensor, loops: int | None = None) -> torch.Tensor:\\n if tokens.shape[0] > 4 and failures[\\\"left\\\"] > 0:\\n failures[\\\"left\\\"] -= 1... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n\n197 passed, 15 warnings in 6.04s\nAssistant action: Bash {\"command\": \"cat >> journal.md <<'EOF'\\n\\n## [2026-06-11 17:30] — OOM auto-shrink for STM and SFT loops\\n\\n**TL;DR:** The 28cf7be 2B verification run died at STM round 1 with a verbatim \\\... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n*Raises:** Propagates CUDA/shape errors.\\n\\n**Callers/Callees:** Called by `train.sft_phase`, tests. Calls `save_sft_checkpoint`, torch optimizer ops.\\n\\n**Last modified:** 2026-06-11 — added with instruction tuning.\", \"new_string\": \"**Raises:** `... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nl(old, new) for old, new in zip(before, model.parameters(), strict=True)\nAssistant action: Bash {\"command\": \".venv/bin/python - <<'EOF'\\npath = \\\"tests/test_stm.py\\\"\\nsrc = open(path).read()\\nsrc = src.replace(\\\" losses = stm_epoch(model, ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\npt\": \"Continue the MythosMini task: check /tmp/run_fast3_2b.log. When finished (instruct results printed): add scores.md rows for the throughput restructure run (28cf7be..latest), journal verbatim results incl. stm oom shrink prints, commit, and report ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n complete. Recording results:\nAssistant action: Bash {\"command\": \"git log --oneline -1; cat >> scores.md <<'EOF'\\n| 3b08b6c | Shared sparse indexer + FlexAttention + detached prelude/coda bias + OOM auto-shrink (runs/20260611_172728, salvaged) | Yes ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n6+step_00061536@t0.50+gen0_step_00061936+step_00061536@t0.35@t0.80@t0.50: wiki_ppl 5.080 blimp 62.15 arc 30.40\ngen2_gen0_step_00061936+step_00061536@t0.33+gen1_gen0_step_00061936+step_00061536@t0.50+gen0_step_00061936+step_00061536@t0.35@t0.80@t0.50: ove... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nat triggered this wake), `PAPERCLIP_WAKE_REASON` (why this run was triggered), `PAPERCLIP_WAKE_COMMENT_ID` (specific comment that triggered this wake …[truncated]\nAssistant action: Bash {\"command\": \"which paperclipai; paperclipai --help 2>&1 | head -2... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n]\nResult: 6fd7f50 journal salvaged run results and paperclip incident\ndb3c7a4 record salvaged throughput-restructure run scores\n1061bde persist shrunk stm micro batch across epochs and rounds\nAssistant: Done — run salvaged, results recorded, all commi... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ny the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat>\nUser: <command-name>/model</command-name>\n <command-message>m... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ne\n2\tfrom dataclasses import dataclass\n3\tfrom typing import cast\n4\t\n5\timport torch\n6\tfrom torch import Tensor, nn\n7\tfrom torch.nn import functional\n8\t\n9\tfrom src.mythosmini.config import ModelConfig\n10\tfrom src.mythosmini.training.fp4 imp... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "User: Repo: /home/lane/MythosMini — a 1,050,241-param byte-level (vocab 257) looped-shared-block transformer trained on fineweb-edu, benchmarked on WikiText-2 byte PPL, BLiMP, ARC-Easy against the Tiny-ML leaderboard (overall = mean of blimp, arc, normalized wiki score; efficie... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nDERBOARD_URL = (\n10\t \"https://huggingface.co/spaces/Glint-Research/Tiny-ML-Leaderboard/raw/main/index.html\"\n11\t)\n12\tWIKI_PPL_CAP = 500.0\n13\t\n14\tFINEWEB_DATASET = \"HuggingFaceFW/fineweb-edu\"\n15\tFINEWEB_CONFIG = \"sample-100BT\"\n16\tDEFA... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n root\"}\nResult: functions.md\nresearch\nrules\n/home/lane/MythosMini/journal.md\nAGENTS.md\ndata\ndocs\nexp.py\nexp_quantization.py\nhero_check.png\nhero_debug.png\nhero_fancy_final.png\nhero_fixed.png\nhero_restored.png\nissues.json\njournal.md\nMakefi... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n/doi/10.5555/3692070.3692699\"},{\"title\":\"KORMo: Korean Open Reason …[truncated]\nAssistant action: WebFetch {\"url\": \"https://arxiv.org/abs/2404.19737\", \"prompt\": \"What does this paper report about multi-token prediction for byte-level models sp... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nB_SIZE = 257\n7\tEOS_TOKEN_ID = 256\n8\t\n9\tLEADERBOARD_URL = (\n10\t \"https://huggingface.co/spaces/Glint-Research/Tiny-ML-Leaderboard/raw/main/index.html\"\n11\t)\n12\tWIKI_PPL_CAP = 500.0\n13\t\n14\tFINEWEB_DATASET = \"HuggingFaceFW/fineweb-edu\"\... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n answer_key = str(record[\"answerKey\"])\n21\t if answer_key not in labels:\n22\t return None\n23\t return labels.index(answer_key)\n24\t\n25\t\n26\tdef record_to_question(record: dict[str, Any]) -> ArcQuestion | None:\n27\t index = answe... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nodel used, and any annotation fields (topic, style, etc.)?\"}\nResult: # SimpleStories Dataset Overview\n\n**Size & Structure:**\n- Total rows: \"2.14M rows\" across the dataset\n- Training split: \"2.12M rows\"\n- Test split: \"21.4k rows\"\n- Format: Pa... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n \\\"TOKENS\\\\|target_tokens\\\\|2_000_000_000\\\\|2e9\\\\|quality\\\" /home/lane/MythosMini/src/mythosmini/config.py | head\", \"description\": \"Read fineweb streaming code and token budget config\"}\nResult: from collections.abc import Iterator\nfrom ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n TOKEN_CACHE_DIR,\n23\t ModelConfig,\n24\t RunPaths,\n25\t TrainConfig,\n26\t)\n27\tfrom src.mythosmini.data.cache import GpuWindowBuffer, build_token_cache, cache_path_for\n28\tfrom src.mythosmini.data.procedural import build_procedural_cache\... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "User: Repo: /home/lane/MythosMini — a 1,050,241-param byte-level (vocab 257) looped-shared-block transformer trained on fineweb-edu, benchmarked on WikiText-2 byte PPL, BLiMP, ARC-Easy against the Tiny-ML leaderboard (overall = mean of blimp, arc, normalized wiki score; efficie... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nile with no markdown headers, covering: release date (June 9, 2026), Mythos-class designation, undisclosed parameter count, safety classifier with Opus 4.8 fallback, agentic long-horizon capabilities, scientific reasoning, SOTA vision, long-context perfor... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "User: <command-name>/goal</command-name>\n <command-message>goal</command-message>\n <command-args>Hey fable! I want you to create a reasearch.md file formatted like this. # [paper/idea title] (newline) - [link] (newline) - descripion of thing. This will h... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "User: <command-name>/goal</command-name>\n <command-message>goal</command-message>\n <command-args>Hey fable! I want you to create a reasearch.md file formatted like this. # [paper/idea title] (newline) - [link] (newline) - descripion of thing. This will h... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nll running at entry time. (3) My first edit of tests/test_fp4.py misplaced two lines across test boundaries; fixed before running.\n527\t\n528\t**What was kept / discarded:** Kept all three features, all tests, docs entries for every touched function. Kil... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n\"title\":\"Loop, Think, & Generalize: Implicit Reasoning in Recurrent-Depth Transformers\",\"url\":\"https://arxiv.org/html/2604.07822v1\"},{\"title\":\"Looping Back to Move Forward: Recursive Transformers for Efficient and Flexible Large Multimodal Mode... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nd on downstream tasks\",\"url\":\"https://arxiv.org/html/2403.08540v1\"},{\"title\":\"Scaling Laws for LLMs: From GPT-3 to o3\",\"url\":\"https://cameronrwolfe.substack.com/p/llm-scaling-laws\"},{\"title\":\"[2403.08540] Language models scale reliably wit... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nBitNet language models?\",\"url\":\"https://arxiv.org/abs/2502.11895\"},{\"title\":\"Continual Quantization-Aware Pre-Training: When to transition from 16-bit to 1.58-bit pre-training for BitNet language models?\",\"url\":\"https://arxiv.org/html/2502.118... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n606.05988] Compress-Distill: Reasoning Trace Compression for Efficient Knowledge Distillation\",\"url\":\"https://arxiv.org/abs/2606.05988\"},{\"title\":\"Compress-Distill: Reasoning Trace Compression for Efficient Knowledge Distillation\",\"url\":\"https... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\narch-papers-the-2026-list-january-to-may/\"},{\"title\":\"Accelerating LLM Pre-Training through Flat-Direction Dynamics Enhancement\",\"url\":\"https://arxiv.org/html/2602.22681v1\"},{\"title\":\"[2601.02031] Output Embedding Cen …[truncated]\nAssistant a... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nhtml/2605.19943v1\"},{\"title\":\"Tiny Autoregressive Recursive Models\",\"url\":\"https://arxiv.org/pdf/2603.08082\"},{\"title\":\"Super Tiny Language Models\",\"url\":\"https://arxiv.org/pdf/2405.14159\"},{\"title\":\"Tiny Language Models for Automation... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ncy), 73% CoT cut with accuracy gain — how to fit reasoning into small student\n- **Capacity science**: distillation halves memorization, MLP value vectors as knowledge units, diffusion LMs as super data le …[truncated]\nUser: Look for uniqe archetectures ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nh the decent number of examples from a good quality dataset\nBob Rupert: Most benchmarks declined but this is expected from a 1B model, to improve scores, i beleive we would have to specifically train on responses that target making it smarter.\nBob Ruper... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nr): \\\\(.content)\\\"' chat_history.json | grep -iE 'arxiv|looped|deltanet|per-layer|grow(ing)? model|mixture of|lookup expert|mtp|multi.token|recursi|muon|qat|ternary|bitnet' | sort | uniq | head -120\", \"description\": \"Grep whole history for archite... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "User: Hi"
},
{
"role": "assistant",
"content": "<think>\nThe user just said \"Hi\". There's no additional context or question, so the most appropriate next step is to respond with a greeting and prompt for clarification about what they need. I should keep the reply ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "User: in the .html file, say that this is where Glint Research has been. its about time to annouce the project, but not time to annouce the model\nAssistant action: Bash {\"command\": \"ls /home/lane/MythosMini/*.html 2>/dev/null; find /home/lane/MythosMini -maxdepth 2 -name '*... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ngAElEQVR4nI29aa9l2XElts50hzdnVmaxilWkSEndksButQeg4c+GgYb/gf3Zf0T/yICB/mTYaBs2GjBkoG1LdpMUySJrzsrpjXc4k7FiRey9730vKd1CVr687w7n7B07hhUrIqpq3c7VDKCuUFcV+HNV8ecZFfhzDT7qekaDCvxXVc98OeqqttdOMzDyM6r4Pd+pxzTN9rt5mvR5/HzMfCn/pc8BMGNK7+Hz9p5Zz46zvRMT/z1P/ryu6/jB67... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nesearch: it wouldnt do anything, weights are the same\ncanitdotts: thought so\ncanitdotts: what a …[truncated]\nAssistant action: Bash {\"command\": \"cd /home/lane/Blindbot && jq -r 'to_entries[] | select(.value.name==\\\"general-1\\\") | .value.messages... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n/lane/.claude/projects/-home-lane-MythosMini/6917f657-870f-48a6-84fa-a774d4699ccf/tool-results/blucpdvd0.txt\n\nPreview (first 2KB):\n532: <span><strong>SLM Alliance</strong> / Research Collective</span>\n559: <div class=\"stat-label\">Resea... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nSSISTANT (tool call) Edit input={\"replace_all\": false, \"file_path\": \"/home/lane/MythosMini/slm_alliance.html\", \"old_string\": \"<p class=\\\"featured-blurb\\\">Main developer of the alliance, leading architecture, training, and the push to beat Gem... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nreplace_all\": false, \"file_path\": \"/home/lane/MythosMini/slm_alliance.html\", \"old_string\": \"<p><strong>This is where Glint Research has been.</strong> This project — built in part by Glint Research — is what we've been heads-down on. T... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\not page hero with headless Chrome\"}\nResult: 63170 bytes written to file /tmp/hero.png\nShell cwd was reset to /home/lane/MythosMini\nAssistant action: Read {\"file_path\": \"/tmp/hero.png\"}\nResult: \nAssistant action: Bash {\"command\": \"cd /tmp && g... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nht: normal; border-bottom: 1px solid var(--accent); }\n201\t\n202\t.hero-eyebrow,\n203\t.hero h1,\n204\t.hero-lede,\n205\t.hero-stats {\nAssistant action: Edit {\"replace_all\": false, \"file_path\": \"/home/lane/MythosMini/slm_alliance.html\", \"old_stri... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\npan>\n892: <span class=\"person-name\">Costikoooo</span>\n896: <span class=\"person-name\">Datdanboi25</span>\n900: <span class=\"person-name\">Finnyboy</span>\n904: <spa …[truncated]\nAssistant: AxionLab and LH... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n64 | head; grep -no 'd97757' /home/lane/MythosMini/slm_alliance.html | grep -v base64; grep -cn \\\"Anthropic Serif\\\\|Anthropic Mono\\\" /home/lane/MythosMini/slm_alliance.html\", \"description\": \"Locate font-face blocks, orange uses, font refs\"}\nRe... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nosMini/slm_alliance.html has been updated successfully. (file state is current in your context — no need to Read it back)\nAssistant action: Edit {\"replace_all\": false, \"file_path\": \"/home/lane/MythosMini/slm_alliance.html\", \"old_string\": \" ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "User: The core idea:\n- Bitnet = ternary {−1,0,1} in a 2-bit container (1.58-bit effective)\n- Dragonoid: \"Why not do the same for 4-bit, since it's all about sparsity anyway?\"\n- Clock = sparse 3.5-bit format: 12 states (like clock hours → hence the name)\n- First version: 1... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nion, check its Callers/Callees in `docs/functions.md` to know what depends on it; after editing, `make test` proves dependents still work.\n9\t- After the task, review `git diff` line by line. Every changed line must be justified by the task; revert anyth... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nB]\n23416 MiB, 32607 MiB\nAssistant action: Bash {\"command\": \"sed -n 1,60p /home/lane/MythosMini/scripts/audit_docs.py\", \"description\": \"Check docs audit scope\"}\nResult: import ast\nimport sys\nfrom pathlib import Path\n\nREPO_ROOT = Path(__file_... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n train.py\nAll checks passed!\ngrep: src/mythosmini/benchmarks/__pycache__/scorer.cpython-312.pyc: binary file matches\ngrep: src/mythosmini/training/__pycache__/stm.cpython-312.pyc: binary file matches\ngrep: src/mythosmini/training/__pycache__/loop.cpyt... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\naseline_training_loss — tests/double_decoder.py\n4327:### build_dataset — tests/double_decoder.py\n4343:### decode_ids — tests/double_decoder.py\n4359:### diffusion_sample — tests/double_decoder.py\n4375:### diffusion_training_loss — tests/double_decoder.... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n/tmp/test.log)\", \"timeout_ms\": 1800000, \"persistent\": false, \"command\": \"until grep -Eq \\\"passed|failed|error\\\" <(tail -1 /tmp/test.log 2>/dev/null); do sleep 5; done; tail -2 /tmp/test.log\"}\nResult: Monitor started (task bkf17jmvr, timeout ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nsk-id>bkf17jmvr</task-id>\n<summary>Monitor event: \"full pytest suite completion (/tmp/test.log)\"</summary>\n<event>[Monitor timed out — re-arm if needed.]</event>\n</task-notification>\nAssistant action: Bash {\"command\": \"tail -3 /tmp/test.log; grep... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nk_quantization.py\\n\\n### ClockLinear.forward — tests/test_clock_quantization.py\\n\\n**Purpose:** Linear layer applying Clock quantization-aware training: the matmul uses the Clock-quantized weight while gradients flow to the full-precision master weigh... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n 1 file changed, 82 insertions(+)\nAssistant action: Read {\"file_path\": \"/home/lane/MythosMini/tests/test_clock_quantization.py\", \"offset\": 132, \"limit\": 90}\nResult: 132\t\n133\t\n134\tCLOCK_ZERO_CODE = 0\n135\tCLOCK_FIRST_POSITIVE_CODE = 1\n136\... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n16 warnings in 5143.71s (1:25:43)\\\" — zero failures including the 9 new clock tests and the slow pipeline e2e. `make pyaot` in the same run: \\\"pyaot: checked 81 file(s) — 0 error(s)\\\".\\n\\n**Long description:** The 1:25 h wall time was GPU contenti... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n data: BenchmarkData,\n185\t eval_batch: int,\n186\t info: DeviceInfo,\n187\t leaderboard: list[LeaderboardEntry],\n188\t parameter_count: int,\n189\t) -> MergeCandidate:\n190\t best_seed = select_diverse(candidates, 1)[0]\n191\t print(\... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n step_00006000.pt \ntraining: 91%|█ …[truncated]\nAssistant: Yes — mechanically slerp is working as designed, and it delivered a real (if modest) gain: best raw checkpoint was 57.70 overal... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "User: Please summarize what is differnt about this arch than normal llama. and what slerp does at the end.\nAssistant action: Bash {\"command\": \"ls /home/lane/MythosMini && grep -n \\\"slerp\\\" -ri /home/lane/MythosMini --include=*.py | head\", \"description\": \"List repo a... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n======================= 123 passed in 4.47s ==============================\n.venv/bin/python pyaot.py .\npyaot: checked 61 file(s) — 0 error(s) in 0 file(s), 0 warning(s)\nAssistant action: Edit {\"replace_all\": false, \"file_path\": \"/home/lane/MythosM... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nch. Avoid `Any`; where it is genuinely unavoidable, explain why in the function's doc entry. Fix type errors rather than suppressing them.\", \"new_string\": \"**Fully typed.** Every parameter, return value, and class attribute is annotated. Ignore mypy —... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ne mypy and types-tqdm from requirements and venv\"}\nResult: --extra-index-url https://download.pytorch.org/whl/cu128\npytest==9.0.3\nruff==0.15.16\ntorch==2.10.0+cu128\ndatasets==5.0.0\ntqdm==4.68.2\nnumpy==2.4.6\nhuggingface_hub==1.18.0\n.venv/bin/pip i... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nrride (both dead with no mypy invocation anywhere — verified the Makefile and scripts/ reference only ruff, pyaot, pytest); .venv/bi …[truncated]\nResult: [main bff8082] remove mypy and types-tqdm dependencies\n 3 files changed, 14 insertions(+), 10 delet... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\not itself has a bug (a false positive or a crash), fix `pyaot.py` in the same session; never silence a true positive. Avoid `Any`; where it is genuinely unavoidable, explain why in the function's doc entry.\ngrep: src/mythosmini/data/__pycache__/buffer.cp... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ntimeout, streaming merged stdout+stderr line by line. On the first line indicating a rate limit it terminates the session (instead of letting opencode silently wait the limit out — observed ~2.8 h retry-after on the free tier) and reports the wait so the ... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\nions.md has been updated successfully. (file state is current in your context — no need to Read it back)\nAssistant action: Edit {\"replace_all\": false, \"file_path\": \"/home/lane/MythosMini/docs/functions.md\", \"old_string\": \"**Callers/Callees:** Ca... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\n_limit_handoff(goal, retry_after)\\n if TASKS_FILE.is_file() and count_total_tasks(TASKS_FILE.read_text()) > 0:\", \"new_string\": \" if retry_after is not None:\\n handle_rate_limit(goal)\\n if TASKS_FILE.is_file()... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "…[earlier truncated]…\ns not None:\\n handle_rate_limit(goal)\\n return f\\\"{INCOMPLETE_SENTINEL}: verification hit a rate limit; verify everything yourself\\\"\"}\nResult: The file /home/lane/MythosMini/ralph.py has been updated successfully. (file state is curr... | 1 | v1-glint-terminal |
[
{
"role": "user",
"content": "User: When the model is training, it says something like 750M/1.00G Can you explain what both of these mean?\nAssistant action: Bash {\"command\": \"grep -rn \\\"1.00G\\\\|/1\\\\.\\\\|tokens_seen\\\\|progress\\\" /home/lane/MythosMini --include=*.py -l | head; grep -rn \\\"G\\\... | 1 | v1-glint-terminal |
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