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[ { "role": "user", "content": "k are now near-straight hand-ruled lines (`L` segments, not curve chains), so the only motion is the jitter boil, not a wave shape rippling. The circle around `<100M` stays a circle since that wasn't the problem.\n- **Speed up** - boil cycle tightened from 0.8s to 0.64s (~6.25 ...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ion: Write {\"content\": \"import re\\n\\nPATH = '/home/lane/MythosMini/slm_alliance.html'\\nsrc = open(PATH).read()\\n\\n# \\u2500\\u2500 1. Remove hero underline squiggle (restore plain span) \\u2500\\u2500\\ni = src.index('Smaller is smarter.<svg')\\ne = src.index('</svg></s...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "require('fs');const s=fs.readFileSync('/home/lane/MythosMini/slm_alliance.html','utf8');\\nconst body=s.slice(s.indexOf('<body>'));\\nconsole.log('divider svgs:',(body.match(/divider-squiggle/g)||[]).length);\\nconsole.log('underline-wrap:',(body.match(/underline-wrap/g)||[]).l...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ggle are gone, along with their CSS. The only boiling squiggle left is the hand-drawn circle around `<100M`, which was never a wave.\n- **Logo moved into the hero** - it now sits in the empty space to the right of \"Bigger isn't better. / Smaller is smarter.\", and the stroke-d...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": " pixels differently each frame, the genuine hand-drawn boil, and since the draw segments are cloned inside the filtered group, the orange draw-in animation boils too.\n- **Layout reverted** - the hero grid wrappers are gone; the hero is back to its original single-column markup...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "/feTurbulence>'''\\nnew='''<feTurbulence type=\\\"fractalNoise\\\" baseFrequency=\\\"0.0035\\\" numOctaves=\\\"1\\\" seed=\\\"1\\\" result=\\\"noise\\\">\\n <animate attributeName=\\\"seed\\\" values=\\\"1;7;13;4;9;2\\\" dur=\\\"0.96s\\\" repeatCount=\\\"indefinite\\\"...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "rp to *glide* through new random poses instead of cutting between them. Seeds can't interpolate, but panning the noise field does exactly this - every point slides smoothly through new random displacement. Implementing with an animated `feOffset` on the turbulence:\nAssistant a...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": " <feTurbulence type=\\\"fractalNoise\\\" baseFrequency=\\\"0.0035\\\" numOctaves=\\\"1\\\" seed=\\\"1\\\" result=\\\"nois\nResult: OK\nAssistant: Done. How it works now:\n\n- The turbulence noise is generated once (static, low-frequency, so bends stay broad and organic like ...
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[ { "role": "user", "content": "ery: \"anthropic.com hand-drawn illustration animation technique \"boil\" recreate CSS sprite frames\"\n\nLinks: [{\"title\":\"The Complete Guide to Creating Sprite Animations with Claude Design × Awesome DESIGN.md Claude Opus 4.7 ClaudeCode OpenClaw Antigravity Codex Obsidian ...
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[ { "role": "user", "content": "hand-drawn\"\n\nLinks: [{\"title\":\"Simulating Hand-Drawn Motion with SVG Filters - Camillo Visini\",\"url\":\"https://camillovisini.com/coding/simulating-hand-drawn-motion-with-svg-filters\"},{\"title\":\"Anthropic Ai Animations - Free Download in GIF, Lottie JSON\",\"url\":\...
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[ { "role": "user", "content": "Wiggle Animation Effects Are Made\n\nThe \"boiling\" effect (a hand-drawn wiggle animation) uses a procedural noise field (feTurbulence) fed into a \nAssistant: The Camillo Visini article is exactly this - recreating Anthropic's hand-drawn motion. Fetching the exact technique:\...
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[ { "role": "user", "content": "\\\"discrete\\\"/>\\n </feTurbulence>\\n <feC\nResult: OK\nJS OK; SMIL gone: true\nAssistant: That's the actual technique now, per [Camillo Visini's recreation of Anthropic's hand-drawn motion](https://camillovisini.com/coding/simulating-hand-drawn-motion-with-svg...
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[ { "role": "user", "content": "3, \"micro_batch\": 256, \"grad_accum\": 1, \"checkpoint\": \"step_00002000.pt\"}\n{\"step\": 4000, \"tokens\": 524288000, \"loss\": 1.1074821949005127, \"lr\": 0.003, \"micro_batch\": 256, \"grad_accum\": 1, \"checkpoint\": \"step_00004000.pt\"}\n{\"step\": 6000, \"tokens\": 7...
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[ { "role": "user", "content": ", int]:\nsrc/mythosmini/merging/tour\nAssistant action: Write {\"content\": \"import torch\\n\\nfrom src.mythosmini.config import ModelConfig\\nfrom src.mythosmini.model.transformer import MythosMini\\nfrom src.mythosmini.training.loop import compute_loss\\nfrom src.mythosmini....
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[ { "role": "user", "content": "rt fetch_leaderboard\\nfrom src.mythosmini.model.transformer import MythosMini\\nfrom src.mythosmini.training.optimizer import build_nadamw\\nfrom src.mythosmini.training.stm import StmConfig, load_sample_pool, run_stm\\nfrom train import benchmark_phase, report_final, slerp_ph...
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[ { "role": "user", "content": ", \"description\": \"Check experiment 1 startup\"}\nResult: <tool_use_error>Blocked: sleep 90 followed by: tail -20 /tmp/stm_exp1.log. To wait for a condition, use Monitor with an until-loop (e.g. `until <check>; do sleep 2; done`). To wait for a command you started, use run_in...
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[ { "role": "user", "content": "gen0_step_00008230+step_00008130@t0.20+gen0_step_00008230+step_00008130@t0.50@t0.65+gen0_step_00008130+step_00006000@t0.80@t0.65: wiki_ppl 5.051 blimp 57.90 arc 32.40\ngen2_gen1_gen0_step_00008230+step_00008130@t0.20+gen0_step_00008230+step_00008130@t0.50@t0.65+gen0_step_000081...
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[ { "role": "user", "content": "20@t0.20: wiki_ppl 4.721 blimp 59.15 arc 32.40\ngen3_gen2_gen1_gen0_step_00008230+step_00006000@t0.20+gen0_step_00008230+step_00008130@t0.20@t0.35+gen1_gen0_step_00008230+step_00008130@t0.20+gen0_step_00008230+step_00008130@t0.50@t0.65@t0.50+gen1_gen0_step_00008230+step_0000813...
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[ { "role": "user", "content": "@t0.20+gen0_step_00008230+step_00008130@t0.20@t0.35+gen1_gen0_step_00008230+step_00006000@t0.20+gen0_step_00008230+step_00008130@t0.20@t0.20@t0.20@t0.50: wiki_ppl 4.695 blimp 59.24 arc 31.20\ngen3_gen2_gen1_gen0_step_00008230+step_00006000@t0.20+gen0_step_00008230+step_00008130...
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[ { "role": "user", "content": "93 blimp 59.28 arc 31.20\ngen3_gen2_gen1_gen0_step_00008230+step_00006000@t0.20+gen0_step_00008230+step_00008130@t0.20@t0.35+gen1_gen0_step_00008230+step_00008130@t0.20+gen0_step_00008230+step_00008130@t0.50@t0.65@t0.50+gen2_gen1_gen0_step_00008230+step_00006000@t0.20+gen0_step...
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[ { "role": "user", "content": "0.65+gen1_gen0_step_00009600+step_00007630@t0.20+gen0_step_00009600+step_00009400@t0.20@t0.35@t0.80\n wikitext-2 byte perplexity: 4.684\n blimp accuracy: 58.63\n arc-easy accuracy: 32.60\n leaderboard placement: overall 59.16 (rank 16/36), efficiency 9.83 (rank 10/36)\nbest...
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[ { "role": "user", "content": "ly (note: that run was ~1.0B tokens, not 2B — your `train.py 2 100` baseline numbers came from it).\n\nRun dirs: exp1 `runs/20260610_204145`, exp2 `runs/20260610_204953`. Logged in scores.md + journal, 148 tests pass, lint/pyaot clean, committed (`52e7ef8`, results log on top)....
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[ { "role": "user", "content": "floor_quantile_min: float = 0.05\\n\\n\\ndef round_config(config: StmConfig, round_index: int) -> StmConfig:\\n if round_index < 1:\\n raise ValueError(f\\\"round_index must be >= 1, got {round_index}\\\")\\n tightened = config.floor_quantile - config.floor_tighten...
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[ { "role": "user", "content": "s:** `rng: np.random.Generator`; `max_depth: int` \\u2014 nesting bound; `target_length: int` \\u2014 approximate sequence length (closers may extend it).\\n\\n**Returns:** `list[int]` \\u2014 balanced sequence of bracket byte values.\\n\\n**Side effects:** Advances the RNG.\\n...
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[ { "role": "user", "content": "emory 3.95 GiB is allocated by PyTorch, and 1.57 MiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.or...
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[ { "role": "user", "content": "uple[str, str]'\npyaot: checked 69 file(s) — 1 error(s) in 1 file(s), 0 warning(s)\nE RuntimeError: CUDA error: CUBLAS_STATUS_ALLOC_FAILED when calling `cublasCreate(handle)`\nFAILED tests/test_stm.py::test_run_stm_from_checkpoint_saves_round_checkpoints\nAssistant ac...
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[ { "role": "user", "content": " -q -m \\\"fix pyaot tuple concatenation false positive\\\" && echo committed; tail -3 /tmp/r0_baseline.log\", \"description\": \"Verify clean, commit, check baseline progress\"}\nResult: lint: 0\npyaot: checked 69 file(s) — 0 error(s) in 0 file(s), 0 warning(s)\ncommitted\nmod...
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[ { "role": "user", "content": ".3M/2.00G [00:16<12:12, 2.67Mtok/s]\rtraining: 2%|▏ | 46.0M/2.00G [00:17<12:11, 2.67Mtok/s]\rtraining: 2%|▏ | 48.8M/2.00G [00:18<12:09, 2.67Mtok/s]\rtraining: 3%|▎ | 51.6M/2.00G [00:19<12:05, 2.68Mtok/s]\rtraining: 3%|▎ | 54.5M/2.00G [00:...
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[ { "role": "user", "content": "uns.\nUser: <task-notification>\n<task-id>bmpqoq5ga</task-id>\n<tool-use-id>toolu_01E5bZ7Z5HnGDxT8cQt1SLNo</tool-use-id>\n<output-file>/tmp/claude-1000/-home-lane-MythosMini/e24a84d9-b09d-4531-97ce-3c078924b269/tasks/bmpqoq5ga.output</output-file>\n<status>completed</status>\n<...
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[ { "role": "user", "content": "059@t0.35\n wikitext-2 byte perplexity: 4.937\n blimp accuracy: 60.27\n arc-easy accuracy: 33.20\n leaderboard placement: overall 59.59 (rank 16/36), efficiency 9.90 (rank 10/36)\n=== r2_proc ===\nexperiment run directory: /home/lane/MythosMini/runs/20260610_222522\nbest ch...
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[ { "role": "user", "content": " results:\n champion: gen1_gen0_step_00016259+step_00015259@t0.50+step_00015359@t0.20\n wikitext-2 byte perplexity: 4.981\n blimp accuracy: 61.79\n arc-easy accuracy: 34.00\n leaderboard placement: overall 60.30 (rank 16/36), efficiency 10.02 (rank 7/36)\n=== r3_oec ===\ne...
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[ { "role": "user", "content": "cy | Verdict |\n|---|---|---|---|---|---|---|---|\n| Baseline 2B@10% (STM pipeline) | — | 4.861 | 58.81 | 34.40 | 59.59 | 9.90 (10/36) | reference |\n| **Procedural warm-up** (2601.21725) | before training | 4.981 | **61.79** | 34.00 | **60.30** | **10.02 (7/36)** | **WIN +0.71...
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[ { "role": "user", "content": ". Side-finding logged: STM's `select_survivors` keeps everything under NaN losses (comparisons all False) — it ran 3 harmless no-op rounds on the corpse.\n\nAll six rows in scores.md, full journal entry, committed. Full test suite re-running in background now that the GPU is fr...
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[ { "role": "user", "content": " tests/e2e/test_train_entry.py\", \"description\": \"Read train entry e2e test\"}\nResult: from pathlib import Path\n\nimport numpy as np\nimport pytest\nimport torch\nimport train as train_module\nfrom src.mythosmini.benchmarks.arc import ArcQuestion\nfrom src.mythosmini.bench...
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[ { "role": "user", "content": "\t return pack_token_st\nAssistant action: Read {\"file_path\": \"/home/lane/MythosMini/src/mythosmini/data/packing.py\"}\nResult: 1\timport zlib\n2\tfrom collections.abc import Iterator\n3\t\n4\timport torch\n5\tfrom torch import Tensor\n6\t\n7\tfrom src.mythosmini.conf...
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[ { "role": "user", "content": " name or content that might contain agent-related information. Look for:\\n- agents.md or similar files\\n- Any file mentioning agent configuration or agent patterns\\n- README or similar files that might reference agents\\n\\nReport back the file paths and key content found.\"...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ile verified by reading back — it contains only concrete, sourced facts with no speculation or placeholder text. Noted that Fable 5 is a large frontier model, not an SLM — important context for the project's sub-100M cloni\nAssistant action: Bash {\"command\": \"grep -r \\\"age...
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[ { "role": "user", "content": "sult: /home/lane/MythosMini/README.md:When using an AI agent on the codebase:\n/home/lane/MythosMini/README.md:If the agent is smart and can do multiple tasks perfectly, point it at agents.md with your prompt.\n/home/lane/MythosMini/AGENTS.md:MythosMini is a small language mode...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "y agent working here. Read it fully, then read `journal.md` before starting any task. Detailed procedures live in `docs/rules/` — read the relevant one before doing that kind of work; they are part of this contract, not optional extras.\n/home/lane/MythosMini/docs/rules/journal...
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[ { "role": "user", "content": "l\": \"https://ghuntley.com/loop/\"}\nResult: # Ralph Loops: Key Principles & Practices\n\n## Core Principles\n\n**Monolithic Design**: Rather than distributed microservices, ralph operates as \"a single operating system process that scales vertically\" and \"performs one task ...
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[ { "role": "user", "content": "\\\\|test_load_state_rejects_garbage\\\" -A 20 /home/lane/MythosMini/tests/test_ralph_helpers.py | head -50; head -20 /home/lane/MythosMini/tests/test_ralph_helpers.py\", \"description\": \"See state test patterns and imports\"}\nResult: 134:def test_state_roundtrip(tmp_path: P...
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[ { "role": "user", "content": "t_extract_retry_after_seconds_from_real_log_line() -> None:\n78:def test_prompts_contain_goal_and_contract() -> None:\n97:def test_task_prompt_with_feedback_tells_agent_to_continue() -> None:\n106:def test_model_is_deepseek_v4_flash_on_opencode() -> None:\n110:def test_merge_fr...
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[ { "role": "user", "content": "ng `ensure_freebuff` and `run_freebuff_until` do; may run the blocking interactive freebuff session; sleeps the remaining window.\n397\t\n398\t**Raises:** Nothing beyond what `ensure_freebuff` raises.\n399\t\n400\t**Callers/Callees:** Called by `plan_tasks`, `ralph_loop`, and `...
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[ { "role": "user", "content": "Assistant: Write AGENTS.md now.\nAssistant action: Write {\"content\": \"# AGENTS.md \\u2014 Mandatory Operating Rules for AI Agents\\n\\nThis file defines non-negotiable rules for any AI agent working in this repository. Read this file in full before doing anything else. These...
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[ { "role": "user", "content": "Assistant: Write AGENTS.md now.\nAssistant action: Write {\"content\": \"# AGENTS.md \\u2014 Mandatory Operating Rules for AI Agents\\n\\nThis file defines non-negotiable rules for any AI agent working in this repository. Read this file in full before doing anything else. These...
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[ { "role": "user", "content": "Assistant: Write AGENTS.md now.\nAssistant action: Write {\"content\": \"# AGENTS.md \\u2014 Mandatory Operating Rules for AI Agents\\n\\nThis file defines non-negotiable rules for any AI agent working in this repository. Read this file in full before doing anything else. These...
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[ { "role": "user", "content": "dated successfully. (file state is current in your context — no need to Read it back)\nAssistant action: Edit {\"file_path\": \"/home/lane/MythosMini/AGENTS.md\", \"new_string\": \"8. Diff your changes and revert anything outside task scope (Rule 5).\\n9. At the very end, quick...
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[ { "role": "user", "content": "I coding agents 2026\"}\nAssistant action: WebSearch {\"query\": \"prompt engineering guide for agents instruction following 2025 2026 best practices\"}\nResult: Web search results for query: \"AGENTS.md best practices writing instructions AI coding agents 2026\"\n\nLinks: [{\"...
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[ { "role": "user", "content": "nSource code in this repository contains no comments or docstrings. `docs/functions.md` is the single lookup table that replaces them. Read the relevant entries there before touching unfamiliar code \\u2014 that is what the file is for.\\n\\n## When to update\\n\\n- **Add a fun...
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[ { "role": "user", "content": ".1\\\"\\ndescription = \\\"A mini Fable: a small language model that runs without a datacenter\\\"\\nrequires-python = \\\">=3.12\\\"\\n\\n[tool.ruff]\\ntarget-version = \\\"py312\\\"\\nline-length = 100\\nsrc = [\\\"src\\\", \\\"tests\\\"]\\n\\n[tool.ruff.lint]\\nselect = [\\\...
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[ { "role": "user", "content": "n(\\n [\\n \\\"# tasks\\\",\\n \\\"- [ ] write tokenizer \\u2014 implement bpe merges\\\",\\n \\\"- [x] set up repo \\u2014 done already\\\",\\n \\\"* [ ] add tests \\u2014 cover round trip\\\",\\n \\\" - [ ] nested...
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[ { "role": "user", "content": " [2026-06-09 17:55] \\u2014 ralph loop runner (ralph.py)\\n\\n**TL;DR:** Added ralph.py: interactive goal \\u2192 opencode (deepseek v4 flash, max reasoning) plans mini tasks into ralph/, then a Ralph loop runs one fresh opencode session per task until all checkboxes are done. ...
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[ { "role": "user", "content": "om/loop/) — a dumb `while true` that re-invokes a **fresh** agent session with the same prompt every iteration. Progress accumulates in files and git history, never in the model's context window; each pass does one small task until the checklist is empty. ([history](https://www...
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[ { "role": "user", "content": "rue,\\\"responseHeaders\\\":{\\\"retry-after\\\":\\\"9995\\\"},'\\n '\\\"message\\\":\\\"Rate limit exceeded. Please try again later.\\\"}}'\\n)\\n\\n\\ndef test_looks_rate_limited_matches_common_phrasings() -> None:\\n assert ralph.looks_rate_limited(\\\"Error: 429 Too M...
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[ { "role": "user", "content": "ant action: Bash {\"command\": \"make fix >/dev/null 2>&1 && make lint && make test 2>&1 | tail -4\", \"description\": \"Format then re-run lint and tests\", \"timeout\": 180000}\nResult: .venv/bin/ruff format --check src/ tests/ ralph.py\n6 files already formatted\n.venv/bin/r...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "d write_log.\nAssistant action: Bash {\"command\": \"sed -i 's/Calls `build_plan_prompt`, `run_opencode`, `write_log`, `count_incomplete_tasks`/Calls `build_plan_prompt`, `run_opencode`, `count_incomplete_tasks`/; s/Calls `build_loop_prompt`, `count_incomplete_tasks`, `run_open...
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[ { "role": "user", "content": "Path(__file__).resolve().parent\", \"old_string\": \"import re\\nimport subprocess\\nimport sys\\nimport time\\nfrom pathlib import Path\\n\\nOPENCODE_MODEL = \\\"opencode/deepseek-v4-flash-free\\\"\\nREPO_ROOT = Path(__file__).resolve().pa\nResult: The file /home/lane/MythosMi...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "d has zero unchecked items or the agent confirms RALPH_DONE with zero remaining. Tracks consecutive opencode failures; after CONSECUTIVE_FAILURE_LIMIT (3) in a row it hands off to the interactive freebuff fallback, then resumes opencode.\", \"old_string\": \"### ralph_loop \\u2...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "osMini/ralph.py\", \"new_string\": \"CONSECUTIVE_FAILURE_LIMIT = 3\\nDEFAULT_RATE_LIMIT_WAIT_SECONDS = 72000\", \"old_string\": \"CONSECUTIVE_FAILURE_LIMIT = 3\", \"replace_all\": false}\nResult: The file /home/lane/MythosMini/ralph.py has been updated successfully. (file state...
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[ { "role": "user", "content": "\", \"limit\": 22, \"offset\": 258}\nResult: 258\t\n259\t**Last modified:** 2026-06-09 — initial implementation.\n260\t\n261\t### run_opencode — ralph.py\n262\t\n263\t**Purpose:** Runs one non-interactive opencode session (`opencode run --print-logs --log-level ERROR --model op...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "tput[-FEEDBACK_TAIL_CHARACTERS:]\", \"old_string\": \"def count_incomplete_tasks(tasks_markdown: str) -> int:\\n return len(INCOMPLETE_TASK_PATTERN.findall(tasks_markdown))\\n\\n\\ndef output_signals_done(output: str) -> bool:\\n return DONE_SENTINE\nResult: The file /hom...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ep 90; tmux capture-pane -t ralph-freebuff -p 2>/dev/null | grep -v '^\\\\s*$' | tail -14 || echo \\\"session gone\\\"; tail -2 /tmp/claude-1000/-home-lane-MythosMini/5eeb7e10-99a4-4d7d-a505-3ef47dcab480/tasks/bdr2903a8.output 2>/dev/null\", \"description\": \"Check freebuff wo...
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[ { "role": "user", "content": "/freebuff_probe.txt containing exactly the single word │\n7\t│ ok, then change this checkbox from [ ] to [x]. Do nothing else and do not │\n8\t│ commit. When the task is fully done and verified by you (tests run, not │\n9\t│ assumed): mark its checkbox as - [x] in r...
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[ { "role": "user", "content": " │\n ╰────────────────────────────────────────────────────────────────────────────╯\n╭──────────────────────────────────────────────────────────────────────────────╮\n│ │\n│ ▍En...
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[ { "role": "user", "content": "task or / for commands │\n│ │\n╰──────────────────────────────────────────────────────────────────────────────╯\nAssistant action: Edit {\"file_path\": \"/home/lane...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "task_deadline = min(deadline, time.monotonic() + FREEBUFF_TASK_TIMEOUT_SECONDS)\\n while time.monotonic() < task_deadline:\\n time.sleep(FREEBUFF_POLL_SECONDS)\\n if count_incomplete_tasks(TASKS_FILE.read_text()) < tasks_before:\\n stop_freebuff_sess...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "User: Read agents.md, then make extensive tests and have the model use a 1M token context window, and use the deepseek V4 thing for optimied attention. You can apply any other AI/ML training teqniuqe for attention in small models. You will also train in FP4 from now on. Make te...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "al.md /home/lane/MythosMini/scores.md /home/lane/MythosMini/train.py; ls /home/lane/MythosMini/src/mythosmini /home/lane/MythosMini/docs /home/lane/MythosMini/docs/rules /home/lane/MythosMini/tests\", \"description\": \"Inspect repo layout and file sizes\"}\nResult: 516 /hom...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "PL 16.8, BLiMP 51.\nAssistant action: Bash {\"command\": \"ls /home/lane/MythosMini/src/mythosmini/model /home/lane/MythosMini/src/mythosmini/training /home/lane/MythosMini/src/mythosmini/data; wc -l /home/lane/MythosMini/src/mythosmini/model/transformer.py /home/lane/MythosMin...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ng'\n src/mythosmini/model/transformer.py: method 'Attention.index_scores'\n src/mythosmini/model/transformer.py: method 'Attention.project_heads'\n src/mythosmini/model/transformer.py: method 'MythosMini.ensure_rope_length'\nmake: *** [Makefile:18: lint] Error 1\nAssistant:...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "d=45, pipe_handle=61) --multiprocessing-fork\n PID CMD\n 3160 /usr/lib/systemd/systemd --user\nAssistant: Parent dead (reparented to systemd) — orphans from yesterday 20:04. Killing them; run A (pid 2546596) untouched.\nAssistant action: Bash {\"command\": \"kill 99820 998...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "with_suffix(\\\".tmp\\\"))\\n else:\\n written = _build_recycled(quality_percent, target_tokens, path.with_suffix(\\\".tmp\\\"), workers)\", \"old_string\": \" cache_dir.mkdir(parents=True, exist_ok=True)\\n if documents is not None:\\n chunks: Iterator[l...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "\\ndef quantize_fp4(weight: Tensor, block: int = FP4_BLOCK) -> Tensor:\\n original_shape = weight.shape\\n flat = weight.reshape(-1)\\n pad = (-flat.shape[0]) % block\\n if pad:\\n flat = functional.pad(flat, (0, pad))\\n blocks = flat.reshape(-1, block)\\...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": ".py tests/test_model.py -q 2>&1 | tail -2; grep -v \\\"%|\\\" /tmp/claude-1000/-home-lane-MythosMini/602033e7-dc55-4b7f-909f-1c67135d8f4b/tasks/byclyremo.output 2>/dev/null | tail -8\", \"description\": \"Run tests, check pipeline progress\", \"timeout\": 130000}\nResult: -- Do...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "unt_parameters,\ntests/test_model.py:26:def test_default_config_lands_near_one_million_parameters() -> None:\ntests/test_model.py:28: total = count_parameters(model)\ntests/test_model.py:87: optimizer = torch.optim.NAdam(model.parameters(), lr=3e-3, decoupled_weight_decay...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": ": \"<|im_start|>user\\ncount to three<|im_end|>\\n<|im_start|>assistant\\n1 2 3<|im_end|>\\n\"\n | ^^^^^^\n80 | },\n81 | ]\n |\n\nFound 2 errors.\nAssistant actio...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "log | grep -E \\\"final results|champion|wikitext|blimp|arc|placement|Traceback|Error\\\" | tail -15\", \"description\": \"Watch 2B run for final results or crash\", \"run_in_background\": true}\nResult: Command running in background with ID: bwmmws0f9. Output is being written ...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "sk: check /tmp/run_full_2b.log. If finished: add scores.md row(s) for the sparse-attention+FP4+SFT pipeline run, journal with verbatim results, commit, and write the final user report (results, pros, cons, vs latest champion 60.41 overall / 10.04 efficiency from accd37b). If st...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "/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]rain.py 2 4\\\" | awk '{print $2}'\", \"description\": \"Check run state after watch ...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": " the bias-mask SDPA path forfeits flash attention. FlexAttention port is the obvious fix.\n- +27,657 params (+2.6%) for the indexer; slight efficiency-score dilution (10.04→10.01, rank 6→7).\n- ARC dipped ~1 point (within noise, but consistent direction).\n- Long-context *quali...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "attend_short_sdpa(\\n self, x: Tensor, cos: Tensor, sin: Tensor, qkv_delta: Tensor | None\\n ) -> Tensor:\\n batch, seq_len, dim = x.shape\\n q, k, v = self.project_heads(x, cos, sin, qkv_delta)\\n raw = self.index_scores(x, x)\\n _, select...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": " in your context — no need to Read it back)\nAssistant action: Edit {\"file_path\": \"/home/lane/MythosMini/tests/test_sparse_attention.py\", \"new_string\": \"def test_flex_path_backward_flows_to_indexer_on_cuda() -> None:\\n assert torch.cuda.is_available()\\n torch.man...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "attention.py::test_flex_path_backward_flows_to_indexer_on_cuda\n1 failed, 13 passed, 14 warnings in 5.57s\nAssistant action: Bash {\"command\": \"timeout 300 .venv/bin/python -m pytest tests/test_sparse_attention.py::test_flex_path_backward_flows_to_indexer_on_cuda -q 2>&1 | gr...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "f Calls \n------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ \n triton_tem_fused_flex_attention_backward_zeros_2 0.00...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": " selections to -inf, softmaxes, and aggregates V. The true O(n·k) memory path used for long contexts.\n1655\t\n1656\t**Parameters:** `q/k/v: Tensor` (batch, heads, seq, head_dim) — full projected heads; `scaled: Tensor` (batch, chunk, end) — ReLU indexer scores for this chunk; ...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "MythosMini:\n config = 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=32,\n max_seq_len=32,\n )\n return MythosMini(config)\n\n\ndef test_per...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": " failures[\\\"left\\\"] -= 1\\n raise torch.OutOfMemoryError\\n return original(self, tokens, loops)\\n\\n monkeypatch.setattr(MythosMini, \\\"forward\nResult: 1:import json\n2:from pathlib import Path\n4:import torch\n5:from src.mythosmini.config impo...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "l\": false}\nResult: The file /home/lane/MythosMini/src/mythosmini/training/stm.py has been updated successfully. (file state is current in your context — no need to Read it back)\nAssistant action: Edit {\"file_path\": \"/home/lane/MythosMini/src/mythosmini/training/stm.py\", ...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "nt.floor_quantile:.2f}\\\")\\n survivors = run_stm(model, optimizer, pool, current, dtype, on_epoch)\", \"replace_all\": false}\nResult: The file /home/lane/MythosMini/src/mythosmini/training/stm.py has been updated successfully. (file state is current in your context — ...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ity change for the current heartbeat. This heartbeat is scoped to the issue below. Do not switch to another issue until you have handled this wake. Before generic repo exploration or boilerplate heartbeat updates, acknowledge the latest comment and explain how it changes your n...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ide a comment body or issue description, wrap it in a Markdown link:\n\n- `[PAP-224](/PAP/issues/PAP-224)`\n- `[ZED-24](/ZED/issues/ZED-24)`\n\nNever leave bare ticket ids in issue descriptions or comments when a clickable internal link can be provided.\n\n**Company-prefixed UR...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ment-<document-key>`\n\nIf the issue identifier is available, prefer the document deep link over a plain issue link so the reader lands directly on the updated document.\n\nIf you're asked to make a plan, _do not mark the issue as done_. When the plan is ready for review, leave...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ments/:commentId` |\n| Add comment | `POST /api/issues/:issueId/comments` |\n| Issue-thread interactions | `GET...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": ".autotune import autotune_batch_size\n9\tfrom src.mythosmini.hardware.detect import DeviceInfo, autocast_dtype\n10\tfrom src.mythosmini.leaderboard.entries import LeaderboardEntry\n11\tfrom src.mythosmini.model.transformer import MythosMini\n12\t\n13\t\n14\t@dataclass(frozen=Tr...
1
1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ib import Path\n4\t\n5\timport torch\n6\tfrom torch import Tensor\n7\tfrom torch.nn import functional\n8\tfrom tqdm import tqdm\n9\t\n10\tfrom src.mythosmini.checkpointing.saver import BackgroundSaver\n11\tfrom src.mythosmini.config import (\n12\t CHECKPOINT_INTERVAL_STEPS,\...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "\nsft.py\nstm.py\nAssistant action: Read {\"file_path\": \"/home/lane/MythosMini/src/mythosmini/benchmarks/wikitext.py\"}\nResult: 1\timport math\n2\t\n3\timport torch\n4\tfrom torch.nn import functional\n5\t\n6\tfrom src.mythosmini.config import WIKITEXT_CONFIG, WIKITEXT_DATAS...
1
1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "ch_size: int) -> Tensor | None:\n if batch_size < 1:\n raise ValueError(f\"batch_size must be positive, got {batch_size}\")\n self.refill(batch_size)\n rows: list[Tensor] = []\n remaining = batch_size\n while remaining > 0 and self....
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": " Efficient Deep Learning\",\"url\":\"https://www.emergentmind.com/topics/warmup-stable-decay-wsd-schedules\"},{\"title\":\"Understanding Warmup-Stable-Decay Learning Rates: A River Valley Loss Landscape Perspective\",\"url\":\"https://arxiv.org/html/2410.05192v1\"},{\"title\":\...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": ")\n8\tclass DeviceInfo:\n9\t device: str\n10\t name: str\n11\t total_memory_bytes: int\n12\t free_memory_bytes: int\n13\t supports_bf16: bool\n14\t cpu_threads: int\n15\t\n16\t\n17\tdef detect_device() -> DeviceInfo:\n18\t cpu_threads = os.cpu_count() or 1\...
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1EYE4ALL/Fable-5-traces
[ { "role": "user", "content": "lication/pdf, 2.6MB)\nAssistant: Now let me verify the recompile-limit hypothesis empirically with a quick GPU experiment.\nAssistant action: Bash {\"command\": \"nvidia-smi --query-gpu=name,memory.used,memory.total --format=csv && python3 -c \\\"import torch; print(torch.__ver...
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1EYE4ALL/Fable-5-traces