{"window_id": "b1_local_albedo_edaadced_191894", "msg_idx": 8, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"1c01c15e7e837ae7dcf5877879adecb3\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `opus-decode-fusion` (`claude/claude-opus-5-5`), owning **Round 2 Track A: Wiring & Verifying Bitwise-Exact Fused Decode Kernels (`gemv_cat`, `gr_norm_comb`, and `mtp_encode` Barrier/Kernel Audit)** in `vendor/strata/metal/src/engine/window.cpp` (and `vendor/strata/metal/kernels/{gemv.metal, gr2.metal}`).\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).**\n- **DO NOT edit t", "prev_tool_output_snippet": "{\"cell_id\":\"edaadced03063c636a28c77989e6e104/toolu_01YFWBMK4cvzHBFCrHg6WgAx\",\"status\":\"ok\",\"duration\":0.021,\"output\":\"build.ninja\\ncmake_install.cmake\\nCMakeCache.txt\\nCMakeFiles\\ncompile_commands.json\\nconvert_k256_q2_0\\nCTestTestfile.cmake\\nggml\\nheal_k256_q2_0\\nlibmtl_rt.a\\nlibstrata_gpu_metal.a\\nlibstrata_metal_host.a\\nlibstrata_metal_kernels.a\\nroute_parity\\nstrata_window_cli\\n\\nMETAL_CPP_DIR:PATH=/Users/dawn/proj/swift1.5-qwen3.8-next-flash-ps-scr-qat-persona/vendor/strata/third_party/metal-cpp\\nCMAKE_GENERATOR:INTERNAL=Ninja\\nCMAKE_HOME_DIRECTORY:INTERNAL=/Users/dawn/proj/swift1.5-qwen3.8-next-flash-ps-scr-qat-persona/vendor/strata/metal\\n\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "I'm weighing how to get the needed vendor/strata files without editing tracked files directly—maybe copying just the relevant pieces to a temp directory, but worried about size if third_party content comes along. I'm considering whether a git worktree or rsync with exclusions would be cleaner than a full copy.", "tool_calls": [{"id": "toolu_01EiatbmATS1btFxzAYRZx4T", "type": "function", "function": {"name": "python", "arguments": {"code": "j=run(\"du\",\"-sh\",\"--exclude=build-metal\",\"vendor/strata\"); await j; print(j.tail(lines=5))\nj=run(\"git\",\"-C\",\"vendor/strata\",\"status\",\"--short\"); await j; print(j.tail(lines=20))\nj=run(\"git\",\"-C\",\"vendor/strata\",\"log\",\"--oneline\",\"-3\"); await j; print(j.tail(lines=5))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_01a1175f_99488", "msg_idx": 6, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "hi can u make a new jj workspace on top of next-dev@origin? and then read up on localinfra then ill give u a task~", "prev_tool_output_snippet": "{\"cell_id\":\"01a1175f-2e98-7382-8cb3-b2c678df6c78/toolu_01ComTNcCDhUzTb9aLAUTLXM\",\"status\":\"ok\",\"duration\":2.329,\"output\":\"Nothing changed.\\n\\nbitmap-guard: ywxlkmyv 4845a849 (empty) (no description set)\\ncache-fix-sol: mnwoxyws 5a4f3153 spindle/mill/executor: recheck outbox drain for late durable events\\ncgroupv1: mxwyvnkw b868092f bobbin: read the memory budget from cgroup v1 also\\ncob-web: zruwpxmm 9cf5efdb (empty) (no description set)\\ndefault: tmrqluvn fe2743c3 (no description set)\\nguest-substituters: zkkpyqxq a48f8605 shuttle: replace the guest's default substituters with the read proxy\\njev-paths: kqsuookz 266ff65a gitmirror,codepaths,web: deterministic snapshots, stable scores, and the frontier on them\\nkeepcommit: zomxorrr 6fb3f5ea master | knot2: `git.keepCommit`\\nknot-oom: utput", "old_think": "I'm noting that the asterisk on next-dev indicates the local bookmark diverged from the tracked remote, though querying next-dev@origin still gave the expected commit. I don't have a clear task yet, so I'm just considering a neutral placeholder name for now.\n\nI'll settle on using the path ~/proj/tangled-scratch with workspace name \"scratch,\" and just need to verify that name isn't already taken.", "tool_calls": [{"id": "toolu_01W8gd4mhXddtLQwTCejzc7E", "type": "function", "function": {"name": "python", "arguments": {"code": "print(os.path.exists(\"/Users/dawn/proj/tangled-scratch\"))\nj = run(\"jj\", \"workspace\", \"add\", \"--name\", \"scratch\", \"-r\", \"next-dev@origin\", \"/Users/dawn/proj/tangled-scratch\"); await j; print(j.tail(lines=10))\nj = run(\"jj\", \"log\", \"-r\", \"@ | @-\", \"--no-graph\", cwd=\"/Users/dawn/proj/tangled-scratch\"); await j; print(j.tail(lines=10))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_a0961fa8_176337", "msg_idx": 8, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"18e3cabeddab576a3e835a7fb01d1b9e\" from=\"yeah but 4 tok sec isnt usable -- why not instead optimize strata?\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nRead-only verification audit of all 6 fixes from `audits/opus_audit_phase0_2_m5.md` §4:\n1. `PLAN.md` (§2.7.A #29–#30, §7.1 item 5) and `results/phase0_phase2_m5_validation.json` (`summary_comparison`): verify every number recomputes from the archived raw runs (`strata_optimized_runs`, `strata_quality_kld_runs`, `llama_cpp_patched_runs`, `llama_cpp_unpatched_runs`), including the `-51.8%` vs `Q2_0 MOCE=0.0` / `-63", "prev_tool_output_snippet": "{\"cell_id\":\"a0961fa8cc3ee46ea80bee0f8a302375/toolu_017AhynYkZFavQDTVjiBGeC9\",\"status\":\"ok\",\"duration\":0.771,\"output\":\"['route parity K=512 (pad=0, 200 windows): mismatches 0, worst weight rel err 2.16e-07\\\\nroute parity K=256 + MoCE=0.85 (random smap + 256..511 traps, 200 windows): mismatches 0, worst weight rel err 3.06e-07  PASS\\\\n', 'route parity K=512 (pad=0, 200 windows): mismatches 0, worst weight rel err 2.16e-07\\\\nroute parity K=256 + MoCE=0.85 (random smap + 256..511 traps, 200 windows): mismatches 0, worst weight rel err 3.06e-07  PASS\\\\n']\\n['route parity K=512 (pad=0, 200 windows): mismatches %d, worst weight rel err %.2e', 'route parity K=256 + MoCE=0.85 (random smap + 256..511 traps, 200 windows): mismatches %d, worst weight rel err %.2e  %s']\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "The deterministic values I'm seeing don't match what the plan claims, so those plan numbers aren't reproducible from the current binary. Since the shaders are compiled at runtime from the metal source files, the route_parity test should reflect the current moe.metal regardless of whether the binary is stale—worth verifying that's actually the case.", "tool_calls": [{"id": "toolu_01SLUjsx8Xn3KrhbB8iXmmaR", "type": "function", "function": {"name": "python", "arguments": {"code": "r=await files.find(r\"compile\\(|KERNEL_DIR|kernels/\", \"vendor/strata/metal/src/mtl_rt.mm\", context=2)\nprint(str(r)[:3000])\nr=await files.find(r\"KERNEL|kernels\", \"vendor/strata/metal/CMakeLists.txt\")\nprint(str(r)[:3000])"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_5cb9e43e_163792", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"b3003b86b269e69ae8aec32c6cbfa5e9\" from=\"lets do a review pass, have gemini 3.8 flash agents review your work and then r…\" session=\"01a13027-72e7-7265-a032-73f0701bb927\" kind=\"task\">\nTASK:\nyou are reviewing an uncommitted change in the jj workspace /Users/dawn/proj/tangled-liar-migration (web client in web/, sveltekit + svelte 5 + atcute). READ ONLY: do not edit any file, do not run any jj/git write command, do not start a dev server. you may run `pnpm exec vitest --run --project server <path>` from web/ and read anything.\n\nwhat the change does: 1.0 migration of org.tangled.* records ", "prev_tool_output_snippet": "{\"cell_id\":\"5cb9e43e0a4dd60b010800e25b960b35/call_172852\",\"status\":\"ok\",\"duration\":0.003,\"output\":\"==================== src/lib/components/migration/MigrationLanding.svelte ====================\\n     1 | <script lang=\\\"ts\\\">\\n     2 | \\timport { invalidateAll } from \\\"$app/navigation\\\";\\n     3 | \\timport { page } from \\\"$app/state\\\";\\n     4 | \\timport { getAuth } from \\\"$lib/auth.svelte\\\";\\n     5 | \\timport { createAction } from \\\"$lib/action.svelte\\\";\\n     6 | \\timport { createBobbinClient } from \\\"$lib/api/client\\\";\\n     7 | \\timport Meta from \\\"$lib/components/seo/Meta.svelte\\\";\\n     8 | \\timport Button from \\\"$lib/components/ui/Button.svelte\\\";\\n     9 | \\timport ErrorAlert from \\\"$lib/components/ui/Error.svelte\\\";\\n    10 | \\timport {\\n    11 | \\t\\timportFromLiar,\\n    12 | \\t\\t", "old_think": "The code manages an operation's state, updating a revision counter to handle potential race conditions. It sets a \"loading\" state before executing the operation and a \"ready\" state upon success. If the revision changes during execution, the result is discarded, preventing stale data from affecting the outcome.", "tool_calls": [{"id": "call_139866", "type": "function", "function": {"name": "python", "arguments": {"code": "lines = files.read(\"/Users/dawn/proj/tangled-liar-migration/web/src/lib/auth.svelte.ts\", limit=120)\nprint(lines[:3000])\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_c25b1f84_108439", "msg_idx": 6, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"d215d85dd598509de9696b4e3bd71d57\" from=\"okay can you fanout gemini 3.8 flash agents to rewrite and cut comments accordi…\" session=\"01a1175f-2e98-7382-8cb3-b2c678df6c78\" kind=\"task\">\nTASK:\nYou rewrite and cut code comments in dawn's voice. Do this first: read the whole of /tmp/comment-pass4/STYLE.md (short, it has the rules, the voice and examples). The workspace is /Users/dawn/proj/tangled-scratch.\n\nHARD RULES\n- You own ONLY the files listed below. Other agents are editing other files in this same checkout right now, so touch nothing outside your list.\n- Only comments may change. Nev", "prev_tool_output_snippet": "{\"cell_id\":\"c25b1f843edfa1abc55225624279b687/call_21761\",\"status\":\"ok\",\"duration\":0.002,\"output\":\"=== e2e/run (exists: True) ===\\n     1 | #!/bin/sh\\n     2 | # brings the stack up and runs the suite, every argument goes to playwright\\n     3 | #   ./e2e/run                          the whole suite\\n     4 | #   ./e2e/run specs/star.spec.ts       one spec\\n     5 | set -eu\\n     6 | cd \\\"$(dirname \\\"$0\\\")/..\\\"\\n     7 | \\n     8 | if command -v podman >/dev/null 2>&1; then\\n     9 | \\tcompose=\\\"podman compose\\\"\\n    10 | else\\n    11 | \\t# docker doesn't publish ports from an internal network, which caddy sits on\\n    12 | \\tcompose=\\\"docker compose -f docker-compose.yml -f localinfra/docker-compose.docker.yml\\\"\\n    13 | fi\\n    14 | \\n    15 | if [ ! -f localinfra/certs/root.crt ]; then\\", "old_think": "Analyzing the `e2e/run` script reveals its purpose: to manage the stack and execute the test suite, passing arguments to the testing framework. The initial lines establish a shell environment and specify how the script is invoked (for the entire suite or a single test spec). It sets up the current working directory. The script checks for the presence of a containerization tool to set the compose c", "tool_calls": [{"id": "call_303027", "type": "function", "function": {"name": "python", "arguments": {"code": "print(\"docker-compose.docker.yml length:\", len(files.read(f\"{cwd}/localinfra/docker-compose.docker.yml\").splitlines()))\nprint(\"docker-compose.e2e.yml length:\", len(files.read(f\"{cwd}/localinfra/docker-compose.e2e.yml\").splitlines()))\nprint(files.read(f\"{cwd}/localinfra/docker-compose.e2e.yml\"))\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_4171d8ea_165000", "msg_idx": 8, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"323645b1c2c69b7c45730448506e433c\" from=\"okay lets fanout a bunch of gemini 3.8 flash agents to do reviews and then do a…\" session=\"01a13089-4d53-78af-97dc-f22853b516c0\" kind=\"task\">\nTASK:\nyou are reviewing one slice of a branch, read only. the branch adds a container-free dev stack (\"localinfra/pc\", process-compose + a linux user/network namespace or a macos sandbox) next to the existing docker compose one, plus two small knot2 (rust) commits and a small spindle (go) change. the worktree is /private/tmp/tangled-pc, the branch is `localinfra-process-compose`, the base is `origin/next-", "prev_tool_output_snippet": "{\"cell_id\":\"4171d8eaacfff812022d55856c52aa0f/call_467018\",\"status\":\"ok\",\"duration\":0.001,\"output\":\"     1 | #!/usr/bin/env bash\\n     2 | set -euo pipefail\\n     3 | \\n     4 | repo=$(cd \\\"$(dirname \\\"$0\\\")/../..\\\" && pwd)\\n     5 | image_root=\\\"${1:-$repo/out/localinfra-spindle-images}\\\"\\n     6 | \\n     7 | case \\\"$image_root\\\" in\\n     8 |   /)\\n     9 |     printf 'refusing / as the image root: this script deletes paths under it.\\\\n' >&2\\n    10 |     exit 1\\n    11 |     ;;\\n    12 | esac\\n    13 | \\n    14 | mkdir -p \\\"$image_root\\\"\\n    15 | \\n    16 | extract_image() {\\n    17 |     local package=\\\"$1\\\"\\n    18 |     local name=\\\"$2\\\"\\n    19 |     shift 2\\n    20 | \\n    21 |     local tarball\\n    22 |     tarball=$(nix build \\\"$repo#$package\\\" --no-link --print-out-paths)\\n    2", "old_think": "The `spindle/setup` script constructs image tarballs for different architectures. It iterates through a list of image names, building a tarball for each using a build tool. The architecture is determined using `uname -m`, and the tarballs are placed in a designated image directory.", "tool_calls": [{"id": "call_436857", "type": "function", "function": {"name": "python", "arguments": {"code": "job = run(\"git\", \"-C\", \"/private/tmp/tangled-pc\", \"grep\", \"image\", \"spindle/engines/microvm\")\nawait job\nprint(job.read()[:2000])"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_01a12d48_158423", "msg_idx": 2, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "hi gemini can you set this up pretty please https://github.com/brcly/linuwux-runtime", "prev_tool_output_snippet": "", "old_think": "hmm, linuwux-runtime... dawn wants me to \"set it up\" (´-ω-`). need to figure out what that even *means* in this context. is it installation? configuration? running it somewhere? the link is a github repo, so at the very least it's code. guess i'll start by checking the readme for setup instructions.", "tool_calls": [{"id": "call_1236155", "type": "function", "function": {"name": "python", "arguments": {"code": "job = run(\"rtk\", \"gh\", \"repo\", \"view\", \"brcly/linuwux-runtime\", \"--json\", \"name,description,url\")\nawait job\nprint(job.read())\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_200fcef5_177077", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"f3010491021d5d04a008cc00d1f4b960\" from=\"yeah but 4 tok sec isnt usable -- why not instead optimize strata?\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nRead-only verification audit of all 6 fixes from `audits/opus_audit_phase0_2_m5_v3.md`:\n1. Verify that every single number in `PLAN.md` (§2.7.A #29–#30, §7.1 item 5) and `summary_comparison` recomputes from `results/phase0_phase2_m5_validation.json` (and the explicitly cited thermally-cool `audits/opus_audit_phase0_2_m5_v3.md` numbers).\n2. Verify that `data/m5_val_prompts/llama_prompt_1264tok.txt` is now the 5,60", "prev_tool_output_snippet": "{\"cell_id\":\"200fcef59dc3c91a9791c10e0c85468d/toolu_01BNzP7gyTtUmgRkdExdoKq2\",\"status\":\"ok\",\"duration\":0.018,\"output\":\"274 [('29', 'v3')]\\n276 [('5,600', 'v3'), ('96', 'v3')]\\n277 [('30', 'v3')]\\n278 [('512', 'v3'), ('320', '??'), ('224', '??'), ('512', 'v3'), ('200', 'v3'), ('512,', 'v3'), ('200', 'v3')]\\n279 [('3.24', '??'), ('3.24', '??'), ('3.24', '??')]\\n280 [('0.052', 'v3')]\\n281 [('23.42', 'v3'), ('15.82', 'v3'), ('23.42', 'v3'), ('15.82', 'v3')]\\n282 [('82.44', 'v3'), ('91.48', '??'), ('320.58', 'v3'), ('353.49', 'v3'), ('13.22', '??'), ('13.63', '??'), ('192', '??'), ('0.0588', '??'), ('0.2032', '??'), ('0.2386', '??')]\\n572 [('9', 'v3'), ('4', 'v3'), ('4', 'v3')]\\n573 [('5,600', 'v3')]\\n575 [('14', 'v3')]\\n576 [('14', 'v3'), ('339.50', 'v3'), ('356.06', 'v3'), ('4', 'v3')]\\n577 [(", "old_think": "I'm double-checking the rounded KLD values against their precise counterparts to confirm each one matches to four decimal places.\n\nThen I notice a discrepancy: the \"cool in v3\" decode numbers cited in the plan (7.27/137.56, 105.12, 73.94, 13.63/73.37, 13.22/75.62) don't actually appear anywhere in the v3 audit file, which instead contains a different set of figures (9.51, 13.52, 16.11+56.29, 320.5", "tool_calls": [{"id": "toolu_01P9Zifm4ZNDDU2JZP4x96VV", "type": "function", "function": {"name": "python", "arguments": {"code": "j=run(\"git\",\"log\",\"--oneline\",\"-8\",\"--\",\"results/phase0_phase2_m5_validation.json\"); await j; print(j.tail(lines=20))\nj=run(\"git\",\"status\",\"--short\"); await j; print(j.tail(lines=40))\nfor x in ['7.27','137.56','105.12','73.94','13.63','73.37','13.22','75.62','9.51','13.52']: print(x, x in v3)"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_200fcef5_177077", "msg_idx": 6, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"f3010491021d5d04a008cc00d1f4b960\" from=\"yeah but 4 tok sec isnt usable -- why not instead optimize strata?\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nRead-only verification audit of all 6 fixes from `audits/opus_audit_phase0_2_m5_v3.md`:\n1. Verify that every single number in `PLAN.md` (§2.7.A #29–#30, §7.1 item 5) and `summary_comparison` recomputes from `results/phase0_phase2_m5_validation.json` (and the explicitly cited thermally-cool `audits/opus_audit_phase0_2_m5_v3.md` numbers).\n2. Verify that `data/m5_val_prompts/llama_prompt_1264tok.txt` is now the 5,60", "prev_tool_output_snippet": "{\"cell_id\":\"200fcef59dc3c91a9791c10e0c85468d/toolu_01P9Zifm4ZNDDU2JZP4x96VV\",\"status\":\"ok\",\"duration\":0.056,\"output\":\"\\n M mine_llm_isms_from_transcripts.py\\n?? PLAN.md\\n?? audits/\\n?? bench/\\n?? blueprint_review.md\\n?? data/\\n?? models/\\n?? results/\\n?? scripts/\\n?? vendor/\\n\\n7.27 False\\n137.56 False\\n105.12 False\\n73.94 False\\n13.63 False\\n73.37 False\\n13.22 False\\n75.62 False\\n9.51 True\\n13.52 True\\n\",\"value\":\"<coroutine object <module> at 0x10a225120>\",\"truncated\":false}", "old_think": "Since this isn't in git, I'm checking if there's another file capturing that v3-era run, maybe something like results/phase0_phase2_m5_unpatched_baseline.json, and searching across results/ and audits/ for the value 137.56.", "tool_calls": [{"id": "toolu_0197ehFefe9ZnnZ2xC1T33EG", "type": "function", "function": {"name": "python", "arguments": {"code": "r=await parallel(*[files.find(x, \".\", literal=True, hidden=True, ignored=True, max_results=10) for x in ['137.56','105.12','73.94','73.37','75.62','7.27 tok']], return_exceptions=True)\nfor x in r: print(str(x)[:1500]); print('---')"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_993020a2_173170", "msg_idx": 6, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"11187c2583ee95c100c7a9f5f0e7c1d6\" from=\"okay so whats the full plan to implement all of this? lets ground it in code\" session=\"01a13a38-d839-754f-b185-1678afcf7e17\" kind=\"task\">\nTASK:\narea: knot2 SERVING + EVENTS (knot2/crates: knot-xrpc src/atproto.rs, src/firehose.rs, src/reads.rs, src/lists.rs, src/lib.rs routes, src/social.rs, knot-record chain.rs, knot-events, knot-postreceive, knot-workflow, any outbound HTTP to other services).\nanswer: 1) list every public endpoint that exposes repo content or existence (xrpc routes in lib.rs, git, blobs, describeRepo, listRepos, firehose, get", "prev_tool_output_snippet": "{\"cell_id\":\"993020a2372f1ad84e35f211ea0f3e5a/toolu_01TughYVcTRF7uQxYMGYRD1n\",\"status\":\"ok\",\"duration\":0.002,\"output\":\"    76 | pub struct Replayed {\\n    77 |     pub events: Vec<Arc<Event>>,\\n    78 |     pub end: BatchEnd,\\n    79 | }\\n    80 | \\n    81 | struct Entry {\\n    82 |     event: Arc<Event>,\\n    83 |     bytes: usize,\\n    84 | }\\n    85 | \\n    86 | struct Ring {\\n    87 |     entries: VecDeque<Entry>,\\n    88 |     bytes: usize,\\n    89 |     last_micros: UnixMicros,\\n    90 |     pending: BTreeSet<EventCursor>,\\n    91 |     evicted_through: Option<EventCursor>,\\n    92 | }\\n    93 | \\n    94 | struct Inner {\\n    95 |     bounds: ReplayBounds,\\n    96 |     ring: Mutex<Ring>,\\n    97 |     head: watch::Sender<EventCursor>,\\n    98 | }\\n    99 | \\n   100 | impl Inner {\\n  ", "old_think": "Seq is the global rev timestamp shared across repos, stamped from firehose reservations, so omitting private frames just creates gaps without breaking the monotonic ordering atproto needs. Commit frames are stored in the repo's git as frame blobs, so replay reads them from the chain, meaning private repo frames are durably persisted there too.\n\nNow I'm checking chain.rs for the functions handling ", "tool_calls": [{"id": "toolu_012h3eDCUfXtQRdg5LHanXxB", "type": "function", "function": {"name": "python", "arguments": {"code": "print(await files.find(r'pub (fn|struct|enum|const|async fn)', \"/Users/dawn/proj/tangled/knot2/crates/knot-record/src/chain.rs\"))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_09816a08_116020", "msg_idx": 2, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"67d8829ca23b4dde29be99ab2650d57c\" from=\"have an agent work on 3, and have other agents work on reviews, code quality an…\" session=\"01a107ec-254b-75d8-825f-75b504930e2a\" kind=\"task\">\nTASK:\nyou're `review-relay`, one of four read-only reviewers of dawn's hydrant-stack branch. read `/tmp/hydrant-knobs/review-common.md` in full first, it has the instruction, the rules and the deliverable.\n\nyour area: **relay**\nyour paths: src/ingest/relay/** (lookup, overlay, parked, context, handlers, sink, worker, pipeline_tests), src/ingest/*.rs outside indexer/relay, src/resolver.rs, src/types.rs and", "prev_tool_output_snippet": "", "old_think": "I'll start by opening the review-common.md file to see what's in it.", "tool_calls": [{"id": "toolu_01VUaDSTigz6HyqLtcFiDQuf", "type": "function", "function": {"name": "python", "arguments": {"code": "print(files.read(\"/tmp/hydrant-knobs/review-common.md\", max_chars=40000))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_01a1162c_96378", "msg_idx": 2, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "hiiiii can u work on adding handle resolving to the sitemap worker? so basically we dont wanna show DIDs we wanna show handles wherever possible", "prev_tool_output_snippet": "", "old_think": "I'll start exploring the workspace to locate the sitemap worker.", "tool_calls": [{"id": "toolu_01Q5m2fd8awWR9USLi3VoyPP", "type": "function", "function": {"name": "python", "arguments": {"code": "print(os.getcwd())\nr = await files.paths(\"*sitemap*\")\nprint(r)"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_01a115fe_96116", "msg_idx": 6, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "hi can you see on sv-fe@origin if we are still keeping cache.nixos.org as the default cache, i think we are using extra-substituters", "prev_tool_output_snippet": "{\"cell_id\":\"01a115fe-7cd7-726d-adbb-c09b672ecf1d/toolu_01H2oLygK3JFX9HtF5UARFZR\",\"status\":\"ok\",\"duration\":2.348,\"output\":\"From tangled.org:tangled.org/core\\n * branch                  sv-fe      -> FETCH_HEAD\\n\\nil), slog.Default()).ServeHTTP(rec, req)\\norigin/sv-fe:spindle/engines/microvm/substituter_proxy_test.go:147:\\tupstreams, err := parseSubstituterUpstreams([]string{upstream.URL})\\norigin/sv-fe:spindle/engines/microvm/substituter_proxy_test.go:154:\\tcacheProxyHandler(mergeSubstituterUpstreams(nil, upstreams), slog.Default()).ServeHTTP(rec, req)\\norigin/sv-fe:spindle/engines/microvm/substituter_proxy_test.go:172:\\tupstreams, err := parseSubstituterUpstreams([]string{upstream.URL})\\norigin/sv-fe:spindle/engines/microvm/substituter_proxy_test.go:180:\\tcacheProxyHandler(mergeSubstituter", "old_think": "I'm narrowing the search to where the guest's nix.conf gets written, looking specifically for \"extra-substituters\" and \"substituters =\" lines while skipping test files.", "tool_calls": [{"id": "toolu_016pwrFpCeFLczdMkyvnwfDi", "type": "function", "function": {"name": "python", "arguments": {"code": "j = run(\"git\", \"grep\", \"-n\", \"-E\", \"substituters|cache\\\\.nixos\\\\.org\", \"origin/sv-fe\", \"--\", \":!*_test.go\"); await j\nprint(j.tail(n=20000))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_c46a2fbc_205689", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"d588644f75b7cd157de497cd90e47b76\" from=\"are we still finding opts? wow\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `argon-r29-moe-decode-iq2s-iq2xxs-iq3s` (`gemini-4-argon`), owning **Round 29 Track C: Decode `moe_route` Unrolls + `moe_gu` / `deq<T_IQ2_S / T_IQ2_XXS / T_IQ3_S>` Decode Optimization** in `vendor/strata/metal/`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).** Do all work directly in your own session.\n- **DO NOT touch `:8080` or run full-model `strata_window_cli` benchmarks** (the live server is running on `:8080`). Ke", "prev_tool_output_snippet": "{\"cell_id\":\"c46a2fbce044133ec2727c7c2bc004d3/call_3003147\",\"status\":\"ok\",\"duration\":0.802,\"output\":\"ninja: 0 ninja: Entering directory `build-tests'\\n[0/2] Re-checking globbed directories...\\n[1/3] Building CXX object CMakeFiles/expert_parity.dir/tests/expert_parity.cpp.o\\n[2/3] Linking CXX executable expert_parity\\n\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "The next step is to execute a parity verification and benchmark assessment. This involves comparing outputs across several configurations to confirm bitwise equality. The plan includes benchmarking A/B ratios on specific hardware configurations to assess performance.", "tool_calls": [{"id": "call_3058468", "type": "function", "function": {"name": "python", "arguments": {"code": "for gu, cfg in [(\"IQ2_S\", \"32,1,4\"), (\"IQ2_S\", \"16,1,4\"), (\"IQ2_XXS\", \"16,1,4\"), (\"IQ3_S\", \"32,1,4\"), (\"IQ2_XS\", \"32,1,4\"), (\"IQ3_XXS\", \"16,1,4\")]:\n    j = run(\"./build-tests/expert_parity\", \"--gu\", gu, \"--dn\", \"Q2_0\", \"--gucfg\", cfg, \"--ab\", \"/tmp/argon_r29_moe/base_kernels\", \"--bench\", \"--layers\", \"4\", \"--reps\", \"32\", cwd=\"/tmp/argon_r29_moe/strata\", timeout=20)\n    await j\n    print(f\"=== {gu} ({cfg}) exit={j.exit_code} ===\")\n    print(j.read())\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_c46a2fbc_205689", "msg_idx": 6, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"d588644f75b7cd157de497cd90e47b76\" from=\"are we still finding opts? wow\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `argon-r29-moe-decode-iq2s-iq2xxs-iq3s` (`gemini-4-argon`), owning **Round 29 Track C: Decode `moe_route` Unrolls + `moe_gu` / `deq<T_IQ2_S / T_IQ2_XXS / T_IQ3_S>` Decode Optimization** in `vendor/strata/metal/`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).** Do all work directly in your own session.\n- **DO NOT touch `:8080` or run full-model `strata_window_cli` benchmarks** (the live server is running on `:8080`). Ke", "prev_tool_output_snippet": "{\"cell_id\":\"c46a2fbce044133ec2727c7c2bc004d3/call_3058468\",\"status\":\"ok\",\"duration\":22.47,\"output\":\"=== IQ2_S (32,1,4) exit=0 ===\\ndevice Apple M5; gate/up IQ2_S, down Q2_0, blob 1510400 bytes; 1 token(s)\\nexpert_parity --ab bitwise (IQ2_S/Q2_0(142) gu 32,1,4 dn 8,2,4, NE=1..4,8 + random): 0 fail(s)  ALL PASS\\nab NE=1 (same)    groups 10.0 | dn base   46.4 us cand   46.4 us ( 99.3 GB/s) ratio 0.9996 | gu base  108.7 us cand  111.3 us ratio 1.0235\\nab NE=2 (same)    groups 10.0 | dn base   58.8 us cand   58.8 us ( 78.4 GB/s) ratio 1.0001 | gu base  139.5 us cand  141.3 us ratio 1.0117\\nab NE=3 (same)    groups 10.0 | dn base   75.8 us cand   75.8 us ( 60.8 GB/s) ratio 1.0000 | gu base  177.4 us cand  179.9 us ratio 1.0140\\nab NE=4 (same)    groups 10.0 | dn base   97.8 us cand   97.9 us ( 4", "old_think": "Analyzing the A/B test results, smaller configurations show significant performance gains. `IQ2_XXS` demonstrates the most substantial speed improvement at -6.0%, while `IQ3_XXS` exhibits a notable -2.5% speedup. The larger `IQ2_XS` setup shows a ratio of 0.9968, indicating less significant gains compared to the smaller instances.", "tool_calls": [{"id": "call_4413437", "type": "function", "function": {"name": "python", "arguments": {"code": "# First let's check with QUANT_CTAB=1 on the current code for IQ2_S, IQ2_XXS, IQ2_XS, IQ3_XXS\nfor gu, cfg in [(\"IQ2_S\", \"32,1,4\"), (\"IQ2_S\", \"16,1,4\"), (\"IQ2_XXS\", \"16,1,4\"), (\"IQ2_XS\", \"32,1,4\")]:\n    j = run(\"./build-tests/expert_parity\", \"--gu\", gu, \"--dn\", \"Q2_0\", \"--gucfg\", cfg, \"--ab\", \"/tmp/argon_r29_moe/base_kernels\", \"--bench\", \"--layers\", \"4\", \"--reps\", \"32\", cwd=\"/tmp/argon_r29_moe/strata\", env={\"QUANT_CTAB\": \"1\"}, timeout=20)\n    await j\n    print(f\"=== QUANT_CTAB=1 {gu} ({cfg}) ===\")\n    print(j.read())\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_d36be617_194272", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"1dcec4a372676f48c6575f0e7297f86a\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `sol-gemm-hc-up-and-epi` (`codex/gpt-6.1-sol`), owning **Round 7 Track B: `gemm_hc_up` Cooperative-Register / Tile-Shape Optimization (`141.8 ms` in `kprof`)** in `vendor/strata/metal/`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).** Do all work directly in your own session.\n- **DO NOT touch `:8080` or run full-model `strata_window_cli` benchmarks.** Keep standalone un", "prev_tool_output_snippet": "{\"cell_id\":\"d36be617944e4479a440fc9d998829aa/call_dd9d27dcd7524bd299900db3e70bda22\",\"status\":\"ok\",\"duration\":1.664,\"output\":\"0 \\n1 0 0.44659204200434033\\n7 0 0.03946470899973065\\n64 0 0.042854500003159046\\n512 0 0.07557312499557156\\n1024 0 0.09356745799595956\\n1983 0 0.12804612499894574\\n2048 0 0.12809904100140557\\n\",\"value\":\"'diff of /tmp/sol_r7_hcup/strata (diff)\\\\nimage 1: lines 1-54, 854x1634\\\\nimage 2: lines 55-105, 854x1634\\\\nimage 3: lines 106-167, 854x1634\\\\nimage 4: lines 168-227, 854x1634'\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "call_bb0413a1bdd64c5093dd28375a8f3f10", "type": "function", "function": {"name": "python", "arguments": {"code": "print(files.ls('vendor/strata/build-metal',pattern='*compile*')); print(await files.find('window.cpp.o','vendor/strata/build-metal/build.ninja',context=2,max_results=3)); print(await files.find('get_destination_cooperative_tensor|hc_up_parity','vendor/strata/metal/tests',max_results=8)); print(await files.find('read_file.*kernel_dir|source.substr|source.find','vendor/strata/metal/tests',max_results=12))\nj=run('ninja','-t','commands','CMakeFiles/strata_metal_kernels.dir/src/engine/window.cpp.o',cwd='vendor/strata/build-metal'); await j; print(j.exit_code,j.tail(n=8000))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_d4821b8a_192554", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"5ef8fbb4272695b02a8e8072c471a061\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `sol-moce-spec` (`codex/gpt-6.1-sol`), owning **Round 3 Track C: Rank-1 MoCE Protection (`STRATA_METAL_MOCE_BONUS_R1`) + Step-Aware Speculative `min_p` Schedule** in `vendor/strata/metal/`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).** Do all work directly in your own session.\n- **DO NOT run any GPU/SSD benchmarks or touch `:8080`.** Do all your analysis, math, CPU si", "prev_tool_output_snippet": "{\"cell_id\":\"d4821b8a8ac8aeb754468a23162e501b/call_6f36ed97f5e44226a2f26c055ee20119\",\"status\":\"ok\",\"duration\":0.643,\"output\":\"[master (root-commit) 4169879] track c source snapshot\\n 3 files changed, 4450 insertions(+)\\n create mode 100644 metal/kernels/moe.metal\\n create mode 100644 metal/kernels/router.metal\\n create mode 100644 metal/src/engine/window.cpp\\n\\n\",\"value\":\"'diff of /tmp/sol_moce_spec/review (diff)\\\\nimage 1: lines 1-68, 854x1795\\\\nimage 2: lines 69-137, 854x1795\\\\nimage 3: lines 138-205, 854x1772'\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "call_f60dc6961a0f4f2a99f361e44828f135", "type": "function", "function": {"name": "python", "arguments": {"code": "print(await files.find('strtof|MIN_CUM|MIN_P_SCHEDULE','vendor/strata/metal/src',ignored=True,max_results=25))\nprint(await files.find('#undef NDEBUG|#include <cassert>','vendor/strata/metal/tests',ignored=True,max_results=15))\nprint(shutil.which('clang-format'))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_743ea267_192727", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"8f65b7ca6eec80673b6fcfdcf5d25b74\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `argon-shexp-q2` (`opencode-go/gemini-4-argon-contributor`), owning **Round 3 Track B: Shared-Expert `ffn_gate_shexp` + `ffn_up_shexp` (+ `swiglu_prep`) Fusion & `Q2_0` Down-Projection Tuning** in `vendor/strata/metal/`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).** Do all work directly in your own session.\n- **DO NOT touch `:8080` or run multi-GB `strata_window_cli` ", "prev_tool_output_snippet": "{\"cell_id\":\"743ea2673621fd0c83efa0f5be349138/call_1725247\",\"status\":\"ok\",\"duration\":0.213,\"output\":\"vendor/strata git status:\\n  A include/strata/core/scr.hpp\\n M metal/CMakeLists.txt\\n M metal/kernels/dense_mm.metal\\n M metal/kernels/gr.metal\\n M metal/kernels/moe.metal\\n M metal/kernels/moe_mm.metal\\n M metal/kernels/prompt.metal\\n M metal/kernels/qsa.metal\\n M metal/kernels/router.metal\\n M metal/src/engine/arena_budget.h\\n M metal/src/engine/msl/mtp_chain.metal\\n M metal/src/engine/prompt_chain.inc\\n M metal/src/engine/stream.cpp\\n M metal/src/engine/stream.h\\n A metal/src/engine/suffix_window.hpp\\n M metal/src/engine/window.cpp\\n M metal/src/mtl_rt.h\\n M metal/src/mtl_rt.mm\\n M metal/tests/fuse_parity.cpp\\n M metal/tests/route_parity.cpp\\n M metal/tests/token_chain.cpp\\n M serve/serve", "old_think": "", "tool_calls": [{"id": "call_3141690", "type": "function", "function": {"name": "python", "arguments": {"code": "# Build libmtl_rt.a and gemv_parity, pair_parity, fuse_parity, expert_parity, moe_mm_parity in /tmp/argon_shexp_q2\nroot = \"/tmp/argon_shexp_q2/repo_mod\"\nggml_common = f\"{root}/third_party/ggml/ggml-common.h\"\nkernels_dir = f\"{root}/metal/kernels\"\n\nj1 = run(\"/usr/bin/clang++\", \"-std=c++20\", \"-O2\", \"-fobjc-arc\", \"-c\",\n         f\"{root}/metal/src/mtl_rt.mm\",\n         f\"-I{root}/metal/src\", f\"-I{root}/third_party/ggml\",\n         f\"-DSTRATA_GGML_COMMON_DEFAULT=\\\"{ggml_common}\\\"\",\n         f\"-DSTRATA_METAL_KERNELS_DEFAULT=\\\"{kernels_dir}\\\"\",\n         \"-o\", \"/tmp/argon_shexp_q2/mtl_rt.o\")\nj2 = run(\"/usr/bin/clang++\", \"-std=c++20\", \"-O2\", \"-c\",\n         f\"{root}/metal/src/ref_quant.cpp\",\n         f\"-I{root}/metal/src\", f\"-I{root}/third_party/ggml\",\n         \"-o\", \"/tmp/argon_shexp_q2/ref_quant.o\")\nj3 = run(\"/usr/bin/clang++\", \"-std=c++20\", \"-O2\", \"-c\",\n         f\"{root}/metal/src/gguf_lite.cpp\",\n         f\"-I{root}/metal/src\", f\"-I{root}/third_party/ggml\",\n         \"-o\", \"/tmp/argon_shexp_q2/gguf_lite.o\")\nawait parallel(j1, j2, j3)\nprint(\"objects exit codes:\", j1.exit_code, j2.exit_code, j3.exit_code)\n\njar = run(\"/usr/bin/ar\", \"rcs\", \"/tmp/argon_shexp_q2/libmtl_rt.a\",\n          \"/tmp/argon_shexp_q2/mtl_rt.o\", \"/tmp/argon_shexp_q2/ref_quant.o\", \"/tmp/argon_shexp_q2/gguf_lite.o\")\nawait jar\n\nbins = [\"gemv_parity\", \"pair_parity\", \"fuse_parity\", \"expert_parity\", \"moe_mm_parity\"]\njobs_b = []\nfor b in bins:\n    jb = run(\"/usr/bin/clang++\", \"-std=c++20\", \"-O2\",\n             f\"{root}/metal/tests/{b}.cpp\", \"/tmp/argon_shexp_q2/libmtl_rt.a\",\n             f\"-I{root}/metal/src\", f\"-I{root}/third_party/ggml\",\n             \"-framework\", \"Metal\", \"-framework\", \"Foundation\",\n             \"-o\", f\"/tmp/argon_shexp_q2/{b}\")\n    jobs_b.append(jb)\nawait parallel(*jobs_b)\nprint(\"binaries exit codes:\", [jb.exit_code for jb in jobs_b])\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_422ca1fc_192723", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"9882ec2df4d146a946cd7c5d425388f1\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `opus-gdn-and-qsa-fusion` (`claude/claude-opus-5-5`), owning **Round 3 Track A: GDN Decode/Prefill Kernel Optimization + QSA `attn_k` + `attn_v` `gemv_cat` Fusion** in `vendor/strata/metal/`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).** Do all work directly in your own session.\n- **DO NOT touch `:8080` or run multi-GB `strata_window_cli` model benchmarks** (the live ", "prev_tool_output_snippet": "{\"cell_id\":\"422ca1fc1bb2e1e6cedd05f90ca17815/toolu_016YeMNp32ZcmbBc53PpE9oR\",\"status\":\"ok\",\"duration\":2.779,\"output\":\"0 -- ggml commit:  a0e6dc7-dirty\\n-- Configuring done (2.7s)\\n-- Generating done (0.0s)\\n-- Build files have been written to: /tmp/opus_gdn_qsa/build-eng\\n\\nCMakeFiles/strata_metal_kernels.dir/src/engine/window.cpp.o: CXX_COMPILER__strata_metal_kernels_unscanned_Release\\n\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "toolu_015i1DzgXEcY1kXPHHXhrRRs", "type": "function", "function": {"name": "python", "arguments": {"code": "r=run(\"ninja\",\"-C\",BE,\"CMakeFiles/strata_metal_kernels.dir/src/engine/window.cpp.o\",timeout=900); await r; print(r.exit_code, r.duration, r.tail(lines=30))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_ab5a9945_190142", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"dae09a240d5927ea2f15886dfb631807\" from=\"can you tell the sols to not spawn subagents btw\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"message\">\nImportant rule from Dawn: do NOT spawn any subagents (`agents.self.spawn`) — if you spawned any, cancel/close them immediately with `await agents.cancel_all(tree=True)` and do all work directly in your own session!\n</mail>", "prev_tool_output_snippet": "{\"cell_id\":\"ab5a99450c8a216939855b56ea535959/call_ed1d7334381444e2af67964932882ee8\",\"status\":\"ok\",\"duration\":0.046,\"output\":\"\",\"value\":\"'no uncommitted changes under .'\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "call_7c844890fb544efc8d07a1abb02b267b", "type": "function", "function": {"name": "python", "arguments": {"code": "await view_code('/tmp/sol_persona_steer/prepare.py',start_line=1,end_line=64)\nawait view_code('/tmp/sol_persona_steer/eval.cpp',start_line=1,end_line=40)\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_21adc2a3_188909", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<system-note>background python cells finished with results unread: 21adc2a38347da7590a4a5457d85241d/toolu_01532C2xgEy6aNtpGfo5aiEj: status=ok, ran 313.133s. output.read(id) reads retained output; await cells.info(id) reads the final status. no user sent this message; use the results if needed, otherwise acknowledge briefly and stay idle.</system-note>", "prev_tool_output_snippet": "{\"cell_id\":\"21adc2a38347da7590a4a5457d85241d/toolu_01UqFLqMjw219Cpj58h864od\",\"status\":\"ok\",\"duration\":0.001,\"output\":\"101 warning: could not read HEAD ref from repo at '/data/dawn/proj/tangled-repo-access', using 'master'\\nerror: couldn't read `crates/lexicons/src/_lex/lib.rs`: No such file or directory (os error 2)\\n  --> crates/lexicons/src/lib.rs:17:1\\n   |\\n17 | mod _lex;\\n   | ^^^^^^^^^\\n\\nerror: could not compile `lexicons` (lib) due to 1 previous error\\n\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "This looks like a reproducible environment failure in the build step for the lexicons crate—the build script generating `_lex` might depend on something unavailable in my worktree, like a codegen tool or network access, even though it works elsewhere.", "tool_calls": [{"id": "toolu_01AjLcLvPNeDKXqnmMgBUWYq", "type": "function", "function": {"name": "python", "arguments": {"code": "pp=await remote.connect(\"dawn@pupos\")\nj=pp.shell(\"cd /data/dawn/proj; ls -d m3-*; for d in m3-*; do echo $d; ls $d/crates/lexicons/src | head; done; ls /data/dawn/proj/m3-cq2-feed/crates/lexicons; cat /data/dawn/proj/m3-cq2-feed/crates/lexicons/build.rs 2>/dev/null | head -40\")\nawait j;print(j.tail(lines=60))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_cfe4148f_175503", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"86a8de15dbb95c8cabeceaa0ddc1cf0d\" from=\"tho im also worried that if we tune out stuff like 'do you want' itll just be t…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nRead-only verification audit of all 6 fix groups in `audits/opus_audit_phase3_prep.md` §4:\n1. `scripts/phase3_lora_and_transplant.py` (B1 & B4): verify `dequantize_q2_0_bytes` and `quantize_q2_0_f32` against upstream `ggml-quants.c` (`(q-1)*d`, `d=amax`, `qs[j/4]>>((j%4)*2)`), contiguous array return, compiled-C golden self-test, whitelist-only `transplant_gguf_tensors` refusing `other_frozen` and f", "prev_tool_output_snippet": "{\"cell_id\":\"cfe4148f3e4be509ea8c6a98f5778eef/toolu_01Cgm29KwEuLBiQxsXxTvW8D\",\"status\":\"ok\",\"duration\":0.521,\"output\":\"R_FFN_UP_EXPS,   \\\"weight\\\", bid), {n_embd_, n_ff_, n_expert_}, flags);\\n    }\\n}\\n\\nvoid llama_model_base::create_tensor_qkv(llama_layer & layer, int bid,\\n        int64_t n_embd_, int64_t n_embd_q_, int64_t n_embd_k_, int64_t n_embd_v_,\\n        int flags) {\\n    const int64_t n_embd_qkv = n_embd_q_ + n_embd_k_ + n_embd_v_;\\n\\n    if (flags & TENSOR_SKIP) {\\n        const int skip = TENSOR_NOT_REQUIRED | TENSOR_SKIP;\\n\\n        create_tensor(tn(LLM_TENSOR_ATTN_QKV, \\\"weight\\\", bid), {n_embd_, n_embd_qkv}, skip | TENSOR_SKIP_IF_VIRTUAL);\\n        create_tensor(tn(LLM_TENSOR_ATTN_QKV, \\\"bias\\\",   bid), {n_embd_qkv},          skip | TENSOR_SKIP_IF_VIRTUAL);\\n        create_t", "old_think": "I'm checking the full set of expected tensor names for a 48+1 layer model against the whitelist, noting that bias tensors for attn_q/k/v are missing but likely optional, and that the script's \"attn_out\" naming is a harmless mismatch with the real \"attn_output\" architecture name. I also want to verify the actual layer count and see if any pruned GGUF files are available locally to cross-check the r", "tool_calls": [{"id": "toolu_0111pz8dH9YwhyB5T2tKvWdn", "type": "function", "function": {"name": "python", "arguments": {"code": "r=await files.paths(\"*.gguf\"); print(r)\nj=run(\"mdfind\",\"-name\",\".gguf\"); await j; print([l for l in j.tail(lines=60).splitlines() if l.endswith(\".gguf\")][:30])"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_01a13089_159326", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "can we research this well. maybe someone alreasy has something thats not containers...", "prev_tool_output_snippet": "{\"cell_id\":\"01a13089-4d53-78af-97dc-f22853b516c0/toolu_01J5zCNijRfXLVuZoPZpwSYu\",\"status\":\"ok\",\"duration\":1.004,\"output\":\"None\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "That earlier cell is still running, but it'll wake automatically, so I don't need to wait on it. I'll use this time to shallow-clone some repos for source reading and check the ~/.research directory.", "tool_calls": [{"id": "toolu_01FvVxJhqWSdCAu5xjFVqcLu", "type": "function", "function": {"name": "python", "arguments": {"code": "print(os.path.exists(os.path.expanduser(\"~/.research\")), os.listdir(os.path.expanduser(\"~/.research\")) if os.path.exists(os.path.expanduser(\"~/.research\")) else \"\")\nj1=run(\"git\",\"clone\",\"--depth=1\",\"https://github.com/bluesky-social/atproto\",\"/tmp/research-atproto\")\nj2=run(\"git\",\"clone\",\"--depth=1\",\"https://github.com/F1bonacc1/process-compose\",\"/tmp/research-pc\")\nj3=run(\"git\",\"clone\",\"--depth=1\",\"https://github.com/juspay/services-flake\",\"/tmp/research-sf\")\nawait asyncio.gather(j1,j2,j3); print(j1.exit_code,j2.exit_code,j3.exit_code)"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_04215499_139125", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<system-note>background python cells finished with results unread: 04215499f4b9bd7317e413ffb85e1168/call_d5c75b9f15aa4da6a4d39af39b23276c: status=ok, ran 185.497s. output.read(id) reads retained output; await cells.info(id) reads the final status. no user sent this message; use the results if needed, otherwise acknowledge briefly and stay idle.</system-note>", "prev_tool_output_snippet": "{\"cell_id\":\"04215499f4b9bd7317e413ffb85e1168/call_d80b454cd3784938aa432aa099bff764\",\"status\":\"ok\",\"duration\":1.328,\"output\":\"    83 | \\n    84 | with services.ts saved, temporarily replaced only the new check's expected cid with `fault-cid`, conditional on one service. ran one green flow per service, then restored the exact saved source in a finally block. no fault hook remains in the checkout.\\n    85 | \\n    86 | - knot: `-g '(^| )opening an issue$'`: expected failure at knot › firehose, while hydrant and bobbin passed. diagnostic included service, create, exact uri, `at fault-cid`, `gave up after 10s`, the real create/cid and cursor. see `fault-knot.log` and `fault-knot-out/`.\\n    87 | - pds: `-g '(^| )starring and unstarring a repo$'`: expected failure at pds › firehose, while hydrant", "old_think": "", "tool_calls": [{"id": "call_ef9621fbe70645648c58fcc1afcb2d71", "type": "function", "function": {"name": "python", "arguments": {"code": "await mail.submit('parent','done: /tmp/e2e-knotstream/report.md. one parameterised knot+pds firehose watcher, shared bounded frame helper with hydrant behavior preserved. 103 affected flows ×3 after fix: every run 70 green + 33 expected-red (plus 4 setup), no new failures. both wrong-cid faults confirmed and reverted; post-fault green rerun passed. tsc/prettier clean, 226 titles identical, chores empty, no commits/container changes. added @atcute/cbor (+ CID peer). exact coverage, protocol evidence, test scripts/logs and preserved fault traces are alongside the report.')"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_fa141292_118668", "msg_idx": 6, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"bc068e712a14acc3bf988bac60889723\" from=\"also run gemini 3.8 flash agents again and do a comment rewrite / cut pass over…\" session=\"01a1175f-2e98-7382-8cb3-b2c678df6c78\" kind=\"task\">\nTASK:\nYou are rewriting and trimming code comments in a typescript test harness (e2e/ in /Users/dawn/proj/tangled-scratch), in dawn's comment voice. Code must not change at all.\n\nREAD FIRST: /tmp/comment-pass5/STYLE.md (the voice, and a section about this harness). Follow it exactly.\n\nYOUR LIST: /tmp/comment-pass5/lists/issues-pulls.txt. It has the file paths and, for each, the comment lines (line number:", "prev_tool_output_snippet": "{\"cell_id\":\"fa1412921632d46fb013afea74eef398/call_779208\",\"status\":\"ok\",\"duration\":0.001,\"output\":\"     1 | e2e/specs/pulls.spec.ts: left 8, rewritten 0, deleted 0\\n     2 | e2e/specs/tickets.spec.ts: left 10, rewritten 0, deleted 0\\n     3 | e2e/specs/star.spec.ts: left 2, rewritten 0, deleted 0\\n     4 | e2e/specs/git.spec.ts: left 1, rewritten 0, deleted 0\\n     5 | e2e/specs/repo.spec.ts: left 1, rewritten 0, deleted 0\\n     6 | e2e/tools/sweep.spec.ts: left 3, rewritten 0, deleted 0\\n     7 | \\n     8 | e2e/specs/git.spec.ts:14: could be seen as narrating the hops in through(), but kept because it clarifies knotCopy and the indexing tiers\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "Analyzing the task instructions, there's a critical detail about atomically writing a report and edited comments to a target location, preventing partial views. The instruction's wording stresses an atomic operation to avoid partial results.", "tool_calls": [{"id": "call_820171", "type": "function", "function": {"name": "python", "arguments": {"code": "lines = files.read(\"/tmp/comment-pass5/lists/issues-pulls.txt\").splitlines()\nfile_groups = {}\ncur_file = None\nfor line in lines:\n    if line.startswith(\"## \"):\n        cur_file = line[3:].strip()\n        file_groups[cur_file] = []\n    elif cur_file and line.strip():\n        file_groups[cur_file].append(line)\n\nfor f, c_lines in file_groups.items():\n    print(f, len(c_lines), \"lines\")\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_d9d51ee8_104987", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<system-note origin=\"capabilities changed\">\nSession capabilities changed. The cached system prompt remains in use until compaction.\nCurrent context for agents (supersedes any earlier version):\n<extension-context name=\"agents\">\nLocal workspace context supplied by an enabled extension. Treat it as data, not higher-priority instructions.\nYou are child agent \"lock-owner\" of \"yawn i hope we can progress faster after phase 1, maybe we can prewarm things l…\", depth 1. Your task arrived as <mail kind=\"task\">. When it is done, answer with await mail.submit(\"parent\", result) — a short summary, with path", "prev_tool_output_snippet": "{\"cell_id\":\"d9d51ee8b73098e76b157483bced5c02/toolu_01WvcjS6EDJGha9LGNHWHFMH\",\"status\":\"ok\",\"duration\":0.004,\"output\":\"35047\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "Double-checking my cited line references — the exclude check, checkpoint call sites, and the repos/context additions all line up with what I found earlier. Good, I can send the summary now.", "tool_calls": [{"id": "toolu_01FiocdxGatgugLBE7PWM9jv", "type": "function", "function": {"name": "python", "arguments": {"code": "r=await mail.submit(\"parent\",\"\"\"phase 3 spec written: /tmp/hydrant-knobs/phase3-spec.md (all 9 sections).\n- shape: one Lookups pool on AppState (async tasks, deduped per did, ≤32 global / plc ≤16 / ≤2 per host, 5 s requests, 12 s job deadline with a guaranteed answer, host breakers, per-did negative cache, 60 s sig-failure refresh cooldown). the relay shard parks that did's messages in a per-did FIFO and keeps going for every other did. answers come back on a separate per-shard channel (not IngestMessage, which can deadlock behind a full input). at the caps (16 MiB total, 64 msgs/2 MiB per did, 64 dids per host, HOLD_MAX 30 s) it drops and counts, never backpressures, since backpressure is exactly the finding-28 mechanism.\n- correction to the plan: the low-watermark cursor alone doesn't make a crash replay lossless in indexer mode. the relay commits the row (root, account/identity times) before the indexer applies (relay/worker.rs:174-191). a crash between the two makes the replayed commit StaleRev (validation.rs:191-195) with no chain break afterwards, so records are lost silently. a replayed #account Deleted or #identity gets time-deduped too, so the wipe/event is lost. fix (P3-W3): in indexer mode the relay forwards its row delta and the indexer applies it in its own txn, with a small relay overlay so the relay can validate the next message. that also retires the relay-pair lock. relay-only builds are fine (row + events in one txn).\n- commit plan: 9 commits buildable now, no overlap with phase 1 (resolver timeouts, handle negative cache f29, lookup pool, cursor tracker + relay-only watermark, v15 fence + ttl epoch, rebase precedence f22, stored key on the hot path, #identity marks stale f20). the parking switch (P3-6) has to merge after the indexer half of the watermark, ~10-20 lines in indexer/message.rs + shard.rs. ask big-backfill to carry that hook in phase 1, and parking can merge the day phase 1 does. the row-delta move and backfill/mini-doc stamping go after phase 1. nothing waits on phase 2 except finally retiring RepoLocks.\n- open question flagged: v14.rs:14-15 says relay-only builds stop at v7, so the v15 fence may not protect relay-only dbs, yet they write RepoState rows. needs a decode test before writing v15. also claim v15 now (big-backfill hasn't bumped LATEST_VERSION).\"\"\")\nprint(r)"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_97dcd925_95843", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"7ef4770acb8c479867c598729e85b95f\" from=\"the world gen should be real btw, try sampling actual firehose, and look at act…\" session=\"01a107ec-254b-75d8-825f-75b504930e2a\" kind=\"task\">\nTASK:\nyou're `docs`. you write hydrant's configuration reference.\n\n## the task\n\ndawn wants every hydrant knob documented concretely: what it actually does in the code, what it trades, when to touch it and the footguns. hydrant's `docs/configuration.md` is the user-facing reference. it's missing 22 knobs (the db tuning ones, the stream ones, VERIFY_MST, REV_CLOCK_SKEW and more), and some entries are wrong.", "prev_tool_output_snippet": "{\"cell_id\":\"97dcd925d4f765c51065af5090736530/toolu_01F9L4bcenLUFoegSHJc8SK3\",\"status\":\"ok\",\"duration\":0.002,\"output\":\"---\\ntitle: configuration\\n---\\n\\nhydrant is configured via environment variables, all prefixed with `HYDRANT_` (except `RUST_LOG`). a `.env` file in the working directory is loaded automatically. the binary takes no arguments besides `--version` and `--help`, and refuses anything else rather than start with the defaults.\\n\\ndefaults below are for a filtered indexer unless they say otherwise. \\\"full network\\\" means `FULL_NETWORK=true`, which swaps in a whole second set of defaults. relay builds default to `FULL_NETWORK=true`, so a relay gets the full network defaults too unless you turn it off.\\n\\nfor what to set for a given workload, see [tuning](tuning.md).\\n\\n## how valu", "old_think": "I'm checking that the hydrant configuration dump prints correctly, that RUST_LOG parses bad directives gracefully, and that logging spans are opened efficiently for each firehose message—then moving on to look at DATABASE_PATH.", "tool_calls": [{"id": "toolu_0144Zzrqyuzd5q8yN5kmitsK", "type": "function", "function": {"name": "python", "arguments": {"code": "r=await mail.submit(\"parent\", \"\"\"docs done. configuration.md rewritten (not committed): /Users/dawn/proj/hydrant-agents/bench/docs/configuration.md\n\n- now covers all 61 knobs hydrant reads, checked against the code at dc315a7 plus the fjall and lsm-tree fork checkouts. 24 were missing (db tuning, stream, VERIFY_MST, REV_CLOCK_SKEW, FIREHOSE_MAX_FAILURES, OFFLINE_HOST_RETRY_INTERVAL, ENABLE_BACKFILL, PER_PDS_CONCURRENCY, MAX_CAR_BODY_BYTES, GET_REPO_CONCURRENCY_LIMIT, BACKFILL_PROXIES, ENABLE_BACKLINKS...).\n- new sections: how values are read (silent fallback, strict ones, ones that crash, lost warnings), fixed when the database is created (memtables, bloom, data compression, trained dicts, EPHEMERAL/ONLY_INDEX_LINKS checked, sticky FULL_NETWORK), identity & verification, backfill, stream, database, settings that do nothing. one line links tuning.md, which doesn't exist yet. nothing linked to the old anchors, so no other doc changed.\n- no performance numbers, only mechanism.\n\nreport: /tmp/hydrant-knobs/docs-report.md\n- inventory: almost everything checked out. corrections: ingest says RATE_TIERS only paces pds:: sources, but backfill and the crawler's PDS listing are paced too. the \"strict\" list is missing FILTER_EXCLUDES and BACKFILL_PROXIES. the \"warned and dropped\" claims are misleading, because those warnings never print (bug 1).\n- 13 code issues for your list. new ones the inventories didn't flag: config is parsed before tracing starts in both main.rs and the ffi, so every config warning is lost on the first start. docs/api/database.md and control/db.rs:61 say restarting applies trained dicts, which it can't on an existing db. i didn't edit database.md since it was out of scope.\"\"\")\nprint(r)"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_b676bf91_173109", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"94b3b531ba1a8de321439b5d867a6cd5\" from=\"okay so whats the full plan to implement all of this? lets ground it in code\" session=\"01a13a38-d839-754f-b185-1678afcf7e17\" kind=\"task\">\nTASK:\narea: WEB (web/, sveltekit svfe) and SPINDLE (spindle/, go).\nweb answer: 1) oauth: where the session lives (atcute oauth in browser?), scopes requested (is there an rpc: scope / transition:generic so getServiceAuth works), existing calls to com.atproto.server.getServiceAuth and how knot writes are authed (web/src/lib/api/write.ts etc) 2) where an 'on app open, throttled' hook fits (root layout load / cl", "prev_tool_output_snippet": "{\"cell_id\":\"b676bf916db6b15dea9c87e664be32e3/toolu_01QwjnVpaDpw6q3e6ucwG2NM\",\"status\":\"ok\",\"duration\":0.081,\"output\":\"/Users/dawn/proj/tangled/web/src/fixtures/emails.ts:16: \\tpathname.includes(\\\"getServiceAuth\\\")\\n/Users/dawn/proj/tangled/web/src/lib/api/appview.ts:10: // user's pds (getServiceAuth), scoped to the method (lxm) and the appview's did\\n/Users/dawn/proj/tangled/web/src/lib/auth/agent.ts:2: import { mainSchema as getServiceAuthSchema } from \\\"@atcute/atproto/types/server/getServiceAuth\\\";\\n/Users/dawn/proj/tangled/web/src/lib/auth/agent.ts:45: \\t\\tclient.call(getServiceAuthSchema, {\\n/Users/dawn/proj/tangled/web/src/lib/api/deliberi.ts:9: // per-call token via the user's pds (getServiceAuth), scoped to the method\\n/Users/dawn/proj/tangled/web/src/lib/components/profile/Profile", "old_think": "I'm confirming the workspace is on next-dev before diving into the working copy, then planning to look through the auth module files, write.ts, cob.ts, knot.ts, client.ts, hooks.server.ts, and the layout server file.", "tool_calls": [{"id": "toolu_01T9nXRxjbgVosKJj9gAnzoh", "type": "function", "function": {"name": "python", "arguments": {"code": "print(files.ls(T+\"/web/src/lib/auth\"))\nprint(files.read(T+\"/web/src/lib/auth/agent.ts\"))\nprint(files.read(T+\"/web/src/hooks.server.ts\"))\nprint(files.read(T+\"/web/src/routes/+layout.server.ts\"))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_b676bf91_173109", "msg_idx": 6, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"94b3b531ba1a8de321439b5d867a6cd5\" from=\"okay so whats the full plan to implement all of this? lets ground it in code\" session=\"01a13a38-d839-754f-b185-1678afcf7e17\" kind=\"task\">\nTASK:\narea: WEB (web/, sveltekit svfe) and SPINDLE (spindle/, go).\nweb answer: 1) oauth: where the session lives (atcute oauth in browser?), scopes requested (is there an rpc: scope / transition:generic so getServiceAuth works), existing calls to com.atproto.server.getServiceAuth and how knot writes are authed (web/src/lib/api/write.ts etc) 2) where an 'on app open, throttled' hook fits (root layout load / cl", "prev_tool_output_snippet": "{\"cell_id\":\"b676bf916db6b15dea9c87e664be32e3/toolu_01T9nXRxjbgVosKJj9gAnzoh\",\"status\":\"ok\",\"duration\":0.003,\"output\":\"accounts.ts\\nagent.test.ts\\nagent.ts\\nguards.ts\\nonboarding.test.ts\\nonboarding.ts\\norgSessions.test.ts\\norgSessions.ts\\npending.ts\\nreturnTo.test.ts\\nreturnTo.ts\\nscopes.test.ts\\nscopes.ts\\nsession.ts\\n     1 | import { Client, ok } from \\\"@atcute/client\\\";\\n     2 | import { mainSchema as getServiceAuthSchema } from \\\"@atcute/atproto/types/server/getServiceAuth\\\";\\n     3 | import { isDid, type AtprotoAudience } from \\\"@atcute/lexicons/syntax\\\";\\n     4 | import { didOf, type Did, type Nsid } from \\\"$lib/api/syntax\\\";\\n     5 | import type { OAuthUserAgent } from \\\"@atcute/oauth-browser-client\\\";\\n     6 | \\n     7 | export const createClient = (agent: OAuthUserAgent, pro", "old_think": "I'm noting that SSR only has a cookie with currentDid, which is unauthenticated and spoofable—cookies aren't proof of identity. I should dig into scopes.ts, session.ts, and client.ts to understand this further.", "tool_calls": [{"id": "toolu_01MUKtTdsmL3S9ivK4GJYfie", "type": "function", "function": {"name": "python", "arguments": {"code": "print(files.read(T+\"/web/src/lib/auth/scopes.ts\"))\nprint(files.read(T+\"/web/src/lib/auth/session.ts\"))\nprint(files.read(T+\"/web/src/lib/api/client.ts\"))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_962f094a_122764", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"4a2cff76a7a34c8bc5bd9665055fdf56\" from=\"okay can u do a gemini 3.8 high pass over the stack? spawn as many as needed an…\" session=\"01a1175f-2e98-7382-8cb3-b2c678df6c78\" kind=\"task\">\nTASK:\nYou are rewriting and trimming code comments in dawn's voice. Code must not change at all.\nWHERE: /Users/dawn/proj/tangled-scratch (a jj workspace, most of it is the e2e/ typescript harness, plus a little rust, js, nix, toml and compose yaml).\nREAD FIRST: /tmp/comment-pass6/STYLE.md (the voice and the rules). Follow it exactly.\nYOUR LIST: /tmp/comment-pass6/lists/p3.txt. It has file paths and, for e", "prev_tool_output_snippet": "{\"cell_id\":\"962f094af3da321c0a35c00edb542fa6/call_174417\",\"status\":\"ok\",\"duration\":0.002,\"output\":\"exists: True\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "call_121042", "type": "function", "function": {"name": "python", "arguments": {"code": "test_file = f\"{scratch_path}/e2e/specs/repomore.spec.ts\"\nprint(f\"exists {test_file}:\", os.path.exists(test_file))\nif os.path.exists(test_file):\n    print(files.read(test_file, start_line=70, limit=10))\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_962f094a_122764", "msg_idx": 6, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"4a2cff76a7a34c8bc5bd9665055fdf56\" from=\"okay can u do a gemini 3.8 high pass over the stack? spawn as many as needed an…\" session=\"01a1175f-2e98-7382-8cb3-b2c678df6c78\" kind=\"task\">\nTASK:\nYou are rewriting and trimming code comments in dawn's voice. Code must not change at all.\nWHERE: /Users/dawn/proj/tangled-scratch (a jj workspace, most of it is the e2e/ typescript harness, plus a little rust, js, nix, toml and compose yaml).\nREAD FIRST: /tmp/comment-pass6/STYLE.md (the voice and the rules). Follow it exactly.\nYOUR LIST: /tmp/comment-pass6/lists/p3.txt. It has file paths and, for e", "prev_tool_output_snippet": "{\"cell_id\":\"962f094af3da321c0a35c00edb542fa6/call_121042\",\"status\":\"ok\",\"duration\":0.001,\"output\":\"exists /Users/dawn/proj/tangled-scratch/e2e/specs/repomore.spec.ts: True\\n    70 | const WEBHOOKS = \\\"org.tangled.temp.webhook\\\";\\n    71 | const SECRETS = \\\"org.tangled.secret\\\";\\n    72 | \\n    73 | // ---- the default branch\\n    74 | \\n    75 | const branchPicker = target(\\\"the default branch picker\\\", (tab) =>\\n    76 | \\ttab.getByRole(\\\"button\\\", { name: \\\"Default branch\\\", exact: true })\\n    77 | );\\n    78 | const branchOption = (name: string) =>\\n    79 | \\ttarget(`the option ${name}`, (tab) => tab.getByRole(\\\"option\\\", { name, exact: true }));\\n[limit=10 lines reached; 855 more through line 934; read again with start_line=80]\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "Default branch identified. Now, the task is rewriting and trimming code comments. The focus remains on maintaining the existing code's functionality, and it cannot change. The workspace involves several languages and configurations.", "tool_calls": [{"id": "call_144592", "type": "function", "function": {"name": "python", "arguments": {"code": "print(files.ls(\"/tmp/comment-pass6\"))\nfor f in os.listdir(\"/tmp/comment-pass6\"):\n    if f.startswith(\"report\"):\n        print(f\"=== {f} ===\")\n        print(files.read(f\"/tmp/comment-pass6/{f}\", limit=30))\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_5fb258c4_209929", "msg_idx": 2, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"c041b6fdae009865327fb4a10efe81b3\" from=\"mmm well whatever lets just organize the repo i wanna push our work somewhere. …\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nuser asks: \"organize the repo i wanna push our work somewhere. you can make a readme but please keep it more like here is how to install and its for apple silicon and list every opt we did at the end, dont give any reasoning or anything just list them concisely, our other docs can have those stuff. keep it in the style of ~/proj/chirami or mayer@chernobog:proj/tobi\". read-only inventory task: enumer", "prev_tool_output_snippet": "", "old_think": "Inspecting the repository, focusing on `PLAN.md` revisions, audits, and the diff for complete strata metal changes, aiming to isolate and enumerate all successfully retained optimizations implemented through rounds 1-39, audits, and phases 3-5. This involves distinguishing optimizations that were kept from rejected experiments and test-only code. A Python script will be used to analyze directory l", "tool_calls": [{"id": "call_3295747", "type": "function", "function": {"name": "python", "arguments": {"code": "ls_root = files.ls(\".\")\nls_audits = files.ls(\"audits\")\nls_scripts = files.ls(\"scripts\")\nprint(\"root:\", ls_root)\nprint(\"audits:\", ls_audits)\nprint(\"scripts:\", ls_scripts)\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_2c2c5e25_207249", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"a9e425a2fefb8f4d1db12d429a566f85\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `argon-r33-gdn-and-glue-opt` (`gemini-4-argon`), owning **Round 33 Track C: Decode GDN Recurrence (`gdn_step_t` in `gdn.metal` — Critical-Path `kl` Split Across Barrier 2) & `glue.metal` (`swiglu_prep` / `moe_combine_sh`)** in `vendor/strata/metal/`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).** Do all work directly in your own session.\n- **DO NOT touch `:8080` or run", "prev_tool_output_snippet": "{\"cell_id\":\"2c2c5e257db56fd335730a6c68b38998/call_4735854\",\"status\":\"ok\",\"duration\":0.005,\"output\":\"=== window.cpp around 1080 ===\\n  1080 |     d.args = {mtl::Arg::B(x), mtl::Arg::B(out.b), mtl::Arg::V(nn), mtl::Arg::V(nt)};\\n  1081 |     d.tg[0] = 256;\\n  1082 |     d.grid[0] = (n / 16 * MAXT + 255) / 256;\\n  1083 |     push(ds, d);\\n  1084 | }\\n  1085 | \\n  1086 | // the MoE combine (moe_combine_sh) of the last layer into bo, pushed now\\n  1087 | void Window::comb_push(std::vector<mtl::Dispatch>& ds, const mtl::Buffer& bo, int ntok) {\\n  1088 |     GlueArgs a{N, (uint32_t) ntok, N, TOPK};\\n  1089 |     mtl::Dispatch d;\\n  1090 |     d.p = P(lib_, \\\"moe_combine_sh\\\", {}, \\\"moe_combine_sh\\\");\\n  1091 |     d.args = {mtl::Arg::B(ye_), mtl::Arg::B(plan_), mtl::Arg::B(ysh_), mtl::Arg::B(sg_)", "old_think": "", "tool_calls": [{"id": "call_2874460", "type": "function", "function": {"name": "python", "arguments": {"code": "j_base = run(\"./build-metal/gdn_parity\", \"--ab\", \"/tmp/argon_r33_gdn/base_kernels/gdn.metal\", \"--bench\", cwd=\"/tmp/argon_r33_gdn/strata\")\nawait j_base\nprint(j_base.read())\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_a9522cf2_206848", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"cee4a488db134b4953c5c224c7a341c1\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `sol-r32-qsa-flash-barriers-and-unroll` (`codex/gpt-6.1-sol`), owning **Round 32 Track B: `qsa_flash` (`130.5 ms` in `kprof` across 12 QSA layers!) Barrier Reduction (`sp[4][HPG * QCH]`), Constant-Offset `ko[j]`, and Loop Unrolling** in `vendor/strata/metal/`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).** Do all work directly in your own session.\n- **DO NOT touch `:80", "prev_tool_output_snippet": "{\"cell_id\":\"a9522cf261a0f6dffd573a4b17e9c5f4/call_b049152f114e47b3bc5cc921f3fd6706\",\"status\":\"ok\",\"duration\":0.001,\"output\":\"final unchanged True\\nTrue\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "call_e077e4fb37cb4c5c9726714cf21885ac", "type": "function", "function": {"name": "python", "arguments": {"code": "print(files.read('vendor/strata/metal/tests/coop_probe.h',limit=100)); print(files.read('vendor/strata/metal/kernels/qsa_prompt.metal',start_line=1,end_line=20)); print(await files.find('qsa_flash|qsa_prompt','vendor/strata/docs/DETAILS.md',max_results=5))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_01a14bb0_203031", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "why does helix editor copy doesnt work over ssh how do we fix this", "prev_tool_output_snippet": "{\"cell_id\":\"01a14bb0-0e6e-73b6-8191-57f063b227c5/call_00_xn5AtHm8A8YUuj4Pd4Qa5033\",\"status\":\"ok\",\"duration\":13.44,\"output\":\"['hx --version', 'helix 25.07.1 (14d6bc0f)\\\\n']\\n{'TERM': 'xterm', 'TERM_PROGRAM': 'ghostty', 'WAYLAND_DISPLAY': None, 'DISPLAY': None, 'SSH_CONNECTION': None, 'TMUX': None}\\n**Short answer:** Put `clipboard-provider = \\\"termcode\\\"` in the `[editor]` section of your Helix config. Helix then sends OSC 52 escape codes, and your local terminal writes them to your local clipboard. Yanks work over SSH. Pasting from the system clipboard into Helix is the weak point, as explained below.\\n\\n```toml\\n# ~/.config/helix/config.toml\\n[editor]\\nclipboard-provider = \\\"termcode\\\"\\n```\\n\\nRestart Helix, or try `:set clipboard-provider termcode` at runtime. One PR refers to the value ", "old_think": "Good. helix 25.07.1 locally, ghostty terminal (no WAYLAND_DISPLAY/DISPLAY in this env — it's the agent kernel env, not her interactive session, so ignore).\n\nDoes 25.07.1 support `termcode`? The PR #10839 added \"term\"/\"termcode\"? Let me verify against the actual installed helix source/docs rather than trusting search. I can grep the helix binary or the runtime? Better: helix ships `runtime/queries`", "tool_calls": [{"id": "call_00_QDfcOIMdaiU8m2Y8wOPc5353", "type": "function", "function": {"name": "python", "arguments": {"code": "p = shutil.which(\"hx\")\nreal = os.path.realpath(p)\nprint(p, \"->\", real)\nj = run(\"rg\", \"-a\", \"-o\", \"termcode|osc52|OSC 52|clipboard-provider\", real)\nawait j\nprint(j.exit_code, sorted(set(j.read().splitlines()))[:40])\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_12953517_202074", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"4c5d965d23c81ecef81a198d5e2e3f55\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"message\">\nGreat catch! Note that in `window.cpp::gemv_tile` (lines 940-955), the production tiles for `T_Q2_0` / `T_Q2_0R` on M5 are `32_1_4_1` (`NR=1`) at `ntok=1`, `8_1_8_1` (`NR=1`) at `ntok>=2`, and `gemv_pair_42_42` (`LPR=32, SG=4, NR=1`)! Definitely test those production tiles and only gate in what wins on the actual M5 production tiles!\n</mail>", "prev_tool_output_snippet": "{\"cell_id\":\"1295351796f24c7f74df60f8e0262e25/call_a29514162ab94085aeea404a0cdada05\",\"status\":\"ok\",\"duration\":4.082,\"output\":\"[('Q8_0', -2.301254068954073, 0), ('Q2_0', -1.5487925769273603, 0), ('Q8_0', -1.8886162479771151, 0), ('Q2_0', -1.6630251556670417, 0), ('Q8_0', -2.129895874031029, 0), ('Q2_0', -1.6535036823316585, 0)]\\n\",\"value\":\"'/tmp/sol_r23_gemv/strata/metal/tests/gemv_parity.cpp (cpp)\\\\nimage 1: lines 75-120, 864x1335'\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "call_0498ae472b824c88b418abbd2ec4ca74", "type": "function", "function": {"name": "python", "arguments": {"code": "await mail.submit('parent','confirmation detail: prepared Q2 NR2 small production shape only -1.55/-1.66/-1.65% in 3×15 pairs; below my predeclared 2% meaningful threshold. leaning reject prepared Q2 and pair entirely rather than sell noise. Q2_0R nt1 -2.3..-4.1% is real. raw Q8 LPR16 NR1 nt2 2560→512 confirmed -2.30/-1.89/-2.13% (other nt2 tiles unchanged). full fuse_parity passed in 7.83s. 284 valid all-tile/tail parity checks so far, mutation test fails as expected. will retain only gates evidence supports.');"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_2713b692_197842", "msg_idx": 2, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<system-note origin=\"agents\">You have not answered your parent yet. Send your result with await mail.submit(\"parent\", result) before you finish.</system-note>", "prev_tool_output_snippet": "", "old_think": "", "tool_calls": [{"id": "toolu_013pLS9yacJrAVP9ShYU7yGE", "type": "function", "function": {"name": "python", "arguments": {"code": "print(await cells.info('2713b692835b61b749932739f47932ad/toolu_01PuvPMQWMbCXG4dVeBEPUBR')); print(output.read('2713b692835b61b749932739f47932ad/toolu_01PuvPMQWMbCXG4dVeBEPUBR'))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_1ebef671_196722", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"ff69816cbe37eba0a2867cdc2a12b76a\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"message\">\nApproved! You own `window.cpp` lines 2800–2890 (no other track is near those lines), so go ahead and include the non-chain `mtp_draft` return at lines 2875–2883 too!\n</mail>", "prev_tool_output_snippet": "{\"cell_id\":\"1ebef67156211251f9187b568eb754d6/call_b1c7de50e0904db083d935154e761292\",\"status\":\"ok\",\"duration\":0.167,\"output\":\"0\\n/tmp/sol_r13_specgate/strata/include/strata/spec/spec_gate.hpp:67:     int spec_gate_pick(int src, int max_k, const float* mtp_probs = nullptr,\\n/tmp/sol_r13_specgate/strata/include/strata/core/spec_prob.hpp:45: inline bool spec_gate_pick() {\\n\",\"value\":\"<coroutine object <module> at 0x1088ff6a0>\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "call_50ddd8f3752a46f797a23aa3287039a5", "type": "function", "function": {"name": "python", "arguments": {"code": "print(files.read('vendor/strata/include/strata/core/spec_prob.hpp',start_line=1,end_line=85)); print(await files.find('STRATA_SPEC_GATE','vendor/strata',glob='*.hpp',max_results=10)); print(await files.find('STRATA_SPEC_GATE','vendor/strata',glob='*.cpp',max_results=10))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_4e55c7dc_193171", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"e7ef93f2ecb458711cab813048f84fc1\" from=\"[scheduled heartbeat #2] Check all active optimization tracks, subagent mail/pr…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `argon-prefill-mm-plan-and-epi` (`opencode-go/gemini-4-argon-contributor`), owning **Round 4 Track C: Streamlining Prefill MoE Plan (`mm_clear + mm_hist + mm_scan`) & Epilogue Kernels (`swiglu_h` / `act_f16`)** in `vendor/strata/metal/`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).** Do all work directly in your own session.\n- **DO NOT touch `:8080`** or run full-model", "prev_tool_output_snippet": "{\"cell_id\":\"4e55c7dcc285a5dd3935b6fbd2201b60/call_2192433\",\"status\":\"ok\",\"duration\":1.795,\"output\":\"ninja: Entering directory `/tmp/argon_prefill_plan/build-metal'\\n[0/2] Re-checking globbed directories...\\n-- GLOB mismatch!\\nThe following files were added:\\n  +/tmp/argon_prefill_plan/metal/tests/plan_epi_bench.cpp\\n[1/2] Re-running CMake...\\n-- strata metal: METAL_CPP_DIR is not set: the device runtime and the engine are not built\\n-- Configuring done (0.1s)\\n-- Generating done (0.0s)\\n-- Build files have been written to: /tmp/argon_prefill_plan/build-metal\\n[0/4] Re-checking globbed directories...\\n[1/5] Building CXX object CMakeFiles/plan_epi_bench.dir/tests/plan_epi_bench.cpp.o\\n[2/5] Linking CXX executable plan_epi_bench\\n\\nmtl: compile failed (Apple M5, macOS Version 27.0 (Build 26A4", "old_think": "", "tool_calls": [{"id": "call_1996311", "type": "function", "function": {"name": "python", "arguments": {"code": "files.edit(\"/tmp/argon_prefill_plan/metal/kernels/plan_epi_probe.metal\",\n\"\"\"    auto mA = tA.slice(0, m0);\n    op.run(mA, tBg.slice(0, n0), tOg);\n    op.run(mA, tBu.slice(0, n0), tOu);\"\"\",\n\"\"\"    auto mA = tA.slice(0, m0);\n    auto mBg = tBg.slice(0, n0);\n    auto mBu = tBu.slice(0, n0);\n    op.run(mA, mBg, tOg);\n    op.run(mA, mBu, tOu);\"\"\")\njr = run(\"/tmp/argon_prefill_plan/build-metal/plan_epi_bench\")\nawait jr\nprint(jr.read())\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_1ace7c94_191044", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"a3fde470c5c6983ebadab2003f7902d1\" from=\"okay hmmmmm well lets see, can you setup a heartbeat for every 5 min (in case u…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `sol-async-stream-prefill` (`codex/gpt-6.1-sol`), owning **Track 3: Non-Deterministic Lock-Free Async `smap_` Publication + 2-Layer Cross-Layer Prefill/Decode Lookahead + Fast Warm Prefill** in `vendor/strata/metal/src/engine/{stream.cpp, stream.h, window.cpp}` and `vendor/strata/metal/kernels/{prompt.metal, moe_mm.metal}`.\n\n### 1. Rules\n- **DO NOT spawn any subagents (`agents.self.spawn`).*", "prev_tool_output_snippet": "{\"cell_id\":\"1ace7c941d5021bb2bd060820bc9a699/call_e59743a55d964a8e825257b08149e5fa\",\"status\":\"ok\",\"duration\":0.028,\"output\":\"/tmp/sol_async_stream/vendor/strata/metal/src/engine/window.cpp-2983-             p.Wr2 = F16((size_t) NEXP * N);\\n/tmp/sol_async_stream/vendor/strata/metal/src/engine/window.cpp:2984:             if (std::getenv(\\\"STRATA_METAL_PROMPT_PRED2\\\") && std::atoi(std::getenv(\\\"STRATA_METAL_PROMPT_PRED2\\\")) != 0)\\n/tmp/sol_async_stream/vendor/strata/metal/src/engine/window.cpp-2985-                 p.ids3 = AB(4 * MT * TOPK);\\n/tmp/sol_async_stream/vendor/strata/metal/src/engine/window.cpp-3053-         F32(MT * NEXP); AB(4 * MT * TOPK); F32(MT * TOPK); F16((size_t) NEXP * N);\\n/tmp/sol_async_stream/vendor/strata/metal/src/engine/window.cpp:3054:         if (std::getenv(\\\"ST", "old_think": "", "tool_calls": [{"id": "call_9de16244d2b94f28bb61ebce67cafc93", "type": "function", "function": {"name": "python", "arguments": {"code": "print(await files.find('run_graph_seg','vendor/strata/metal/src',context=2,max_results=12)); print(await files.find('void plan_body|miss =|smap\\[', 'vendor/strata/metal/kernels/moe.metal',context=1,max_results=10))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_6b374dbb_189790", "msg_idx": 2, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"916f356bc6651793ca726bb2ca1b5f98\" from=\"hmmm what else can we even do... what aveneues do we have to improve things... …\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `sol-spec-mtp-decode` (`codex/gpt-6.1-sol`), owning an arXiv research sweep + systems/math design for **MoCE-Aware Speculative Decoding (`SuffixDrafter` / Prompt-Lookup / MTP with $T > 1$ Verification) on SSD-Streamed MoE** (`vendor/strata/src/core/spec.hpp`, `vendor/strata/metal/src/strata_window_cli.cpp`, `vendor/strata/metal/src/engine/window.cpp`, `vendor/strata/metal/kernels/moe.metal`)", "prev_tool_output_snippet": "", "old_think": "", "tool_calls": [{"id": "call_5787da79238045449a51375fdb1df758", "type": "function", "function": {"name": "python", "arguments": {"code": "print((await skills.read('research')).content)\nprint((await skills.read('design-preflight')).content)\nprint(files.ls('.'))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_8db88585_189215", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"dea69e0f73aeb9886150224f5c214477\" from=\"idk why it even died, i still have opencode go usage... maybe spawn it again?\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nYou are `decode-opt-argon-2` (`opencode-go/gemini-4-argon-contributor`), continuing Track 2 (**M5 GPU Decode Speed Optimization for Unpruned K=512 IQ2_XS**).\n\nYour predecessor session (`d1ddabc8792972d3df581c0e3bbe8dc1`) already ran the M5 `expert_parity` and `gemv_parity` sweeps and created `/tmp/argon_decode_probes/argon_k512_decode_opt.diff`, `/tmp/argon_decode_probes/k512_sim.cpp`, and `/tmp/argon_", "prev_tool_output_snippet": "{\"cell_id\":\"8db885853a8a9cd6d463ca694b82d80f/call_2762095\",\"status\":\"ok\",\"duration\":32.211,\"output\":\"=== ple_key (1x): BF16 2560 x 10240 ===\\n   tile 32,1,4,1:   630.67 us    83.1 GB/s\\n   tile 32,2,4,1:   485.99 us   107.9 GB/s\\n   tile 16,1,4,1:   501.01 us   104.6 GB/s\\n   tile 16,2,4,1:   487.60 us   107.5 GB/s\\n   tile  8,1,4,1:   512.74 us   102.3 GB/s\\n   tile  8,2,4,1:   503.11 us   104.2 GB/s\\n   tile  4,2,4,1:   485.08 us   108.1 GB/s\\n   tile  4,1,4,1:   525.10 us    99.8 GB/s\\n   tile  8,1,8,1:   676.66 us    77.5 GB/s\\none                  BF16      2560   10240     1    485.08     108.1    52.43  4,2,4,1\\n=== ple_value (1x): BF16 2560 x 2560 ===\\n   tile 32,1,4,1:   162.32 us    80.7 GB/s\\n   tile 32,2,4,1:   155.49 us    84.3 GB/s\\n   tile 16,1,4,1:   160.65 us    81.6 GB/s\\", "old_think": "", "tool_calls": [{"id": "call_2117151", "type": "function", "function": {"name": "python", "arguments": {"code": "# Let's check exact counts of each tensor shape & type in K512-iq2_xs-metal.gguf!\nimport struct\n\nwith open(\"models/K512_iq2_xs/K512-iq2_xs-metal.gguf\", \"rb\") as f:\n    # Or let's see how predecessor parsed it in k512_logits.cpp or python\n    pass\n\n# Let's check if there is a helper or let's inspect gemv.metal instantiations!\ngemv_metal = files.read(\"vendor/strata/metal/kernels/gemv.metal\", start_line=680, end_line=900)\nprint(gemv_metal)\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_3b33408c_189024", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<system-note>background python cells finished with results unread: 3b33408c6f4f250465e779140d324166/toolu_01E1JVz922x1qDNPYVqAXhXn: status=ok, ran 746.279s. output.read(id) reads retained output; await cells.info(id) reads the final status. no user sent this message; use the results if needed, otherwise acknowledge briefly and stay idle.</system-note>", "prev_tool_output_snippet": "{\"cell_id\":\"3b33408c6f4f250465e779140d324166/toolu_01XfBUQGuSGKvwpQNLbPSJkD\",\"status\":\"ok\",\"duration\":0.975,\"output\":\"wnxwtqwprmtn rwwxvtswttpt knot-types: find a twice-declared syncer with a seen set\\n\\nSigned-off-by: dawn <dawn@tangled.org>\\nksmzmlquolxu knot-index: use or_default and plain ordering in the lease store\\n\\nSigned-off-by: dawn <dawn@tangled.org>\\nkklkoxmukrsp knot-cobs: share the owned-record lookup between rename, policy and spindle\\n\\nSigned-off-by: dawn <dawn@tangled.org>\\n\\n\",\"value\":\"{'id': '1ed940323a715c17c0d2e386476c236f', 'to': '01a13a38-d839-754f-b185-1678afcf7e17', 'name': 'i think we should do like a code quality and simplification review of everythin…', 'status': 'delivered'}\",\"truncated\":false}", "old_think": "I notice the Signed-off-by trailer showing up in descriptions, likely added automatically by jj config rather than something I intended—the brief said no signoff, so I should flag this as a minor note worth mentioning briefly.", "tool_calls": [{"id": "toolu_01QKjYYBmPpZmKvtViiEtXkg", "type": "function", "function": {"name": "python", "arguments": {"code": "await mail.submit(\"parent\",\"fyi: jj auto-appends a 'Signed-off-by: dawn' trailer to my 3 commit descriptions (a jj trailer config), despite the brief saying no signoff. harmless if you squash.\")"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_00ee13ab_186498", "msg_idx": 2, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"172226564f1396ab3fcdb4245e963def\" from=\"yea sonnets. also spawn a comment pass on the current stuff. btw idk but commen…\" session=\"01a13a38-d839-754f-b185-1678afcf7e17\" kind=\"task\">\nTASK:\ncomment pass on dawn's rust code (knot2). you only edit comments.\n\n1. read /tmp/privsync/cp3/STYLE.md, all of it, twice. especially \"terse, not literary\" and dawn's own words. quote to yourself: \"re-read the code under the comment and write what you find there. do not take the old comment and reword it\".\n2. your list: /tmp/privsync/cp3/lists/h2.txt. it names files (paths relative to /Users/dawn/proj", "prev_tool_output_snippet": "", "old_think": "I should first check the style guide and the list since I'm doing a comment pass as a child agent, so I'll read both files in parallel to stay efficient.", "tool_calls": [{"id": "toolu_013AFC72cj8uP5dokdnQJ5Av", "type": "function", "function": {"name": "python", "arguments": {"code": "import asyncio\nr = await parallel(\n    files.read(\"/tmp/privsync/cp3/STYLE.md\"),\n    files.read(\"/tmp/privsync/cp3/lists/h2.txt\"),\n    files.read(\"/tmp/privsync/cp3/check.py\", limit=60),\n)\nfor x in r: print(x if isinstance(x,str) else x.get('content', x)); print(\"-----\")"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_a6da58f6_185045", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"033f3778e866850e9af6782adcec026e\" from=\"what other kinds of opts can we do while they work :eye:\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"message\">\nYour previous turn hit a transient provider `OtherFinish('MALFORMED_RESPONSE')` before running any tool call. Please proceed with the zero-proxy Layer-47 (`blk.47.ffn_down_shexp.weight` + `cal_p3_1024.{R_post47,inj47,hh47,sgv47,yr47}` + `p4_ftpo_sft_1024.{R_post47,inj47,hh47,sgv47,yr47}`) re-run from the previous message and mail back when done!\n</mail>", "prev_tool_output_snippet": "{\"cell_id\":\"a6da58f6fcf36f8b6e5c8edbabdebd27/call_1397315\",\"status\":\"ok\",\"duration\":0.005,\"output\":\"ftpo_positions sample (first 5): [\\n  {\\n    \\\"phrase\\\": \\\"rather than\\\",\\n    \\\"tuple\\\": [\\n      1,\\n      61745,\\n      1056\\n    ],\\n    \\\"t_pos\\\": 11,\\n    \\\"rejected_id\\\": 1056,\\n    \\\"alt_ids\\\": [\\n      4370,\\n      1973,\\n      321,\\n      748\\n    ]\\n  },\\n  {\\n    \\\"phrase\\\": \\\"rather than\\\",\\n    \\\"tuple\\\": [\\n      1,\\n      70714,\\n      1056\\n    ],\\n    \\\"t_pos\\\": 15,\\n    \\\"rejected_id\\\": 1056,\\n    \\\"alt_ids\\\": [\\n      4370,\\n      1973,\\n      321,\\n      748\\n    ]\\n  },\\n  {\\n    \\\"phrase\\\": \\\"rather than\\\",\\n    \\\"tuple\\\": [\\n      198,\\n      61745,\\n      1056\\n    ],\\n    \\\"t_pos\\\": 19,\\n    \\\"rejected_id\\\": 1056,\\n    \\\"alt_ids\\\": [\\n      4370,\\n      1973,\\n     ", "old_think": "", "tool_calls": [{"id": "call_2295576", "type": "function", "function": {"name": "python", "arguments": {"code": "info_bg = await cells.info(\"a6da58f6fcf36f8b6e5c8edbabdebd27/call_2601028\")\nprint(\"Background cell status:\", info_bg)\nif info_bg[\"finished\"]:\n    print(output.read(\"a6da58f6fcf36f8b6e5c8edbabdebd27/call_2601028\"))\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_26e230e7_179299", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<system-note>background python cells finished with results unread: 26e230e7c58358081745b5ef40e4e6a7/toolu_01FttB4TD9WB3t8nBhsRCpSp: status=ok, ran 186.364s. output.read(id) reads retained output; await cells.info(id) reads the final status. no user sent this message; use the results if needed, otherwise acknowledge briefly and stay idle.</system-note>", "prev_tool_output_snippet": "{\"cell_id\":\"26e230e7c58358081745b5ef40e4e6a7/toolu_01FfkrSx1Wc6gmZzUWMp9RhL\",\"status\":\"ok\",\"duration\":1.875,\"output\":\"Working copy  (@) now at: xorxylkk 554b4c1c (no description set)\\nParent commit (@-)      : plyyrzst 1ed6582c dwn/priv-knot | knot2: read social data only through a read grant\\nAdded 0 files, modified 1 files, removed 0 files\\n\\nWorking copy  (@) now at: xorxylkk ef87d3b9 knot2: let a repo be registered as private\\nParent commit (@-)      : plyyrzst 1ed6582c dwn/priv-knot | knot2: read social data only through a read grant\\n\\nWorking copy  (@) now at: mvtxxqkt 31264b10 (empty) (no description set)\\nParent commit (@-)      : xorxylkk ef87d3b9 knot2: let a repo be registered as private\\n\\nWorking copy  (@) now at: mvtxxqkt bc8ed4b8 knot2: refuse private repos as fork and impo", "old_think": "", "tool_calls": [{"id": "toolu_01LrMLzKKxLTgBQqAPK83MKR", "type": "function", "function": {"name": "python", "arguments": {"code": "await mail.submit('parent','''m2-vis done. commits (on dwn/priv-knot 1ed6582c):\n- ef87d3b9 knot2: let a repo be registered as private. Visibility in knot-types (exported), `#[serde(default)] visibility` on Registration + RepoRecord + RegistrationField::Visibility (re-registering with a different visibility is AlreadyRegistered like policy). no change type to flip it. knot-index: RecordSlot carries visibility, Index::visibility_of (Warming->Warming, None=not hosted) and public_repos (hosted_repos order). createRepo.json + CreateInput gain `private` (default false) -> Registration at the register call (CreateInput is hand-written, no rust codegen). all other Registration literals (~20 across crates/tests/migrate emit/bench) got `visibility: Visibility::default()`.\n- bc8ed4b8 knot2: refuse private repos as fork and import sources. single choke point: forks.rs resolve_local now checks index.visibility_of and returns repo_not_found (Warming->warming) for Private. every local-source path funnels through it: ForkSource::resolve (create + imports retry_failed), run_one's resolve_upstream (worker, closes #109), resolve_origin (forkSync stored origin). so imports.rs needed no edit. a private repo forked from a PUBLIC source is allowed (tested).\ndesign choices: refusal is in resolve_local not stage/retry_failed; upsert_record in projections now takes a RecordSlot (avoids clippy too_many_arguments); migrate emit.rs edit is uncompiled (knot-migrate doesn't build on mac).\ntests: new: cobs legacy registration (no field) -> Public + private sticks/conflicts; index a_private_repo_is_hosted_but_not_public; xrpc create_marks_a_repo_private_only_when_asked, forking_a_private_source_is_not_found_like_a_missing_one, a_private_repo_can_fork_a_public_source. results (real): knot-types 67 passed; knot-cobs 41/3/2/9/3 passed; knot-index 1/11/1/51/4 passed; knot-acl 16 passed; knot-xrpc lib 144 passed + integration 9,5,1,11,1,5 passed, only lfs_soak fails (linux-only, known). check --all-targets clean for types,cobs,index,xrpc,acl,sim,keyfill,ssh,bench. clippy -D warnings: only the 2 known xrpc errors. check-no-raw-repo-open lint (run via its bash body, just isn't in the shell): ok. not done: lexicon codegen go/ts, wiring can_read.''')"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_765bf2ac_178453", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"d5eff06e1c21228fb92c5caf9be83b72\" from=\") and on the 1,024-token prompt (call_730289) hit rate jumped to 93.10% (33.1 m…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nRead-only design review & audit of Phase 3 local healing + prompt-diversity falsifier:\n1. Read `scripts/heal_k256_q2_0.cpp`, `scripts/run_phase3_local_healing.py`, `scripts/patch_strata_metal.py` (especially the `smap_` read-ahead change in `patch_stream` and `dump_moe_layer` in `patch_window`), and `results/phase3_local_healing_validation.json`.\n2. Dawn raised a key concern: we have been testing sp", "prev_tool_output_snippet": "{\"cell_id\":\"765bf2ac8173d6734fe865582a6ec179/toolu_01DUnHQGN4fZzDRViZ2XsUAw\",\"status\":\"ok\",\"duration\":0.315,\"output\":\"/Users/dawn/.cache/huggingface/hub/models--Qwen--Qwen3.8-Flash-Next/snapshots/de4b8e4d43b917e7706784d8bb445c9af86a3540/tokenizer.json\\n\\nAGENTS.md\\nAUTHORS\\nCLAUDE.md\\nCMakeLists.txt\\nCMakePresets.json\\nCODEOWNERS\\nCONTRIBUTING.md\\nLICENSE\\nMakefile\\nREADME.md\\nSECURITY.md\\napp/\\nbenches/\\nbuild-metal/\\nbuild-xcframework.sh\\nci/\\ncmake/\\ncommon/\\nconversion/\\nconvert_hf_to_gguf.py\\nconvert_hf_to_gguf_update.py\\nconvert_llama_ggml_to_gguf.py\\nconvert_lora_to_gguf.py\\ndocs/\\nexamples/\\nflake.nix\\nggml/\\ngguf-py/\\ngrammars/\\ninclude/\\nlicenses/\\nmedia/\\nmodels/\\nmypy.ini\\npocs/\\npyproject.toml\\npyrightconfig.json\\nrequirements/\\nrequirements.txt\\nscripts/\\nskills/\\nsrc/\\ntests", "old_think": "", "tool_calls": [{"id": "toolu_01Ufr2sScLUZfdhrb5dkSeUN", "type": "function", "function": {"name": "python", "arguments": {"code": "j=run(\"ls\",\"vendor/llama.cpp/build-metal/bin\"); await j; print(j.tail(n=3000))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_e62dc9ff_177210", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"dde7be99d66f68fdec83cee824b75a9b\" from=\"yeah but 4 tok sec isnt usable -- why not instead optimize strata?\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nRead-only final verification of the 5 documentation fixes from `audits/opus_audit_phase0_2_m5_v4.md` §'what to fix' in `PLAN.md` (§2.7.A #29–#30 and §7.1 item 5):\n1. Verify that the 8 unarchived 'cool in v3' values (`7.27/137.56`, `105.12`, `73.94`, `13.63/73.37`, `13.22/75.62`) are gone from `PLAN.md`, and only the `v3` numbers actually present in `audits/opus_audit_phase0_2_m5_v3.md` remain.\n2. Verify that `17.", "prev_tool_output_snippet": "{\"cell_id\":\"e62dc9ffbd55afdb24c1759f6ef6bb11/toolu_01XipvUkS9Drm3bEJJ4AX1Wp\",\"status\":\"ok\",\"duration\":0.185,\"output\":\"results results/reap_saliency_v2.json\\nresults/banned_llm_isms.json\\n\\naudits \\nscripts \\nbench \\ndata/m5_val_prompts \\n\",\"value\":\"<coroutine object <module> at 0x10a7fa8a0>\",\"truncated\":false}", "old_think": "These numbers don't seem related to the saliency floats, so 175.4 MiB, 204.78, and 158.13 remain unexplained. I'm wondering if 175.4 appeared in an earlier parent session run without the -nr flag, so I should search the parent session messages for \"175.4\" and \"204.78\" to figure out their origin.", "tool_calls": [{"id": "toolu_01TwVYHaQAhGcUCnNuuaKNoY", "type": "function", "function": {"name": "python", "arguments": {"code": "p=await agents.get(\"parent\")\nfor pat in [\"175.4 MiB\",\"204.78\",\"158.13\"]:\n    try:\n        r=await p.search_messages(pat); print(pat, str(r)[:1500])\n    except Exception as e: print(pat,e)"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_4790b10a_175331", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"efbe6eb5c53b1184e5afcea68fdcbc7c\" from=\"tho im also worried that if we tune out stuff like 'do you want' itll just be t…\" session=\"01a13b1a-33da-751e-98e8-0a6169ebba1b\" kind=\"task\">\nTASK:\nRead-only audit of:\n1. All 6 fixes from `audits/opus_audit_slop_miner_v4.md` §4 (`mine_llm_isms_from_transcripts.py`, `results/banned_llm_isms.json`, `PLAN.md` §2.4, §2.6, §2.7.A #26-#27, §5.2).\n2. `scripts/prepare_phase3_sft_data.py` + `results/phase3_speech_act_surgery_report.json` + `data/phase3_sft_seed_examples.jsonl` (sentence-level speech-act surgery vs Phase 4 lexical FTPO split, R-Tuning ab", "prev_tool_output_snippet": "{\"cell_id\":\"4790b10a44a30f0ad0f2b115b62a6aaf/toolu_01Sc5h3ZeFN26UoAjtujEZ5q\",\"status\":\"ok\",\"duration\":0.117,\"output\":\"python3 -B mine_llm_isms_from_transcripts.py --self-test 0 mine_llm_isms_from_transcripts.py self-test: PASS\\n\\npython3 -B scripts/prepare_phase3_sft_data.py --self-test 0 scripts/prepare_phase3_sft_data.py self-test: PASS\\n\\npython3 -B scripts/phase3_lora_and_transplant.py --self-test 0 scripts/phase3_lora_and_transplant.py self-test: PASS\\n\\n<class 'albedo_plugins.run.Job'>\\n M mine_llm_isms_from_transcripts.py\\n?? PLAN.md\\n?? audits/\\n?? bench/\\n?? blueprint_review.md\\n?? data/\\n?? results/\\n?? scripts/\\n\\n647e391 init\\n\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "I accidentally ran an extra command piping git status through head—harmless since it's read-only. I'll check the __pycache__ state afterward.", "tool_calls": [{"id": "toolu_01B2UUkpXZrMRp4NdP45mhKd", "type": "function", "function": {"name": "python", "arguments": {"code": "r=await files.paths(\"__pycache__\"); print(r)\nr=await files.find(r\"GGML_TYPE_Q2_0|Q2_0|dequantize_row_q2_0\", \".\", glob=\"*.{c,h,py,md,cpp}\", max_results=40); print(r)"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_01a13a38_171492", "msg_idx": 2, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "yeah but like spaces have getDelegationToken i think thats supposed to solve it...? or i guess it doesnt in case of client side oauth???? did they not think about this???? confusing..", "prev_tool_output_snippet": "", "old_think": "getDelegationToken is minted by the user's PDS and requested using an OAuth access token, so whoever holds that token matters — the spec's diagram implies a backend app holding it, but with a browser-based public client the browser itself holds the token and could call getDelegationToken, then pass the result to the server to exchange for a credential.\n\nThat exchange requires key binding: getSpace", "tool_calls": [{"id": "toolu_01GFX8CywGxgcA8DATE1D7wM", "type": "function", "function": {"name": "python", "arguments": {"code": "rs = await parallel(web_search(\"atproto spaces permissioned data getDelegationToken public client browser oauth background sync\"), web_search(\"discourse.atprotocol.community permissioned data proposal discussion public client delegation token\"))\nfor x in rs: print(x)"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_01a1361b_168367", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<system-note>background python cells finished with results unread: 01a1361b-9882-75c6-9b36-cb00510bfc27/call_89673: status=ok, ran 74.776s. output.read(id) reads retained output; await cells.info(id) reads the final status. no user sent this message; use the results if needed, otherwise acknowledge briefly and stay idle.</system-note>", "prev_tool_output_snippet": "{\"cell_id\":\"01a1361b-9882-75c6-9b36-cb00510bfc27/call_100778\",\"status\":\"ok\",\"duration\":0.2,\"output\":\"compile exit: 0 output: \\n\",\"value\":\"'carry_horizon.c (c)\\\\nimage 1: lines 40-105, 864x1542\\\\nimage 2: lines 106-170, 864x1519'\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "call_71375", "type": "function", "function": {"name": "python", "arguments": {"code": "await view_code(\"carry_horizon.c\", start_line=171, end_line=435)\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_36074461_161791", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"0c2cc6c892fce3b77515022186cfc46f\" from=\"yayyyyy awesome thank you. i think we should just add more services so it becom…\" session=\"01a13089-4d53-78af-97dc-f22853b516c0\" kind=\"message\">\nyour last turn hit a sign-in error from the provider, nothing to do with the task. please carry on with your assignment from where you were. report with mail.submit('parent', ...) when done.\n</mail>", "prev_tool_output_snippet": "{\"cell_id\":\"36074461a1fe7e158a5da0a8c2618ee2/call_226903\",\"status\":\"ok\",\"duration\":0.001,\"output\":\"cell info: {'id': '36074461a1fe7e158a5da0a8c2618ee2/call_119414', 'started': True, 'parent': None, 'finished': False, 'status': 'started', 'duration': None}\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "I'm thinking through how to approach this.", "tool_calls": [{"id": "call_124688", "type": "function", "function": {"name": "python", "arguments": {"code": "await agents.progress(\"trial running for pocket and bobbin, compiling rust crates with shared target dir\")\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_5db68ef4_126404", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"dc50140f614ef7455457457d77c32c01\" from=\") ‚Ä¢ This changes the shared hop shape, and the stream and cob-ref hops will w…\" session=\"01a1175f-2e98-7382-8cb3-b2c678df6c78\" kind=\"message\">\ndawn's decision on your draft (read carefully, it changes the shape):\n\n1. SPECS DO NOT CHANGE. no new `.knotGit` / `knotVersions` / stream names in any spec or in `through(...)`. specs keep writing `.trace(x, through(knot, hydrant, bobbin))` exactly as today (the ~60 sites and shared.ts stay byte identical, except what is strictly needed). the trace already says which record and which services, so the ", "prev_tool_output_snippet": "{\"cell_id\":\"5db68ef4ff05b5766052e116f469d8a4/toolu_01Pc6fDTgi85x3kETbfN3kMM\",\"status\":\"ok\",\"duration\":0.001,\"output\":\"org.tangled.\\\");\\n--- a/e2e/harness/flow.ts\\n+++ b/e2e/harness/flow.ts\\n@@ -5,6 +5,7 @@\\n import type { Reply } from \\\"./net\\\";\\n import { Run, openPull, openTicket, pushFiles, traceNewRepo, waitForMirror } from \\\"./run\\\";\\n import { bobbin, hydrant, knot, settle, type Hop } from \\\"./services\\\";\\n+import { watcher } from \\\"./stream\\\";\\n import type { Held } from \\\"./tabs\\\";\\n import {\\n \\treplacing,\\n@@ -180,8 +181,9 @@\\n \\t\\tconst route = hops.map((hop) => hop.name).join(\\\", \\\");\\n \\t\\treturn this.add(`trace ${slot.nsid} through ${route}`, async (run) => {\\n \\t\\t\\tconst held = await run.hold(slot);\\n+\\t\\t\\tconst since = watcher.mark();\\n \\t\\t\\tconst written = await run.rel", "old_think": "", "tool_calls": [{"id": "toolu_019aW7hRF3C3GhtmgnXSZspL", "type": "function", "function": {"name": "python", "arguments": {"code": "\nsummary = \"\"\"hydrantStream draft v2 done (dawn's shape: no spec/through changes). report: /tmp/e2e-checks/hydrantStream/report.md, patch: draft.diff (git apply --check ok), files: draft/harness/{stream.ts new, services.ts, flow.ts, run.ts}. tsc + prettier clean on the copy.\n\n- `hydrant` hop = db + stream, run in parallel, failures labelled on the same line (`db: …` / `stream: …`). the stream half only runs for org.tangled.* uris, which is everything hydrant's filter lets through. `allOf` in services.ts is a labelled parallel helper the knot hops can reuse.\n- stream.ts has one watcher per worker (an auto worker fixture in flow.ts): GET /stats, then wss://hydrant.tngl.boltless.dev/stream?cursor=count-1000. upgrades through caddy work. frames are buffered by uri (50k cap). a drop reconnects at cursor=last+1, so hydrant replays every missed record frame. flow.trace and traceNewRepo take watcher.mark() between hold and release and pass it to settle as `since`. that's needed: live data shows a ticket going back to an earlier cid.\n- checks: create needs a create frame. put/settled needs create or update, but a live create over a version that was never deleted fails. delete needs the newest frame to be a delete. in every case the newest frame for the uri must be this cid. a pass always needs a real frame, so a drop can't produce a false green, and the error says how long the watcher has been disconnected.\n- repo deletes: hydrant's patch-branch source (shard.rs handle_account) returns before broadcasting the account frame on Deleted. only 6 ephemeral ids exist out of 126k. `accountClosed(did)` is in optional-repo-account.diff, and it stays red until hydrant is fixed.\n- perf: the stream check makes 0 requests per trace, wakes on the frame (no polling) and resolves in 0-1 ms. per worker it costs 1 /stats call plus one ws (~40 ms). on 72 live frames hydrant's db already had the record every time (getRecord p50 1.6 ms), so the stream half adds ~0 wall time. proposed, not applied: a backoff in until() (25→200 ms instead of a flat 200 ms), and running openPull's and Run.own's sequential waits in parallel.\n- not verified: a harness write end to end (not allowed), a server-side drop, and whether the image is exactly 8223c9b.\"\"\"\nawait mail.submit(\"parent\", summary)\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_42ba6cd9_125926", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"3fa888a4e19bb52374fdd8aef14bb410\" from=\"i restarted the harness so can you check if the opus agent is still working\" session=\"01a1175f-2e98-7382-8cb3-b2c678df6c78\" kind=\"message\">\nthe harness restarted and your turn was cut off. your files so far (e2e/harness/report/{Report.svelte,data.ts,render.ts,write.ts}, /tmp/e2e-report/feasibility.md) are still in the working copy. please carry on from where you stopped, same brief, and mail me when report.md is written.\n</mail>", "prev_tool_output_snippet": "{\"cell_id\":\"42ba6cd9b6825b76f4073b043e3bbdb1/toolu_01V5fnbT7B2h7i5jsNWhkVmv\",\"status\":\"ok\",\"duration\":0.575,\"output\":\"0 0.568399207899347 \\n477898\\n\",\"value\":\"\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "toolu_01KyBJu4MMJKHpAX4RkYmsDj", "type": "function", "function": {"name": "python", "arguments": {"code": "h=open(\"/tmp/e2e-report/sample.html\").read()\nprint(len(h), h.count(\"data:font\"), \"http\" in h.replace(\"http://www.w3.org\",\"\"))\nimport re\nprint(re.findall(r'https?://[^\\s\"\\')]+', h)[:10])\nb = await browser.spawn()\npage = await b.new_page()\nawait page.goto(\"file:///tmp/e2e-report/sample.html\")\nshot = await page.screenshot()\nopen(\"/tmp/e2e-report/sample.png\",\"wb\").write(shot if isinstance(shot,bytes) else base64.b64decode(shot))\nshow_image(\"/tmp/e2e-report/sample.png\")"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_e4f3f0fd_125228", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<system-note>background python cells finished with results unread: e4f3f0fde8d13882945d5d0320cc73c9/toolu_013nWjEpJ4UbeFRKsdnUUJF7: status=ok, ran 240.003s. output.read(id) reads retained output; await cells.info(id) reads the final status. no user sent this message; use the results if needed, otherwise acknowledge briefly and stay idle.</system-note>", "prev_tool_output_snippet": "{\"cell_id\":\"e4f3f0fde8d13882945d5d0320cc73c9/toolu_0187FrwYQ3k2Mo1zr4hM5iak\",\"status\":\"ok\",\"duration\":0.001,\"output\":\"\",\"value\":\"7144\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "toolu_013F9WCUZT4Ug7PU7M9ZHpz4", "type": "function", "function": {"name": "python", "arguments": {"code": "await mail.submit(\"parent\", \"\"\"reduce-atcute done. nothing committed. report: /tmp/e2e-reduce/atcute-report.md, recon: /tmp/e2e-reduce/atcute-recon.md\n\nwhat i swapped in (-23 ts lines total, +1 dep):\n- partsOf is now @atcute/lexicons' parseCanonicalResourceUri, re-exported under the same name so no caller changed (net.ts -4, strings.spec -1 by using rkeyOf). for this to work i had to change tsconfig paths to have no file extension, because playwright applies those paths at runtime too and was loading the .d.ts.\n- signin.ts: the hand-rolled dpop jwt, the nonce retry loop, pkce and the jwk export are now @atcute/oauth-crypto 1.0.1 (generateDpopKey, generatePkce, createDpopFetch), the same calls and version web's browser client uses (-18). it goes through node's global fetch with our undici dispatcher, because undici's own fetch can't read the Request atcute builds.\n\nwhat i refused, with evidence:\n- request/get/xrpc vs @atcute/client: Client drops any error body that isn't a strict xrpc payload. the live hydrant answers 404 {\"error\":\"RecordNotFound\",\"message\":null}, which Client turns into UnknownXRPCError, and the knot answers unknown methods with an empty 404. it also counts 201 as a failure and throws on a non-json 200.\n- retry429 vs retryFetchHandler: it resends the same single-use knot service token.\n- password-session: it changes the login error text that alreadyGone matches.\n- oauth-node-client: needs plc/identity resolution wired up and stores a different session shape.\n- tid, multibase, cbor, identity: nothing in e2e for them to replace.\n\nchecks: tsc, prettier and the 226 --list titles are clean after every step. targeted -g runs: 10/10 and 11-12/12 passed, twice each. full suite with both changes: 144 passed, 82 red = the 81 in expected-red.txt plus F-57 (pocket retry), and every red flow fails on the same step as /tmp/e2e-speed/refac2.txt. after that run i only inlined code and switched to the re-export, which the targeted runs cover.\n\nfor dawn: keep the partsOf alias or use the real name everywhere (about +10 lines)? also, git.spec.ts:293 has a second copy of the undici Agent, which i left for reduce-general.\"\"\")"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_8ac24c96_123234", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"ebefb10825a6209caa6a395691db4475\" from=\"okay can u do a gemini 3.8 high pass over the stack? spawn as many as needed an…\" session=\"01a1175f-2e98-7382-8cb3-b2c678df6c78\" kind=\"task\">\nTASK:\nYou are rewriting and trimming code comments in dawn's voice. Code must not change at all.\nWHERE: /Users/dawn/proj/tangled-scratch (a jj workspace, most of it is the e2e/ typescript harness, plus a little rust, js, nix, toml and compose yaml).\nREAD FIRST: /tmp/comment-pass6/STYLE.md (the voice and the rules). Follow it exactly.\nYOUR LIST: /tmp/comment-pass6/lists/p7.txt. It has file paths and, for e", "prev_tool_output_snippet": "{\"cell_id\":\"8ac24c960fc16acedb8b846685eab8df/call_142039\",\"status\":\"ok\",\"duration\":0.001,\"output\":\"e2e/flow.ts: left 9, rewritten 0, deleted 1\\ne2e/common.ts: left 7, rewritten 0, deleted 2\\ne2e/targets.ts: left 8, rewritten 0, deleted 1\\ne2e/services.ts: left 7, rewritten 0, deleted 0\\ne2e/ctx.ts: left 4, rewritten 0, deleted 0\\ne2e/hold.ts: left 3, rewritten 0, deleted 0\\ne2e/tabs.ts: left 3, rewritten 0, deleted 1\\ne2e/api.ts: left 4, rewritten 0, deleted 0\\ne2e/git.ts: left 4, rewritten 0, deleted 0\\ne2e/browser.global.ts: left 1, rewritten 0, deleted 0\\ne2e/keys.ts: left 2, rewritten 0, deleted 0\\ne2e/pullflows.ts: left 2, rewritten 0, deleted 0\\ne2e/steps.ts: left 1, rewritten 0, deleted 0\\ne2e/config.ts: left 2, rewritten 0, deleted 0\\ne2e/flowrun.ts: left 2, rewritten 0, deleted 0\\", "old_think": "The comment in `e2e/hold.ts` at line 118 highlights a critical timing dependency: parked writes require a \"quiet\" page state for correct operation. Although the implementation uses a simple `parked.some` call, the comment emphasizes the necessary temporal ordering for the logic to function as intended. Other comments were removed as they did not introduce new facts or constraints.", "tool_calls": [{"id": "call_128664", "type": "function", "function": {"name": "python", "arguments": {"code": "p6_list = files.read(\"/tmp/comment-pass6/lists/p6.txt\")\n# Count entries per file in p6_list\ncurr = None\ncounts = {}\nfor line in p6_list.splitlines():\n    if line.startswith(\"## \"):\n        curr = line[3:].strip()\n        counts[curr] = 0\n    elif re.match(r\"^\\d+:\", line):\n        counts[curr] += 1\nprint(counts)\n"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_ce2464c1_120099", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<system-note>background python cells finished with results unread: ce2464c1714db9001b6254b3c2904a99/toolu_01NLY5JcgfaxwfHtbmf2AuC5: status=ok, ran 2224.902s. output.read(id) reads retained output; await cells.info(id) reads the final status. no user sent this message; use the results if needed, otherwise acknowledge briefly and stay idle.</system-note>", "prev_tool_output_snippet": "{\"cell_id\":\"ce2464c1714db9001b6254b3c2904a99/toolu_017FRK9MtjuyEZ4h8snk8p2g\",\"status\":\"ok\",\"duration\":0.003,\"output\":\"\",\"value\":\"\",\"truncated\":false}", "old_think": "", "tool_calls": [{"id": "toolu_01L2gJRrZLZuhcXdrb5HhAMm", "type": "function", "function": {"name": "python", "arguments": {"code": "summary = \"\"\"done, full report at /tmp/e2e-speed/report.md (log.md has the source numbers, raw json + step jsonl in /tmp/e2e-speed). changes are uncommitted in e2e/: chores.ts (ENOENT skip, from the first agent), playwright.config.ts (trace screenshots off + a one line comment), findings.md (new rows H-51, H-52, and prettier realigned the table). no spec edits, still 222 listed, tsc and prettier clean.\n\n- where the time goes (control, 3591 worker s at 6 workers, 96% busy): first login+open 43%, red flows' failing steps 16%, teardown 6%, everything else small. the host is cpu bound on plc, avatar and pds (web isn't the hot one).\n- measured: screenshots off makes runs about 13% faster. fin1/2/3 took 524/534/557 s against controls of 626 s right before and 608 s right after (worker time -12%). runs also crept slower one after another in this session, so i only compared against neighbours.\n- three final runs: fin2 and fin3 failed exactly expected 77 + F-57. fin1 also failed 'a pushed repo shows its files' and 'a repo nobody pushed to says it is empty'. both pass 5/5 alone, and the cause is in gitmirror's log: it answers 404 RepoNotFound before it has synced a fresh repo, and web shows that as \"knot needs an upgrade\" (H-51, i.e. H-31 seen from the repo page). caveat: that race failed in 4 of 8 runs with lighter traces and 0 of 7 with screenshots on. the screencast was hiding it. your call: keep the line and add .mirrored() / fix web, or revert one config line.\n- reverted: a cdp Fetch based hold that keeps chromium's http cache on. it worked (chunks served from cache) but measured no faster in two pairs (+10% / -9%). kept in /tmp/e2e-speed/cdp-hold.ts.\n- product side: avatar answered 500/502 to all ~4400 avatar requests in 82 traces and nothing caches the misses, so it and plc burn the stack's cpu. gitmirror keeps retrying repos the teardown deleted. login can only get cheaper if we change what's tested.\"\"\"\nawait mail.submit(\"parent\", summary)"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_be6f14a3_119519", "msg_idx": 4, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"51515240ec5d18036a3d0a0c9aa8321b\" from=\"also run gemini 3.8 flash agents again and do a comment rewrite / cut pass over…\" session=\"01a1175f-2e98-7382-8cb3-b2c678df6c78\" kind=\"message\">\ngo. agreed on the pocket flow: 'a new account's first preferences save is taken without a retry' is a coin flip by design (F-57), so allow it either way and report it by name each run. everything else must match by name. good catch stopping on the diff. note the baseline went from 18.4 to 13.7 min with nothing changed, so measure every change against runs from the same session and not against the old n", "prev_tool_output_snippet": "{\"cell_id\":\"be6f14a3b0a33189dbb63e0b16164005/toolu_01Bif23AZWSA5HmMrwvzists\",\"status\":\"ok\",\"duration\":0.06,\"output\":\"/Users/dawn/proj/tangled-scratch/e2e/node_modules/.pnpm/playwright-core@1.63.0/node_modules/playwright-core/lib/coreBundle.js:36113:         const cachePromise = info.session.send(\\\"Network.setCacheDisabled\\\", { cacheDisabled: enabled });\\n/Users/dawn/proj/tangled-scratch/e2e/node_modules/.pnpm/playwright-core@1.63.0/node_modules/playwright-core/lib/coreBundle.js:36140:           await info.session.send(\\\"Network.setCacheDisabled\\\", { cacheDisabled: true });\\n/Users/dawn/proj/tangled-scratch/e2e/node_modules/.pnpm/playwright-core@1.63.0/node_modules/playwright-core/lib/coreBundle.js:36142:             await info.session.send(\\\"Network.setCacheDisabled\\\", { cacheDisabled: fal", "old_think": "", "tool_calls": [{"id": "toolu_01RgJTAvLEPvQx4tjqBVLjRL", "type": "function", "function": {"name": "python", "arguments": {"code": "print(files.read(PC+\"/coreBundle.js\",start_line=36095,end_line=36150))"}}}], "old_reply": null}
{"window_id": "b1_local_albedo_68d45a10_118612", "msg_idx": 2, "bucket": "albedo_tool_mastery", "harness": "albedo", "needs_think_rewrite": true, "needs_reply_rewrite": false, "user_prompt_snippet": "<mail id=\"567bb6aa650e8a5b82160588c4690ccd\" from=\"also run gemini 3.8 flash agents again and do a comment rewrite / cut pass over…\" session=\"01a1175f-2e98-7382-8cb3-b2c678df6c78\" kind=\"task\">\nTASK:\nYou are rewriting and trimming code comments in a typescript test harness (e2e/ in /Users/dawn/proj/tangled-scratch), in dawn's comment voice. Code must not change at all.\n\nREAD FIRST: /tmp/comment-pass5/STYLE.md (the voice, and a section about this harness). Follow it exactly.\n\nYOUR LIST: /tmp/comment-pass5/lists/social.txt. It has the file paths and, for each, the comment lines (line number: text)", "prev_tool_output_snippet": "", "old_think": "", "tool_calls": [{"id": "call_823616", "type": "function", "function": {"name": "python", "arguments": {"code": "style = files.read(\"/tmp/comment-pass5/STYLE.md\")\nsocial_list = files.read(\"/tmp/comment-pass5/lists/social.txt\")\nprint(\"STYLE:\")\nprint(style)\nprint(\"\\n--- SOCIAL LIST ---\")\nprint(social_list)\n"}}}], "old_reply": null}