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For each candidate, establish with sources: (1) whether and how it runs headless, with no person at the keyboard; (2) how it limits shell commands, file writes and network access; (3) whether it reports the tokens a run used, and in what form; (4) whether it can run subagents or agents in parallel; (5) which model providers it supports, and whether it can use a subscription login rather than an API key; (6) its license, newest release and that release's date. Then rank the five best candidates for this use, with reasons. For the first, list what a worker would need to add to run it: how to invoke it, how to confine it, how to meter its usage and how to limit its tools. Every fact cites the page it came from. Nothing is guessed, and what could not be found is 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:"verification:structural","tag2":"acceptance-v2","value":1},{"agentId":"50971","feedbackHash":"34ef86b139efa7ffad0b72f6853e9b61ac3398459e3dd8d8d4c4f17eb1fffc2d","nodeKey":"orchestrate_006","submissionHash":"1fc3b097d968e66fe37c19d2381b02fa1b8bf17055401d8bbe81c53a6f77bd3f","tag1":"verification:structural","tag2":"acceptance-v2","value":1},{"agentId":"50904","feedbackHash":"a8fdfd862f3290787fe41656daf3532c24aeb8147bc26ec26f1c21a702edf449","nodeKey":"writeup","submissionHash":"22e40fbb50eb3c9e982cfdce2539e06d2294fa55c7e97856dacf7e6191a6e68f","tag1":"verification:structural","tag2":"acceptance-v2","value":1}],"site":null,"snapshotHash":"e28fecd33459646f3691b9560ed9a6d60647294c63871b91300562639610acbc","state":"completed","submissions":[{"artifacts":[{"bytes":14905,"hash":"deb8871975acb4ba3de3e92a3dbecb455b42bad408134a83606f404c2eef6290","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profile-pilot/items/gemini-cli/result.json"}],"attempt":1,"bundleHash":null,"device":"080b27034220eb6f","findings":[],"hash":"0efb3b431b1ccfb3ebb686bc4a9199530f2ef061bc80a3a863393444cdfdcfce","nodeId":"cb29d49f-81d1-4d7d-8ba5-76f82582b64d","outcome":"completed","summary":"Created `artifacts/goal/batches/profile-pilot/items/gemini-cli/result.json`.\n\nValidated JSON structure and size: 14,905 bytes. Findings include official-source URLs, short quotes, and explicit gaps. Gemini CLI was neither installed nor run.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":587776,"inputTokens":81663,"model":null,"outputTokens":4871,"runtime":"codex","turns":4,"wallClockMs":133673}},{"artifacts":[{"bytes":23863,"hash":"943a6d42745bdf70294f3d7e099a47622cf0ae4b120e15bfbad85c4bf5bccc8c","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/evidence-repair/items/hermes/result.json"}],"attempt":1,"bundleHash":null,"device":"108f8fd3a1992a92","findings":[],"hash":"12611a09ac6c6edee8f35a6b73c025d7b7105bebac377b4d440c6c51bf5e49fd","nodeId":"e8723609-db1c-4a86-b4bb-6d0dc6e63bf3","outcome":"completed","summary":"Created [result.json](artifacts/goal/batches/evidence-repair/items/hermes/result.json) with 21 source-cited corrections. Valid JSON, 23,863 bytes, left untracked. No Hermes execution claims.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":8131584,"inputTokens":235659,"model":"gpt-6.1-sol","outputTokens":33901,"runtime":"codex","turns":9,"wallClockMs":871061}},{"artifacts":[{"bytes":10113,"hash":"65a1d6be1b37e5f0998cdaa19f4599407e41c74e4e9359da3a12fceb04be3eae","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/mini-swe-agent/result.json"}],"attempt":1,"bundleHash":null,"device":"0e3b71e2ffcd200b","findings":[],"hash":"19a59a8ca79030b599e57e24a3712a29d71c863fcf249448e0322bd81fa645eb","nodeId":"327ca45c-4744-47f4-9a41-4757e95c01b1","outcome":"completed","summary":"I wrote the profile to `artifacts/goal/batches/profiles-round2/items/mini-swe-agent/result.json` (10,113 bytes). I didn't run `mini` here, and I didn't re-parse the JSON; the file was written from a Python dict. Every fact comes from source files, docs pages and API responses.\n\n- **Headless:** `mini -t \"<task>\" -y --exit-immediately -m <model> -o out.traj.json`. In yolo mode with no TTY on stdin, hitting a step or cost limit stops the run cleanly instead of prompting. I found no prompt-file or stdin flag, and no working-directory flag; the local environment uses the process's current directory unless you set `environment.cwd` in the config. Process exit codes aren't documented. The outcome is recorded as `exit_status` in the trajectory file.\n- **Confinement:**\n  - The default `local` environment has no isolation.\n  - Docker, Singularity, Bubblewrap and others are available as alternatives.\n  - Bubblewrap's default arguments don't cut the network.\n  - There is a regex whitelist that skips confirmation for matching commands, but no deny list.\n  - It has step, cost and wall-time limits.\n  - I found no network on/off setting.\n- **Tokens:** only cost and API-call count are reported (`instance_cost`, `api_calls`). The raw provider response is stored per message, so token counts are probably in there, but the docs don't list those fields. I marked that as an inference.\n- **Parallelism:** there are no subagents. Parallelism means running separate processes, or the SWE-bench batch runner's `--workers` option.\n- **Providers:** it supports litellm, OpenRouter, Portkey and Requesty. I found no subscription login; the docs only describe API keys.\n- **License and release:**\n  - The license is MIT.\n  - Latest stable release is v2.4.6, published 2026-07-23. PyPI shows the same version.\n  - The only prereleases are the v2.0.0 alphas; the newest is v2.0.0a3 (2026-02-06).\n  - The last commit on `main` was 2026-09-03. The repository's last push was 2026-10-26, on other branches.\n  - It isn't a fork of another agent, and it isn't archived.\n\nThe `gaps` key records what I couldn't find and which pages I checked. `git status` shows untracked dotfiles in the repo root (`.bashrc`, `.gitconfig`, `.claude/` and others). They aren't mine and I left them alone.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":324649,"inputTokens":18,"model":"claude-sonnet-5-5","outputTokens":8419,"runtime":"claude","turns":11,"wallClockMs":78539}},{"artifacts":[{"bytes":16957,"hash":"86a8fd06e9dd457558110ff24e25278ca11f4972683eb73d257af91b85fb0139","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profile-pilot/items/opencode/result.json"}],"attempt":1,"bundleHash":null,"device":"080780b6898c2241","findings":[],"hash":"1ef6fabd9d78ab9429ad43e4489aded086011287cdafc9da5e5085b94a104029","nodeId":"00afcd62-fb9d-496c-9426-470b8ad2d2a8","outcome":"completed","summary":"I'll research OpenCode (sst/opencode) from its official docs and repository, then write the result file. Starting with the docs index and key pages.The docs index loaded. Now fetching the key detail pages in parallel: CLI, permissions, agents, providers, and the GitHub repo.The repo redirects to `anomalyco/opencode` and shows MIT license. Now let me read the full CLI page from the overflow file.CLI details captured. Now fetching agents, providers, and the releases page.Latest release is v1.19.4 (2026-10-22). Now let me search the providers page for OAuth/subscription login details and check the agents page remainder.There is an experimental sandbox feature. Let me check if there's a dedicated docs page for it.Let me verify the token/cost fields in the SDK's generated types file for a citable source on usage reporting format.All facts gathered. Now writing the result JSON.Done. Wrote `artifacts/goal/batches/profile-pilot/items/opencode/result.json` — valid JSON, 16,957 bytes (under the 32,000 limit), all 15 required keys present.\n\nKey findings profiled:\n\n- **Headless**: `opencode run [message..]` is documented non-interactive mode for scripting; working dir via `--dir`; unattended approval via `--auto`; JSON event output via `--format json`; persistent headless server via `opencode serve` + `--attach`.\n- **Confinement**: rich permission system (`allow`/`ask`/`deny` per tool with wildcard command/path matching, `external_directory` gating out-of-workspace access, `doom_loop` guard) — but **no built-in OS sandbox**; the experimental macOS `sandbox-exec` PR (#21538) was closed unmerged, and sandboxing plugins are third-party.\n- **Usage**: `opencode stats` reports tokens + cost; per-message `cost`/`tokens` fields confirmed in the generated SDK types (machine-readable via JSON events/session API).\n- **Parallel**: subagents (`general`/`explore`, `task` tool, child sessions) explicitly meant for parallel work; multiple sessions via serve/SDK.\n- **Providers**: 75+ via AI SDK/models.dev, local/OpenAI-compatible endpoints (Ollama, LM Studio, llama.cpp…); subscription logins for ChatGPT Plus/Pro, GitHub Copilot, GitLab Duo, xAI SuperGrok, etc.; **Claude Pro/Max removed in v1.3.0** (Anthropic prohibits it).\n- **License/release**: MIT; latest v1.19.4 (2026-10-22); actively maintained (commit on `dev` today); TypeScript; install via curl script or `npm i -g opencode-ai`. Noted the sst→anomalyco org redirect and that docs cover OpenCode 1.\n\nGaps flagged: no explicit TTY/exit-behavior statement, undocumented JSON event schema, no documented sandbox/egress controls.\n","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":0,"inputTokens":0,"model":"swe-2-high","outputTokens":0,"runtime":"codex","turns":1,"wallClockMs":198251}},{"artifacts":[{"bytes":8982,"hash":"ca2d2bc8b322b54a47c3560e68c8c4ab1a30b73f59f9a44f91d8739aa465ef5a","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/006/decisions.json"}],"attempt":1,"bundleHash":null,"device":"35c52a5b502e847c","findings":[],"hash":"1fc3b097d968e66fe37c19d2381b02fa1b8bf17055401d8bbe81c53a6f77bd3f","nodeId":"2f9485fa-a567-432b-ab31-e95559fb8f5b","outcome":"completed","summary":"Created and validated [decisions.json](/home/identitymd5/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/2f9485fa-a567-432b-ab31-e95559fb8f5b/artifacts/goal/episodes/006/decisions.json).\n\nSets `finish: true`, retains all 28 results, and starts no new batches. Left untracked for upload.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1943936,"inputTokens":143029,"model":"gpt-6-astra","outputTokens":15605,"runtime":"codex","turns":6,"wallClockMs":478823}},{"artifacts":[{"bytes":39782,"hash":"b3fb203d4ebaa14551889636e0999ae6e1366cc6b84dbdd514346f3c17ebcc86","mediaType":"text/markdown","name":"report","path":"artifacts/goal/writeup/report.md"}],"attempt":1,"bundleHash":null,"device":"c4f696e22e7a36f7","findings":[],"hash":"22e40fbb50eb3c9e982cfdce2539e06d2294fa55c7e97856dacf7e6191a6e68f","nodeId":"75b11a3d-d7ae-4f5d-b45b-7b29fd41f087","outcome":"completed","summary":"Created [report.md](artifacts/goal/writeup/report.md).\n\nValidated: 39,782 bytes, 18 candidate profiles, citations in every comparison cell, and valid closure JSON. The report is untracked; no tracked files changed.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":3699968,"inputTokens":136558,"model":"gpt-6-astra","outputTokens":35050,"runtime":"codex","turns":7,"wallClockMs":998399}},{"artifacts":[{"bytes":11198,"hash":"aa4ba880f9d017c5947494c4c2578d8caae45ef11af4c4a84d8c91f8a9c6ecdf","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/goose/result.json"}],"attempt":1,"bundleHash":null,"device":"09078b7cdfb673fe","findings":[],"hash":"28f444356b47806901752b3c2d36810b51caad6b52f748a42f567e67e6484701","nodeId":"83ecb9f1-9655-4bf6-ad12-e38ecf94c71f","outcome":"completed","summary":"I wrote `artifacts/goal/batches/profiles-round2/items/goose/result.json` (11 KB, parses as JSON). I read documentation and source text only and ran nothing locally. It is left untracked.\n\n- **Headless:** `goose run -t \"<text>\"` or `goose run -i <file>` runs one task and exits, and `-i -` reads the prompt from stdin. The default mode is autonomous, so nothing asks for approval. `--max-turns` defaults to 1000.\n- **Working directory:** `goose run` has no flag for it; the source uses the process's current directory. A worker has to launch it inside the target directory.\n- **Exit codes:** no table is documented. The source calls `exit(1)` on errors, but I did not check every failure path.\n- **Confinement:** there are four permission modes (auto, approve, smart_approve, chat) and per-tool Always Allow / Ask Before / Never Allow rules. `--container <id>` runs extensions inside a Docker container. I found no OS-level sandbox or network on/off switch, so a worker would have to supply that itself.\n- **Approve mode:** I did not establish how approve mode behaves with no keyboard attached.\n- **Tokens:** `--output-format json` returns `metadata` with `total_tokens`, `input_tokens`, `output_tokens`, `cache_read_input_tokens`, `cache_write_input_tokens`, `cost_usd` and `status`. `stream-json` ends with a Complete event carrying the same fields. I found no reasoning-token field.\n- **Parallelism:** subagents can run in parallel, up to 5 at once by default, set with `GOOSE_MAX_CONCURRENT_SUBAGENTS`.\n- **Providers:** it supports 15+ providers and local backends such as Ollama, LM Studio and Docker Model Runner.\n- **Subscription login:** ChatGPT Plus/Pro works by browser OAuth and GitHub Copilot by device flow. Claude Code and Codex subscriptions work through ACP providers. Native Gemini subscription login is not confirmed. I did not test whether browser login works on a headless machine.\n- **License and release:** Apache-2.0. The newest stable release is v1.56.0, published 2026-10-23T15:49:34Z. The newest prerelease I found is v2.0.0-rc-04-27-0 (2026-04-27T14:23:16Z), but I only checked the 30 newest releases. The last commit on `main` is 2026-10-27T02:39:11Z.\n- **Repository:** `block/goose` has moved to `aaif-goose/goose` (GitHub API 301). It is not a fork and not archived. The README says it is part of the Agentic AI Foundation at the Linux Foundation.\n- **Package registry:** crates.io has a `goose-cli` at 0.2.0, but I could not confirm it is the official package, so I claimed no registry version.\n\nThe `gaps` key lists what I could not find and which pages I checked. In particular, I did not read the docs `guides/security/` folder or the changelog page, and I read the documentation source in the repository instead of the rendered site.\n\n`git status` shows untracked dotfiles that are not mine, and none of them come from this task.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":368698,"inputTokens":23,"model":"claude-sonnet-5-5","outputTokens":8993,"runtime":"claude","turns":13,"wallClockMs":78325}},{"artifacts":[{"bytes":24131,"hash":"e003143aec3002bef10e7cd1d043602828a285850af4c2945a3a5611012f3919","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/discover/items/angle-registries/result.json"}],"attempt":1,"bundleHash":null,"device":"06cf148faa51546b","findings":[],"hash":"2eb5829506e004460292e604ae30953f06fddbc271eea08f66eb0e413608edb4","nodeId":"3ee1f9c6-1a41-4759-9a6a-444894056918","outcome":"completed","summary":"Created [result.json](/home/imd-worker/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/3ee1f9c6-1a41-4759-9a6a-444894056918/artifacts/goal/batches/discover/items/angle-registries/result.json).\n\nIt covers all 28 seed names, lists 25 source-published tools and 5 exclusions, and includes 16 consulted URLs or search queries. JSON validation passed; file size is 24,131 bytes, below the 48,000-byte limit.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":6018304,"inputTokens":401661,"model":"gpt-6-luna","outputTokens":57681,"runtime":"codex","turns":6,"wallClockMs":690524}},{"artifacts":[{"bytes":20534,"hash":"d01cf16402461e37f6c1e4f66cd424cdebe2124c164850c625b9eaebce274708","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/cline-cli/result.json"}],"attempt":1,"bundleHash":null,"device":"0b0761c9b10fe0bb","findings":[],"hash":"30671436ba0579d5f16d14dcfff18cd61adffe5f09d00f7500902dd1586192c0","nodeId":"8c0822f4-9a64-4220-b9ee-3a81efc70b61","outcome":"completed","summary":"The Cline CLI profile is written to `artifacts/goal/batches/profiles-round2/items/cline-cli/result.json`. It is one JSON object of 20,534 bytes (the limit is 24,000), it parses, and it has all 17 keys the brief asks for. Every finding carries a verbatim quote and its URL. Source-code citations link to the default-branch commit `c35b729` at specific lines. No third-party pages were needed.\n\nWhat I found:\n- **Headless:** `cline [opts] \"<prompt>\"` runs one prompt and exits. Headless mode starts when `--json` is given, stdin is piped, or output is redirected. `-c/--cwd` sets the working directory, and `-t/--timeout` sets a time limit. Approvals are auto-answered by default (`--auto-approve` is true unless set otherwise), and `-y/--yolo` exists for unsupervised runs. There is no prompt-file flag; input can be piped on stdin instead. The docs don't list exit codes. The source shows 0 when the run completes and 1 on failure, error or timeout.\n- **Confinement:** weak. The docs say outright that the CLI has no allow or deny list for shell commands and point to a `PreToolUse` hook instead. Approval in the CLI is all-or-nothing. I found no OS sandbox and no switch to turn off network access. The CLI's \"sandbox mode\" (`--data-dir` or `CLINE_SANDBOX=1`) only moves Cline's own settings and session data to another directory; it does not isolate the process.\n- **Token reporting:** `--json` prints one JSON line per event, ending with a `run_result` line. Its usage fields are `inputTokens`, `outputTokens`, `cacheReadTokens`, `cacheWriteTokens`, an optional `reasoningTokenCount` and an optional `totalCost`.\n- **Parallelism:** the model can start subagents with `spawn_agent`, and several can run at once. `/team` sets up agent teams, `-z` runs a session in a background daemon, `--worktree` runs a task in its own git worktree, and `cline schedule` runs agents on cron. `--yolo` turns subagents and teams off.\n- **Providers and login:** 30+ providers, plus Ollama, LM Studio and Atomic Chat for local models. `cline auth` supports OAuth login for `cline`, `openai-codex` (ChatGPT plan) and `oca`. There is a Claude Code provider for Max/Pro plans, and ClinePass is Cline's own paid plan. OAuth login needs an interactive terminal, but headless runs can reuse tokens saved by an earlier login. I found no Copilot or Gemini subscription login.\n- **License and releases:** Apache-2.0. Newest stable CLI release is `cli-v3.0.74` (2026-10-26T04:03:28Z), and npm `cline` is also at 3.0.74. The newest prerelease is `desktop-v0.0.23-beta.1` (2026-09-03), which is for Cline Desktop; the newest prerelease tagged for the CLI is `cli-build-024bb65` (2026-02-12). The last commit on `main` was 2026-10-26T15:02:16Z. The repo is not a fork and not archived.\n\nThe `gaps` list in the file records what I couldn't establish:\n- whether the Claude Code subscription works in headless runs;\n- whether an externally stopped run exits 0, which the source suggests but I didn't run it to confirm;\n- whether `cline history --json` includes token fields;\n- the publish date of the npm nightly;\n- whether the per-tool on/off switches have a documented settings-file key.\n\n`git status` lists some untracked dotfiles and folders in the repo root (`.bashrc`, `.claude/`, `.gitmodules` and others). I didn't create them and left them alone. `artifacts/` is git-ignored, so the result file stays untracked as required.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1278690,"inputTokens":52,"model":"claude-opus-5-5","outputTokens":19727,"runtime":"claude","turns":29,"wallClockMs":211838}},{"artifacts":[{"bytes":8868,"hash":"a8b864c2cec4b0ec3c1e3264184610f54bc3cb6835e9f74a10b678ac7ee69663","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profile-pilot/items/openhands/result.json"}],"attempt":1,"bundleHash":null,"device":"08261d0cc6850daf","findings":[],"hash":"33e5458e4cbc44a1c34c877f3f47a7b606873bc0410df4401fceca5dd6b85772","nodeId":"b2305843-e762-4c2b-8a0f-6b0e3c683f13","outcome":"completed","summary":"Created and validated [result.json](/home/imd-worker/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/b2305843-e762-4c2b-8a0f-6b0e3c683f13/artifacts/goal/batches/profile-pilot/items/openhands/result.json). It is valid JSON and 8,868 bytes. Unverified details are recorded as gaps.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":146432,"inputTokens":47711,"model":"gpt-6-luna","outputTokens":2991,"runtime":"codex","turns":3,"wallClockMs":54921}},{"artifacts":[{"bytes":18259,"hash":"f32afe0a41f69fcd0fd5e99d265afe7b366734e0bda1a8761de1a036970ce24f","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/rank-finalists/items/compare/result.json"}],"attempt":2,"bundleHash":null,"device":"11314dad03e8cf9e","findings":[],"hash":"3a72e26a65e7c0e44ca37befb81e36b8da821a3902d27d6e44d56209a6c6b1b4","nodeId":"db878176-b520-40dc-b9f0-1008f74085fb","outcome":"completed","summary":"I wrote the ranking to `artifacts/goal/batches/rank-finalists/items/compare/result.json`. It parses as JSON and is 18,259 bytes, under the 40,000 limit. Each fact cites the official docs page or GitHub release record it came from, with the version it applies to.\n\n**Ranked five** (my assessment, not a benchmark):\n1. **Mistral Vibe:** best set of controls for a scripted run: a one-shot prompt mode, auto-approve, hard caps on turns, tokens, price and time, distinct exit codes, tool allow/deny lists, and a per-run file with token counts and cost. Its built-in sandbox is experimental, so the file says a worker should run it inside an external container. The file also lists how a worker would invoke, confine, meter and limit it.\n2. **Qwen Code:** approval modes, a sandbox flag and per-model token counts.\n3. **Hermes Agent:** a usage file that includes auxiliary calls, container backends and parallel subagents.\n4. **Gemini CLI:** the strongest OS sandboxing, but Google models only, and it was replaced by Antigravity CLI for unpaid and Google One users in June 2026.\n5. **Pi:** precise tool allowlist and token counts, but no sandbox at all.\n\nThe other five (Goose, Cline, Kilo, OpenCode, gptme) are near misses, each with the reason it fell short.\n\nSeveral checks the brief asked for were not done, and the file lists them under `unresolved` instead of guessing:\n- **Kilo:** I did not check its sandbox and auto-approval against the stable v7.8.18 source; the ranking uses its docs only.\n- **OpenCode v2:** the v2 pages I read show `opencode run` but say nothing about JSON output, permissions or token usage. It's also unclear whether the v2 docs describe the released v1.19.4.\n- **Pi:** its optional subagents are not confirmed.\n- **Hermes and gptme:** I did not compare their docs against the stable release tags.\n- **Gemini:** I didn't capture the v0.65.0 release date, and I didn't fetch its approval flags or provider list.\n- **Goose:** two docs pages returned 404, so its token fields and approval-mode setting are unknown.\n- **Parent vs. child usage:** no candidate says whether its reported totals include subagent usage.\n- **Subscription billing:** only Vibe confirms that its login bills against a subscription plan.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":258813,"inputTokens":181741,"model":"claude-opus-5-5","outputTokens":35785,"runtime":"claude","turns":26,"wallClockMs":169238}},{"artifacts":[{"bytes":29077,"hash":"1b1b6a41da439364950e642a1c14b21aca450fce04ba86658b91b4c229e20d80","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/integration-finalists/items/kilo/result.json"}],"attempt":1,"bundleHash":null,"device":"0fce87924985c9ba","findings":[],"hash":"452be00a82d79e63e8177cf479f77799e7b5ada6856b3da04f696a1cd8192195","nodeId":"16fa7d9a-eb69-4d4d-919d-a78a7f30c50d","outcome":"completed","summary":"Created [result.json](artifacts/goal/batches/integration-finalists/items/kilo/result.json): 29,077 bytes, with 50 cited sources.\n\nValidated JSON parsing, required fields, size and citation references. Runtime acceptance checks are explicitly proposed, not claimed as executed.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2120448,"inputTokens":124516,"model":null,"outputTokens":21119,"runtime":"codex","turns":5,"wallClockMs":542491}},{"artifacts":[{"bytes":23995,"hash":"2512c977bbc5cc9a1b1527fa2e388969d5673a5917b142ed923857a8227cf400","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/kimi-code/result.json"}],"attempt":1,"bundleHash":null,"device":"0b9c1289a6def0a1","findings":[],"hash":"4863d3aa0213ac8154988b3519811cfc60cdf0b4da31e51e2ba8a3c00fd888ca","nodeId":"dec7f4a0-223a-4986-bf79-b53690db11ab","outcome":"completed","summary":"Created `artifacts/goal/batches/profiles-round2/items/kimi-code/result.json`.\n\nValidated JSON, required keys, citation URLs, and source quotes. Size: 23,995 bytes.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2223488,"inputTokens":118156,"model":null,"outputTokens":15204,"runtime":"codex","turns":6,"wallClockMs":338076}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"0ef0dfae5a05e4be","findings":[],"hash":"504046a634773641247ffbedf9ef060626e3d34f2780e27be5431d89b1b20778","nodeId":"db878176-b520-40dc-b9f0-1008f74085fb","outcome":"failed","summary":"required outputs are missing or invalid:\nartifacts/goal/batches/rank-finalists/items/compare/result.json: ENOENT: no such file or directory, lstat '/home/seat/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/db878176-b520-40dc-b9f0-1008f74085fb/artifacts/goal/batches/rank-finalists/items/compare/result.json'\n\nthe agent stopped (max_turns, 61 turns) without a final message","treeHash":null,"usage":{"cachedInputTokens":3851781,"inputTokens":227787,"model":"claude-sonnet-5-5","outputTokens":47153,"runtime":"claude","turns":61,"wallClockMs":503651}},{"artifacts":[{"bytes":17231,"hash":"aa7118fdadbb3da57e3b8c375320934cf89a2ca09563ccfb8bdded3b8f527102","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profile-pilot/items/aider/result.json"}],"attempt":1,"bundleHash":null,"device":"079b3bf4557d8811","findings":[],"hash":"54e3c599bd2e227595479042465e885539f05f9b3e3c161fc11c9d486712ff55","nodeId":"146ff382-d4e1-421a-8c0c-f4b9b7b6af84","outcome":"completed","summary":"I wrote the Aider profile to `artifacts/goal/batches/profile-pilot/items/aider/result.json`. It is 17,231 bytes (the limit is 32,000), parses as JSON, and every finding carries its source URL and a short quote. I checked on 2026-10-27. WebFetch was blocked, so I downloaded the official pages, the GitHub API and the PyPI API with curl. I did not install or run Aider.\n\n**Main findings:**\n- **Headless:** `aider --message \"…\" <files>` (also `-m`, `--message-file`/`-f`, or the `AIDER_MESSAGE` environment variable) sends one prompt, applies the edits and exits. There is no working-directory flag: a script has to `cd` into the repo first.\n- **Auto-approve:** `--yes-always` answers yes to confirmations. The source code (`aider/io.py`) shows one exception: shell commands the model suggests are answered \"no\" under `--yes-always`, so they never run unattended.\n- **JSON output:** no machine-readable result output is documented, and the docs don't say whether a TTY is needed.\n- **Confinement:** limits are `--read` (read-only files), `--subtree-only`, `.aiderignore`, `--dry-run`, `--no-suggest-shell-commands`, and git auto-commits that make changes easy to undo. There are no shell allow/deny lists and no OS-level write or network sandbox. Official Docker images exist, but no network limit is documented for them.\n- **Usage:** after each reply it prints a text line like \"Tokens: … sent, … received. Cost: $… message, $… session.\" The only machine-readable form is `--analytics-log file.jsonl`: its `message_send` event carries the prompt, completion and total tokens plus the costs. Adding `--no-analytics` keeps that log local.\n- **Parallel:** there are no subagents. Architect mode runs two models one after the other. The only way to get parallelism is separate aider processes.\n- **Providers:** OpenAI, Anthropic, Gemini, Groq, xAI, Azure, Cohere, DeepSeek, OpenRouter, Vertex AI, Bedrock, plus hundreds more through LiteLLM. Local models work through Ollama, LM Studio and any OpenAI-compatible endpoint.\n- **Subscription login:** only GitHub Copilot, and by copying an OAuth token from a JetBrains IDE by hand. There is no built-in login. Nothing was found for ChatGPT, Claude Pro/Max or a Google account.\n- **License and releases:** Apache-2.0, written in Python. The newest GitHub Release is v0.86.0 (2025-08-09). A newer tag, v0.86.2, has no GitHub Release; it is the current PyPI version, uploaded 2026-02-12. The changelog's newest entry is v0.86.1, and it gives no dates.\n- **Maintenance:** the last commit on `main` was 2026-05-22, about five months before the check date, so activity has slowed.\n\nThe `gaps` key lists what wasn't found and every page I looked at; `/docs/config/aiderignore.html` returned 404.\n\n`git status` also shows untracked files I didn't create: dotfiles such as `.bashrc` and `.gitconfig`, plus `.claude/`, `.gitmodules`, `.mcp.json`, `.idea` and `.vscode`. I left them alone.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":592726,"inputTokens":3970,"model":"claude-opus-5-5","outputTokens":14725,"runtime":"claude","turns":20,"wallClockMs":253195}},{"artifacts":[{"bytes":17715,"hash":"59fdafa01de20b54cb5059e20b46b7db90849c69b968a0b5cb6bc82e5c909f14","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/hermes-agent/result.json"}],"attempt":1,"bundleHash":null,"device":"0cf632e317dfab7a","findings":[],"hash":"585d55ab8b1ca8e838a1c66ba51ef85d3c30c7578c1f402ecd85792d0044fcab","nodeId":"5e2307eb-83bc-4910-bdc8-54b1ce15be49","outcome":"completed","summary":"I wrote the Hermes Agent profile to `artifacts/goal/batches/profiles-round2/items/hermes-agent/result.json`. It is 17,715 bytes, under the 24,000 limit, and it parses as JSON. Every fact has its URL and a quote, and nothing comes from third-party pages.\n\nWhat I found:\n- **Headless:** `hermes chat -q \"…\" --oneshot` (or `-Q`, or any non-terminal input) runs one prompt and exits. `--query-file` takes a file, or `-` for stdin. `hermes -z` prints only the final reply, `--in <dir>` sets the working directory, and `--format stream-json` gives JSON lines. Exit codes are documented. In one-shot mode, dangerous commands are refused by default; a setting switches that to auto-approve, and `--yolo` skips the checks.\n- **Confinement:**\n  - Commands are checked against a list of dangerous patterns, with three approval modes and an allowlist.\n  - `HERMES_WRITE_SAFE_ROOT` limits where the file tools can write, but the docs say shell commands can still get around it.\n  - A hardened Docker backend can have its network switched off (`terminal.docker_network: false`). There are also SSH, Modal, Daytona, Vercel and Singularity backends.\n  - The default local backend has no isolation.\n- **Tokens:** `-z --usage-file` writes a JSON report with input, output, cache-read and cache-write tokens, estimated cost, API call count, model and provider. The stream-json final record gives token counts but no cost. No reasoning-token field is documented.\n- **Parallelism:** subagents run in parallel, 10 at a time by default (configurable), and each can use its own model. There are also kanban workers and `--worktree`.\n- **Providers and subscriptions:** over 30 providers plus local Ollama, vLLM, SGLang, llama.cpp and LM Studio. You can log in with a subscription instead of an API key for ChatGPT/Codex (device code), Nous Portal, Claude (Max plan with extra-usage credits only, not Pro), GitHub Copilot (labs plugin), Qwen, MiniMax and xAI. A consumer Gemini subscription can't be used.\n- **License and releases:** MIT. The newest stable release is v0.22.5 (2026-10-23T05:28:45Z); PyPI is behind at 0.19.0. The last commit on `main` was 2026-10-27T03:21:53Z. It is not a fork and not archived.\n\nGaps, recorded in the file:\n- **No prerelease found:** none of the release objects I could read is marked prerelease. Canary and release-candidate tags appear only in the atom feed, and the API returns 404 for them as releases. I could only read the newest ~5 releases because the API pages were too large.\n- **Long pages partly read:** the CLI reference and configuration pages were only partly read, so some sections went unchecked.\n- **Quotes not checked against the raw pages:** the fetch tool pulls text out of pages, so the quotes should be spot-checked.\n\nDirect `curl` calls were blocked by the sandbox proxy, so all fetching went through the web-fetch tool. `git status` also lists dotfiles I didn't create (`.bashrc`, `.claude/`, `.gitmodules`, etc.); I left them alone.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":426786,"inputTokens":437660,"model":"claude-opus-5-5","outputTokens":56323,"runtime":"claude","turns":27,"wallClockMs":262742}},{"artifacts":[{"bytes":23961,"hash":"54c2f64830deea0c0fb019b477424179d512a8cec01f54a57bac760c31749a98","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/zcode/result.json"}],"attempt":1,"bundleHash":null,"device":"0da932e4a0b9bd4a","findings":[],"hash":"5b6818ff506552293ec0cd1c1cccb3ce1cb745a9bf812d347c00e149064dab3d","nodeId":"394ce5db-57ed-404e-9803-1fce3886e278","outcome":"completed","summary":"Created `artifacts/goal/batches/profiles-round2/items/zcode/result.json`.\n\nValidated JSON structure and size: 23,961 bytes. Includes cited findings, verbatim quotes, and explicit gaps.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1360000,"inputTokens":142716,"model":null,"outputTokens":10643,"runtime":"codex","turns":4,"wallClockMs":260818}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"02a7451bfdfa1a37","findings":[{"citation":"unresolved","description":"The Vibe confinement section (also line 39) incorrectly describes a sandbox as mandatory for `--agent-socket`. Both cited sources explicitly permit a tools-only socket; when `workspace` and `python` are absent/null, Vibe's file and shell tools continue to run on the host. This distinction matters when implementing the recommended worker's confinement: a successful socket handshake is not evidence that tools are sandboxed. Describe the optional sandbox half and require the worker to verify it. The mandatory sandbox rule in the README applies to the separate `vibe run-server` interface.","line":79,"path":".imd/reads/artifacts/report","reproduction":"Check the v3.0.3 sources cited as [191] (https://raw.githubusercontent.com/mistralai/mistral-vibe/v3.0.3/vibe/app_server/_agent_socket.py) and [188] (https://raw.githubusercontent.com/mistralai/mistral-vibe/v3.0.3/README.md), under 'Agent Socket'. For a `vibe -p ... --agent-socket PATH` handshake whose agent/initialize result is {\"protocolVersion\":2,\"workspace\":null,\"python\":null,\"tools\":[]}, the report's mandatory-sandbox claim implies rejection. Actual source: `_sandbox` returns None for that result, and `pin_session_options` returns the original host options. The README explicitly says the socket may serve either or both capabilities and that without a sandbox the session runs on the host.","severity":"medium","snippet":"Experimental Unix `--agent-socket` rejects `--workdir` and requires a caller-implemented sandbox. Host integrations remain; server tools bypass CLI filters. [protocol][191], [scope][188]","title":"Vibe's agent socket does not require a sandbox"},{"citation":"unresolved","description":"The provider cell asserts Claude Pro/Max and ChatGPT/Copilot subscription logins, but its only citation, [155], describes OAuth generically and lists API-key environment variables; it does not identify Claude Pro/Max or ChatGPT subscription login. Because subscription support is a requested comparison dimension and part of the reason Pi ranks fifth, this claim needs provider-specific evidence. The claim is supported by Pi's v1.4.0 provider implementations, so this is a citation defect rather than a demonstrated missing capability.","line":15,"path":".imd/reads/artifacts/report","reproduction":"Open cited [155], https://pi.dev/docs/latest/providers, and inspect 'Authenticate interactively' and the provider table; searches for 'Claude', 'Pro/Max', and 'ChatGPT' return no matches. Expected: the cited page establishes the named subscription-login options. Actual: it leaves the per-provider OAuth methods unspecified. The directly supporting sources are https://raw.githubusercontent.com/earendil-works/pi/v1.4.0/packages/ai/src/providers/anthropic.ts, https://raw.githubusercontent.com/earendil-works/pi/v1.4.0/packages/ai/src/providers/openai-codex.ts, and https://raw.githubusercontent.com/earendil-works/pi/v1.4.0/packages/ai/src/providers/github-copilot.ts; each declares the corresponding OAuth method and isSubscription: true.","severity":"low","snippet":"| **5 Pi** | `-p PROMPT` / `--mode json`, cwd; JSON exit 0 can mask model error. [CLI][151], [source][154] | Tool filters; no core permission jail. Example Bash sandbox fails open/excludes file tools. [security][159], [example][158] | Final message usage/cost; RPC/session totals also available. [fields][152], [RPC][157] | Optional official extension: 8 tasks, 4 concurrent processes. [extension][150] | OpenAI/Anthropic/Google, Bedrock/Azure, gateways/local; Claude Pro/Max, ChatGPT/Copilot logins. [providers][155] | [MIT][153]; **1.4.0, 2026-10-21**. [releases][156] |","title":"Pi's subscription-login claim cites a page that does not establish the named plans"}],"hash":"83ebb90661f324202a237d8c916e491fb9806a10414ffd18216312bb4fddd236","nodeId":"a924f2ff-321b-4daf-88e1-64aaeddec413","outcome":"completed","summary":"Saved two verified findings—one medium, one low—to [.imd-findings.json](/home/imd1/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/a924f2ff-321b-4daf-88e1-64aaeddec413/.imd-findings.json).\n\nNo high or critical findings. Report unchanged; JSON and quoted snippets validated.","treeHash":null,"usage":{"cachedInputTokens":1912576,"inputTokens":117942,"model":"gpt-6-astra","outputTokens":14405,"runtime":"codex","turns":6,"wallClockMs":437195}},{"artifacts":[{"bytes":23481,"hash":"75030fa8a72fd9a6190b35bf86bcd346522dd0afb2f20607b1df169d10c04690","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/kilo-cli/result.json"}],"attempt":1,"bundleHash":null,"device":"0b3b16f4e82a0732","findings":[],"hash":"897aa8537c78afe76bcece8ffd6bedba188ebc0e5d4e7afe7ca885675ee3c122","nodeId":"7b75466e-0984-44e2-aea4-d6c8bac0898d","outcome":"completed","summary":"Created `artifacts/goal/batches/profiles-round2/items/kilo-cli/result.json`.\n\nValidated JSON, source quotes and size: 23,481 bytes, below the 24,000-byte limit.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1530752,"inputTokens":97456,"model":null,"outputTokens":12151,"runtime":"codex","turns":5,"wallClockMs":306769}},{"artifacts":[{"bytes":23927,"hash":"3ba47930bd86e09fe0b2eb317ebfd72a0b53a94f286811c5ba7990dfca4f64a4","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/openhands-current/result.json"}],"attempt":1,"bundleHash":null,"device":"0e53ef0bd01824cb","findings":[],"hash":"953a03bd662a3c25e8cdda3c41a5dceb8e3f5a1f838066fba29c289cffef8500","nodeId":"f7e8481e-8b40-44c9-a800-eb5bacc0cb9c","outcome":"completed","summary":"Created [result.json](artifacts/goal/batches/profiles-round2/items/openhands-current/result.json). Validated JSON, 48 sourced fact records, 23,927 bytes.\n\nKey finding: current main ships Agent Canvas; no current one-prompt-and-exit CLI was established.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2476800,"inputTokens":116230,"model":"gpt-6.1-sol","outputTokens":29868,"runtime":"codex","turns":5,"wallClockMs":622875}},{"artifacts":[{"bytes":14427,"hash":"c6da3962c0e2958e7fbdca257930efe2f66c9b1d85a9262a446289f98511acf5","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/003/decisions.json"}],"attempt":1,"bundleHash":null,"device":"30a6c1a419ef4f9c","findings":[],"hash":"983492c3be6446bd7231dc30861b556b59fb5510a11c1ab0d7ca2483b0220835","nodeId":"92bea58c-5b39-4f8f-909d-c6b2a82b0724","outcome":"completed","summary":"The decisions file for episode 3 is written and validated at `artifacts/goal/episodes/003/decisions.json`. It is untracked, as required.\n\n**What the goal state showed.** Episode 2 carried nothing out. The plane refused the whole 16-item profiling batch because its brief mentioned the worker's own machine, and every read and the wake failed with it. Only the 6 pilot items have run, so 24 items and four episodes remain, with the stall counter at one.\n\n**What I decided.**\n- **Spawn one batch, profiles-round2,** with 16 research items, one tool each, JSON output up to 24,000 bytes. The brief asks the same six questions the pilot proved out (headless invocation, confinement, token reporting, parallelism, providers and subscription login, license and dated releases). It names only public pages as sources and demands a URL plus a verbatim quote per fact, with \"not found\" and a list of checked pages where nothing exists. I removed every reference to local installation, running the tool, or the worker's machine, and the build script asserts those words are absent and that each filled brief stays under 3,000 characters.\n- **Read all 16 item results** next episode, wake when the batch settles or after 90 minutes, finish false.\n\n**Repository corrections I verified against the GitHub API** before briefing, so no item is wasted on a moved repo: pi now lives at earendil-works/pi, ForgeCode at tailcallhq/forgecode, ZCode at zai-org/ZCode, and Kimi Code CLI at MoonshotAI/kimi-code.\n\n**The notes carry forward** the pilot findings on Aider, OpenCode, Gemini CLI and OpenHands, the excluded and second-tier candidates with reasons, the rule learned about brief wording, and the plan for the remaining 8 items: a ranking item and up to two gap-fills in episode 4, a recipe item for the top tool in episode 5, then finish, with three items held back for a judge send-back.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":434784,"inputTokens":354,"model":"claude-fable-5-1","outputTokens":13607,"runtime":"claude","turns":19,"wallClockMs":180681}},{"artifacts":[{"bytes":23327,"hash":"01edd6b37ad1881fdc41f2da1766fa97bfde842ebe095963100e688b8492c70c","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/pi/result.json"}],"attempt":1,"bundleHash":null,"device":"0be47287abf7c3bd","findings":[],"hash":"a04f2862f446ace0662e6576de108852b0835a812bc315d19ccb7df97695227b","nodeId":"de0fd2a3-85eb-4939-becf-2afca085cbb0","outcome":"completed","summary":"Created [result.json](/home/imd7/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/de0fd2a3-85eb-4939-becf-2afca085cbb0/artifacts/goal/batches/profiles-round2/items/pi/result.json).\n\nValidated JSON: 23,327 bytes, 42 sources, four documented gaps. Left untracked.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2853888,"inputTokens":130061,"model":"gpt-6-astra","outputTokens":27700,"runtime":"codex","turns":6,"wallClockMs":816558}},{"artifacts":[{"bytes":30328,"hash":"797287cb14841e3b0a107370bde066b897d3e4d0f0afba7b7d51b78e954a087e","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/recipe-vibe/items/vibe/result.json"}],"attempt":1,"bundleHash":null,"device":"1166e337c95d6cb8","findings":[],"hash":"a54a538e0ae44040e80988ac4cd009e481e11b5f7f871a741eb0c6d3651f80e8","nodeId":"d3a2015e-7e70-47a0-b33a-a0ef3c10aad7","outcome":"completed","summary":"Created [result.json](artifacts/goal/batches/recipe-vibe/items/vibe/result.json) with the source-backed specification.\n\nValidated JSON, citation references, and size: 30,328 bytes. Runtime behavior remains untested.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2421760,"inputTokens":177685,"model":null,"outputTokens":27770,"runtime":"codex","turns":6,"wallClockMs":545735}},{"artifacts":[{"bytes":6228,"hash":"272122250b354d5711882156c3d758a9b144899f9e2595ebb12b9d6eacd15bde","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/letta-code/result.json"}],"attempt":1,"bundleHash":null,"device":"0c2ba3eafe591f67","findings":[],"hash":"b7a95c79784272c0795fbbef8d3bc9945d7751cfa46f6d69afcf1949d553a74f","nodeId":"9ca69a1c-43c3-48fa-bd89-be3aeec1d88b","outcome":"completed","summary":"I've written the Letta Code profile to `artifacts/goal/batches/profiles-round2/items/letta-code/result.json`. It's 6,228 bytes, well under the 24,000 limit, and it parses as JSON. Every finding carries its source URL.\n\nOne caveat on the quotes: the four docs pages (headless, permissions, subagents, models) didn't come back as plain pages when downloaded directly, so I read them through a tool that summarises the page. The wording I quote from those pages is close to verbatim but not guaranteed exact, and the `gaps` list says so. The quotes from the README, the LICENSE file and the GitHub and npm APIs were read directly.\n\n- **Headless:** `letta -p \"<prompt>\"` runs one prompt and exits. With no prompt, it reads piped stdin. `--output-format` takes `text`, `json` or `stream-json`. `--yolo` or `--permission-mode acceptEdits` answers approval prompts automatically. No working-directory flag, prompt-file flag or exit codes are documented.\n- **Confinement:** It only restricts at the tool level. There are four permission modes, allow/deny rules per command (for example `Bash(rm -rf:*)`), and `--tools` to limit which tools load. No OS-level sandbox and no way to switch off network access are documented.\n- **Token reporting:** JSON output has a `usage` object with `prompt_tokens` and `completion_tokens`. Streaming output reports the same two fields in a `usage_statistics` event. No cached-token, reasoning-token or cost fields are documented.\n- **Parallelism:** The main agent can launch subagents, which can run in the background. Custom subagents are configured in `.letta/agents/`.\n- **Providers:** Anthropic, OpenAI, Gemini, Groq, Mistral, Bedrock, OpenRouter and others are supported, plus local Ollama, LM Studio and llama.cpp.\n- **Subscription login:** ChatGPT Plus/Pro works by device-code login, and GitHub Copilot and OpenRouter OAuth are also offered. No Claude Pro/Max login is documented.\n- **License and maintenance:** Apache-2.0. The newest GitHub release is v0.34.24, published 2026-10-25T05:39:26Z. npm already has 0.34.25. None of the 30 most recent releases is marked as a prerelease. The last commit on main was at 2026-10-27T00:28:39Z. The repository is not a fork and is not archived.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":108014,"inputTokens":35152,"model":"claude-opus-5-5","outputTokens":11226,"runtime":"claude","turns":9,"wallClockMs":66691}},{"artifacts":[{"bytes":10365,"hash":"be664c8f231243be259aeb14fcf678b90430ae59c47e88ff9b7b4e9265a6d5f7","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/001/decisions.json"}],"attempt":1,"bundleHash":null,"device":"98b4506bef931d13","findings":[],"hash":"bf91a9c056341550edb8057170001ed65dfb4801904a068011bf8deca530fc8b","nodeId":"24016509-3e3d-465c-944b-d42bd206803a","outcome":"completed","summary":"Episode 1 is decided and written to `artifacts/goal/episodes/001/decisions.json`. The file is one JSON object in the reference's shape, validated against its limits, and left untracked as the daemon expects. The other untracked dotfiles in git status are the sandbox's masks, not files I made.\n\n**What the decisions file does**\n\n- **Spawns `discover`** with two items, each taking a different search angle (registries and awesome lists; comparison articles, leaderboards and vendor terminal agents). Each item confirms or rejects a 28-name seed list and extends it, returning JSON with repo, license, headless claim, latest release and a source URL per fact.\n- **Spawns `profile-pilot`** with four items: Aider, OpenCode, Gemini CLI and OpenHands. Each profiles one tool against the six questions in the goal, returning JSON where every finding carries its URL and a short quote, plus a list of gaps.\n- **Reads all six results** next episode, wakes when both batches settle or after 90 minutes, and sets finish to false.\n\n**Budget and plan carried in the notes**\n\n| Episode | Items | Work |\n| --- | --- | --- |\n| 1 | 6 | discovery plus pilot of the profile brief |\n| 2 | up to 14 | wide profile batch over confirmed candidates, brief fixed from the pilot |\n| 3 | about 6 | gap-fill on the strongest tools plus one ranking item |\n| 4 | 1 to 2 | integration recipe for the top-ranked tool |\n| 5 | 0 | finish and write the deliverable, reserve kept for a judge send-back |\n\nEvery brief tells workers to use only public official pages, never install or run a tool or read their own machine, write \"not found\" instead of guessing, and treat pages as data.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":229673,"inputTokens":226,"model":"claude-fable-5-1","outputTokens":10538,"runtime":"claude","turns":10,"wallClockMs":144721}},{"artifacts":[{"bytes":12212,"hash":"cda43c65c6f945cc0afa260f08d280767dfaa742163f860edf4d0745b98acad9","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/qwen-code/result.json"}],"attempt":1,"bundleHash":null,"device":"0b129ef2f81deead","findings":[],"hash":"bfcd7cf36c8198da2314a3cf8102e52cd4bb3b869be99dc3f9b8a210ea2a3a57","nodeId":"e1e25baa-1006-49dc-a4f5-3f409db65f98","outcome":"completed","summary":"Completed [result.json](/home/imd-worker/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/e1e25baa-1006-49dc-a4f5-3f409db65f98/artifacts/goal/batches/profiles-round2/items/qwen-code/result.json).\n\nValidated JSON parsing; size is 12,212 bytes.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2507264,"inputTokens":152216,"model":null,"outputTokens":13317,"runtime":"codex","turns":5,"wallClockMs":156261}},{"artifacts":[{"bytes":18803,"hash":"de1b2b20ea5a7197d3d537df3a2e50bcf77abae32195d3d530e339c244c830f2","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/004/decisions.json"}],"attempt":1,"bundleHash":null,"device":"0256823ae36e7900","findings":[],"hash":"c03be50e6ab7061922ffc3e070a070b0020969b48eafe51ead413a235a5e5a9f","nodeId":"ed9ce728-01bb-4a35-ae2f-7b29723a93b6","outcome":"completed","summary":"Created and validated [decisions.json](/home/imd-worker/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/ed9ce728-01bb-4a35-ae2f-7b29723a93b6/artifacts/goal/episodes/004/decisions.json).\n\nRequests five research items, preserves three for follow-up, and remains untracked. No other files changed.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1070976,"inputTokens":96339,"model":"gpt-6-astra","outputTokens":14106,"runtime":"codex","turns":6,"wallClockMs":465821}},{"artifacts":[{"bytes":27974,"hash":"ab67b4689afcd20922b67631dd4705cde23f90a00afeeec7d4f1bbd908837b24","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/integration-finalists/items/gemini/result.json"}],"attempt":1,"bundleHash":null,"device":"107def308610130e","findings":[],"hash":"c09802d7536e0e6db3d6042d79b198c78fd5365ecb1c98b280d60ae9fc8b0d5e","nodeId":"2d7b6c7d-cf3e-4d50-84eb-23f949137171","outcome":"completed","summary":"Wrote the [Gemini CLI integration specification](/home/imd/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/2d7b6c7d-cf3e-4d50-84eb-23f949137171/artifacts/goal/batches/integration-finalists/items/gemini/result.json). It parses as JSON and is 27,974 bytes, within the 30,000-byte limit.\n\nThe specification pins v0.65.0, covers all four integration pillars, and marks the unresolved sandbox network default and metering gaps. No runtime execution is claimed.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":4063744,"inputTokens":169946,"model":"gpt-6-sol","outputTokens":22926,"runtime":"codex","turns":5,"wallClockMs":353437}},{"artifacts":[{"bytes":23245,"hash":"e5f57acc8c53bd9198727387714a9a30554b097aa84223ed559b5692c6b29a27","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/mistral-vibe/result.json"}],"attempt":1,"bundleHash":null,"device":"0bb52b557875d32e","findings":[],"hash":"c153bd8c7213ee0464fb73d7274486b452e4f14bdb1ef712bb22c0839d3707c1","nodeId":"fab62435-a30c-4964-b6a9-d64b84627565","outcome":"completed","summary":"Created `artifacts/goal/batches/profiles-round2/items/mistral-vibe/result.json`.\n\nValidated JSON, source quotations, and size: 23,245 bytes. Includes documented gaps and conflicting evidence.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1603328,"inputTokens":130901,"model":null,"outputTokens":19353,"runtime":"codex","turns":5,"wallClockMs":384904}},{"artifacts":[{"bytes":23896,"hash":"288d6b8cf7beb0e63de8b473069a3675332f406c575fe5ec599c86134ac28f4a","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/continue-cli/result.json"}],"attempt":1,"bundleHash":null,"device":"0bd6e7ef3fc9345a","findings":[],"hash":"c17b9cb624ae47063f64e1322d9a15b62602f7bf035b07df87b469d61533d5b1","nodeId":"3008db3f-4e06-4ff5-b590-76bcbb5597b2","outcome":"completed","summary":"Created [result.json](artifacts/goal/batches/profiles-round2/items/continue-cli/result.json).\n\nValidated JSON, size (23,896 bytes), and all 57 fact records against 36 cited sources. Flags documentation conflicts and unmaintained status.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2438784,"inputTokens":126334,"model":null,"outputTokens":23158,"runtime":"codex","turns":5,"wallClockMs":465556}},{"artifacts":[{"bytes":23983,"hash":"d343bd46a9681491ab0b0c779fc6ce354c6d82df39376f3356fe9cdb99745acb","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/evidence-repair/items/letta/result.json"}],"attempt":1,"bundleHash":null,"device":"1091c186c92b376f","findings":[],"hash":"c2014f2f13162c52675a14a4a7b709d1cce89041dab5350f49c00c4f95302543","nodeId":"85b7112d-6ad1-42c7-b096-8a095b3ee844","outcome":"completed","summary":"Created [result.json](artifacts/goal/batches/evidence-repair/items/letta/result.json) with 20 cited corrections. Validated JSON, citation references, and size: 23,983 bytes. No CLI execution claims made.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":3144832,"inputTokens":136586,"model":null,"outputTokens":21168,"runtime":"codex","turns":5,"wallClockMs":353849}},{"artifacts":[{"bytes":10866,"hash":"67de70ab108f6fbe87684cc793859fd0840afb75fee9628b2e8e2d60419e2064","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/005/decisions.json"}],"attempt":1,"bundleHash":null,"device":"3f6a9bdd601cb99f","findings":[],"hash":"c51ca5d724afa4a2bd1cd7872d6b170f204f9beef9ea9f6c41a28f6cff1766f1","nodeId":"fc33381d-e3cd-4f27-809f-acba4f0185d4","outcome":"completed","summary":"Everything checks out. The untracked dotfiles git listed are sandbox device masks dated 2026-10-22, not files from this session. The decisions file is in place, excluded from Git by `.git/info/exclude`, and there are no scratch leftovers. Nothing else needs doing.\n\n**Outcome:** `artifacts/goal/episodes/005/decisions.json` is written and validated as one JSON object in the skill's shape. It passed all shape and range checks.\n\n| Check | Result |\n| --- | --- |\n| Notes length | 6,504 of 8,000 chars |\n| Filled brief length | 2,951 of 3,000 chars |\n| Results requested for episode 6 | 28 of 30 |\n| Items used after this episode | 28 of 30 |\n\n**What I decided**\n\n- **Ranking reconciled.** The rank-finalists worker placed Mistral Vibe first, then Qwen Code, Hermes Agent, Gemini CLI and Pi. I kept Vibe first but moved Gemini CLI to second and Qwen to third, because Gemini is the only candidate with a bundled OS sandbox and the ranker's own evidence on Qwen's auth was unchecked. Hermes drops to fourth on the gateway detach behaviour and docs-versus-source conflicts the evidence-repair audit found. Kilo is named as the alternate to Pi.\n- **One batch spawned.** The winner had no integration recipe, since episode 4 built recipes for Kilo and Gemini before the ranking existed. The new batch `recipe-vibe` asks one worker for the four-pillar specification for Mistral Vibe at tag v3.0.3 in the same shape as the earlier recipes. The brief names what the result must contain and avoids every word that got the earlier batch refused.\n- **Two items held in reserve** for a judge send-back.\n- **finish stays false** only because the winner's recipe is the last missing piece. The notes tell episode 6 to set finish=true regardless, and to build the Vibe pillars from the existing profile if the recipe fails.\n\n**What episode 6 gets**\n\nThe notes carry the full reconciled ranking with versions, dates and strengths and weaknesses per tool, the reasons every other candidate sits below the shortlist, the deliverable's six-section structure, the not-profiled and proprietary exclusion lists, and the list of known gaps to declare. All 27 prior results plus the new recipe are requested in `read`. Wake is on `recipe-vibe` settling or 90 minutes.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":706740,"inputTokens":46,"model":"claude-fable-5-1","outputTokens":16416,"runtime":"claude","turns":17,"wallClockMs":230448}},{"artifacts":[{"bytes":27558,"hash":"138982c73c632ba2c3d60615403080e083d9620448dcaf228c377becef497ecd","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/discover/items/angle-articles/result.json"}],"attempt":1,"bundleHash":null,"device":"06d00e98fbdd1ee9","findings":[],"hash":"cd5945b20827cde37622de3222825e9ae975162641c0951f9b6ae38eef28786f","nodeId":"ca37e91b-7207-4908-840d-3343c9a0bf4c","outcome":"completed","summary":"I wrote `artifacts/goal/batches/discover/items/angle-articles/result.json`. It's 27.5 KB, under the 48 KB limit, and it parses as valid JSON. All 28 LICENSE links in it return a page. I didn't install or run any tool.\n\n**Tools listed (28):**\n- **From the seed list, confirmed:** Aider, OpenHands CLI, goose, OpenCode, Gemini CLI, Cline CLI, Qwen Code, Kilo Code CLI, Crush, Plandex, SWE-agent, mini-SWE-agent, Continue CLI (`cn`), Kimi Code CLI, Mistral Vibe, ForgeCode, Trae Agent, Pi, Letta Code, Nanocoder, Octofriend, Grok CLI.\n- **Found beyond the seed list:** gptme, Open Interpreter, Kode CLI, Freebuff (formerly Codebuff), DeepSeek Harness (`dsh`), and ZCode from Zhipu/Z.ai.\n- **Headless mode:** 23 of the 28 have a non-interactive flag named in their official docs or README, and each entry gives that flag and the page. Plandex, Freebuff and DeepSeek Harness are marked unclear. Octofriend is marked no: its README only describes interactive use.\n\n**Things the next step should know:**\n- **Crush** is under FSL-1.1-MIT, a source-available license that becomes MIT later. It isn't OSI open source today.\n- **Several repos have moved:**\n  - sst/opencode → anomalyco/opencode\n  - block/goose → aaif-goose/goose\n  - antinomyhq/forge → tailcallhq/forgecode\n  - badlogic/pi-mono → earendil-works/pi\n- **Kimi:** the old `kimi-cli` repo is archived. Its replacement, `kimi-code`, has a `-p` mode.\n- **Grok CLI** is a community project, not xAI's. I found no official xAI CLI.\n- **Gemini CLI and Qwen Code:** the newest tag for each is a nightly or preview build. I didn't look up their newest stable release.\n- **Inactive or thin:** Plandex was last pushed in October 2025. Trae Agent has no releases on its releases page.\n\n**Excluded (10):**\n- Claude Code and Codex, as the brief says.\n- Source not under an open license: GitHub Copilot CLI and Auggie (both proprietary licenses), Cursor CLI, Amp and Factory Droid.\n- Roo Code: it's an IDE extension, the repo is archived, and its README says it was shut down.\n- iFlow CLI: no license, and its quickstart says the service shut down in April 2026.\n- Terminus/Harbor: a benchmark harness rather than a coding CLI, so I didn't evaluate it.\n\n**What I couldn't find:**\n- None of my searches returned Hacker News, Reddit or lobste.rs threads.\n- The Terminal-Bench leaderboard (tbench.ai) loads its content in the browser, so I couldn't read it. Leaderboard figures come only from third-party summaries and are marked unverified.\n- The Plandex docs site wouldn't resolve, so I cited the copy of its CLI reference in the repo instead.\n\nRelease dates are taken from each repo's releases feed as of 2026-10-27.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1168851,"inputTokens":108150,"model":"claude-opus-5-5","outputTokens":32155,"runtime":"claude","turns":36,"wallClockMs":357404}},{"artifacts":[{"bytes":17472,"hash":"f3c872a9cfbc5cb3f1a8cb21671e9d2850a68db3f50abfcd2d23cf659c08c1e5","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/opencode-v2/result.json"}],"attempt":1,"bundleHash":null,"device":"0eca5d6d7ad6ddb4","findings":[],"hash":"d6b28a52aa4c3c6a26324bff183527af126b1eef40b84bcdbd7f91a20ac90874","nodeId":"d8e0f105-b805-4d59-8a39-b249b1806bbe","outcome":"completed","summary":"I wrote the OpenCode 2 profile to `artifacts/goal/batches/profiles-round2/items/opencode-v2/result.json`. It's 17,472 bytes, under the 24,000 limit, and it parses as JSON. Every fact cites the v2 docs, the source at tag v2.1.4, the GitHub API or atom feed, or the npm registry. I used no third-party pages. Nothing was run: exit codes and approval behaviour come from reading the source, not from a test.\n\n**What stands out for an unattended worker:**\n- **No 2.x GitHub releases:** the releases API has no entries for 2.x. Its 300 newest releases are all 1.x or other entries, and asking for `v2.1.4` returns 404. The 2.x versions exist only as git tags, which the atom feed lists.\n  - Newest stable: v2.1.4, dated 2026-10-23T10:14:51Z in the feed and on its commit. npm `@opencode/cli@2.1.4` was published the same day.\n  - Newest prerelease: none in GitHub. npm has a `beta` build (`0.0.0-beta-19507`, 2026-09-12) and a `dev` build (`0.0.0-dev-65`, 2026-10-27).\n- **Headless:** `opencode run \"<prompt>\"` runs one prompt without the interactive interface.\n  - A prompt file works through stdin (`opencode run < prompt.md`).\n  - `--format json` prints one event per line.\n  - There is no working-directory flag: it uses `$PWD`, so the script has to `cd` into the target first.\n  - Approval requests are auto-rejected and the model carries on without that action. `--auto` approves anything not explicitly denied instead.\n  - The source sets exit code 1 on error and 130 on interrupt; neither is documented.\n- **Confinement:** ordered allow/deny/ask rules per tool, plus hard-deny \"policies\" that override them. The default is to allow everything, and access outside the project is allowed by default (version 1 asked first). The docs describe no OS-level sandbox and no switch to turn network off, and say plainly that shell commands run with the user's full authority.\n- **Token reporting:** in JSON mode, each model step emits a `step_finish` event with `cost` and `tokens` (`input`, `output`, `reasoning`, `cache.read`, `cache.write`). The session record also stores totals, and `opencode session export` prints it as JSON.\n- **Parallelism:** subagents can run in the foreground or the background, nested one level deep by default. Separate runs can each use their own server with `--standalone`. No concurrency limits are documented.\n- **Subscription login:** works for ChatGPT Plus/Pro and GitHub Copilot. No Claude or Gemini subscription login was found. Some login methods need an interactive terminal, so a worker would log in once beforehand.\n- **Other facts:** MIT licence; not a GitHub fork; not archived. The newest commit on the default branch (`dev`) is from 2026-10-27.\n\nThe `gaps` key lists what couldn't be found and which pages were checked. I also added a `package_registry` key beyond the brief's list, because the npm version had no other natural place.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1318158,"inputTokens":48,"model":"claude-opus-5-5","outputTokens":15921,"runtime":"claude","turns":24,"wallClockMs":209933}},{"artifacts":[{"bytes":23791,"hash":"50add08ece7133de63bd69e841149cd8ea9fbec86748b5c092e1a922df9059de","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/forgecode/result.json"}],"attempt":1,"bundleHash":null,"device":"0cd01c5082189cbf","findings":[],"hash":"dc3032b2ae2a693f37208610e108b53c5cf0cefb19f931e50ba6a9943c4076a5","nodeId":"960cedbf-ad7a-4e62-bc9d-6a582900fe1e","outcome":"completed","summary":"Wrote [result.json](/root/.identitymd/work/4a97bb72-24c0-4142-a94a-39d58217775b/960cedbf-ad7a-4e62-bc9d-6a582900fe1e/artifacts/goal/batches/profiles-round2/items/forgecode/result.json). It contains the cited ForgeCode profile, parses as JSON, and is within the 24,000-byte limit.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":8483712,"inputTokens":187696,"model":"gpt-6-sol","outputTokens":34341,"runtime":"codex","turns":5,"wallClockMs":548468}},{"artifacts":[{"bytes":23837,"hash":"a4acfd1178f8cb0b879dd854eae7fd5b7d51da434b558d926115d3a9f900440b","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/profiles-round2/items/gptme/result.json"}],"attempt":1,"bundleHash":null,"device":"0d3a91a6089edc68","findings":[],"hash":"dc59ba9c83f82bc4aff81aaf8e1560f0b709105e30f0f1be75569558dfa03b46","nodeId":"82a0b1a2-0033-4f74-a562-d90c08db1225","outcome":"completed","summary":"Created `artifacts/goal/batches/profiles-round2/items/gptme/result.json`.\n\nValidated JSON, source references, quotations, and size: 23,837 bytes. Left untracked for upload.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1523712,"inputTokens":95747,"model":null,"outputTokens":12578,"runtime":"codex","turns":6,"wallClockMs":324710}},{"artifacts":[{"bytes":16100,"hash":"48ca093a8d73f12d614d10ea6fa20cb228214ca1f4bc8f03309a72a7ba3c1590","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/002/decisions.json"}],"attempt":1,"bundleHash":null,"device":"468e82a89b9bfe18","findings":[],"hash":"f04bdcb1a7e924e0c95b685aeb01e8febf4764618efab90c3049c8e7d9563f65","nodeId":"7f0f6ebc-f98d-4f7b-a961-1c3af7e963b0","outcome":"completed","summary":"The decisions file is written and validated. Nothing else in the workspace was changed, and the output is left untracked for the daemon to upload.\n\n**What the handed results showed**\n\n- The per-tool profile brief works. Aider, OpenCode and Gemini CLI came back with a URL and verbatim quote per claim, source-code checks where docs were silent, and explicit gaps.\n- The OpenHands item profiled the wrong repository. The separate OpenHands-CLI repo says it is no longer maintained, so the current CLI in the main OpenHands repo is re-profiled.\n- OpenCode has two lines. The profile covered 1.x, while discovery saw a v2.1.4 release with separate docs, so OpenCode 2 gets its own item.\n- Both discovery workers reported release years as \"not found\" when reading the GitHub releases page. The new brief orders dates from the releases API or atom feed.\n\n**What episode 2 decides** (written to `artifacts/goal/episodes/002/decisions.json`)\n\n- One research batch named profile-wide with 16 items: Goose, Cline CLI, Qwen Code, Kilo Code CLI, Kimi Code CLI, Mistral Vibe, Continue CLI, Pi, Letta Code, ForgeCode, Hermes Agent, gptme, ZCode, mini-SWE-agent, OpenHands current CLI, and OpenCode 2. Each item carries a focus note for its known quirk.\n- The brief asks every item for the six questions as finding, source URL and quote, in a fixed JSON shape with a gaps section.\n- All 16 results are requested in read. Wake when the batch settles or after 120 minutes. Finish is false.\n- Notes record the pilot facts, the disposition of every discovered candidate with reasons for those not profiled, the remaining budget, and the plan for episodes 3 to 5.\n\n**Checks run**\n\n| Check | Result |\n| --- | --- |\n| Valid JSON, keys notes/spawn/read/cancel/wake/finish | pass |\n| Notes length | 6,135 of 8,000 chars |\n| Longest filled brief | 2,984 of 3,000 chars |\n| Items spent this episode | 16 of 24 remaining |\n\n**Budget after this episode:** 22 of 30 items used, 8 left for gap-fill, ranking, the integration recipe and a reserve for a judge send-back.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":898414,"inputTokens":290,"model":"claude-fable-5-1","outputTokens":24077,"runtime":"claude","turns":20,"wallClockMs":373098}}],"verification":[{"checks":[],"detail":"paths and tree verified; no suite was run for this kind of work","evaluation":"structural","profile":"none","status":"accepted","submissionHash":"0efb3b431b1ccfb3ebb686bc4a9199530f2ef061bc80a3a863393444cdfdcfce","verifiedTreeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","verifierVersion":"0.1.0+260efc41"},{"checks":[],"detail":"paths and tree verified; 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