Seen on a MacBook (M5 Pro, 2026-11-12): pressing Use on a model in "Models on this Mac"
ran the switch and then showed the screen that ends an install, "X is ready on this Mac"
with Start a session alone. The list was gone, so deleting the model just switched away
from meant closing the window and opening it again.
That screen is right after a download: the person installed a model and wants a session.
A switch is pressed IN the list by someone who is tidying it. A switch is a job without a
`model` step, so the window now tells the two apart from the job it just watched and ends a
switch on the whole installed screen: the list with "In use" on the other row, Add a model,
Stop and Remove.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
Seen on a MacBook (M5 Pro, 2026-11-12): with a worker of the codeman skill open on the
local model, Stop, Remove and a switch of models answered
Sessions are still using this model: . Close them first.
A session an agent starts has no name of its own (a quick-start without sessionName), and
the refusal listed session.name. The tab of such a session shows the last folder of its
working directory, else the first eight characters of its id, so the sentence now uses the
same label (sessionLabel() beside sessionNamesUsingEndpoint()).
The sentence has shipped since 1.50.0 for Stop and Remove. This branch adds it to Use and
to the install of another model, which is where a person with local workers open meets it.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
Selecting a chip stored it for the device at once. Someone who clicked
"DeepSeek" (Needs setup) or "Pi" (Not installed) just to see what it
says then got a window that reopened on that chip: "Install Pi", or no
main button at all, with "Start a session" out of sight.
The device now remembers the agent a session was STARTED with, an
opening of the window selects it only while it can be started, and a
selection made in one opening does not carry into the next. Otherwise
the server's default agent is selected, as before.
Also: a real-browser test for the chips (they wrap inside the window at
1440, 390 and 320 px, the install command included, one tab stop), and
one sentence in the API reference: a readiness mark says the composer is
there, not that nothing else is (DeepSeek Harness's setup guide draws
the same glyph).
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
A second scripted run, on dsh 0.2.2-rc.1 with a freshly installed
dsh-TUI 0.19.0 under a scratch home: the model name reaches the endpoint
unchanged, the first request is 6,983 tokens with 27 tools, and a tool
round trip completes.
Two things that version does differently are written down where a reader
of the harness table looks: a setup guide opens in every session until a
person has finished it once (and its cursor is the readiness mark), and
its transcript file was renamed, so `last-response` is empty for it.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
dsh-TUI 0.19.0 opens a setup guide ("Step 1 of 4") in every session
until a person has finished it once, and the guide's cursor is the same
glyph the skill waits for as the composer: the readiness mark matched on
it in 2 of 2 launches. An Enter there acts on the highlighted step,
which is a sign-in. A spawned worker was handed back "ready" on that
screen, and the first task prompt would have been typed into it.
After the mark, the rendered pane is now read once: a worker that shows
the guide is deleted and the spawn fails with what to do (finish the
guide once from the Run menu). For `local:deepseek` and for a plain
`deepseek` worker alike.
Also says which verb reads a local DeepSeek worker's answer: `sendmark`.
The harness reports the end of a turn, but dsh 0.2.2 renamed its
transcript file and Codeman reads an empty answer from it for now.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
A page of its own in the user manual: install a model, pick the coding
agent per session (and install one that is missing), keep more than one
model on the Mac, and hand work to the local model from a cloud session
with the codeman skill, with the prompts to say and the limits to know.
Linked from the sidebar and the Home index, and from the two pages that
already mention the local model (Custom Model Endpoints, Codeman Skill).
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
`spawn_worker <name> local` started the one agent the model was
installed with. The server now lists every agent the model can be run
with, so the skill passes the choice on:
- `local_model` adds `agents` (each with its status, whether it is the
default, and the readiness mark the server measured) and `models`
(what is on the Mac; only the active one runs). A new reason,
`no-agent`: installed, but nothing that can run the model is there.
- `spawn_worker <name> local:<cli>` (`local:pi`, `local:deepseek`,
`local:opencode`, `local:claude`, also as `name:local:pi` in
`spawn_workers`) starts an agent whose status is `ready`. Anything
else fails the spawn before a session exists and names the agents
that are startable. No agent is ever installed from here: that stays
a person's click in the window. A Codeman that lists no agents knows
one, and only that one can be named.
- The readiness mark comes from the server when it names one, else from
what this skill measured (OpenCode `┃`, Pi `extended-keys`), and
`LOCAL_READY_MARK` overrides both.
- A Pi worker on the local model is started with
`piConfig.approveProjectTrust: false` (--no-approve). On a custom
model Pi keeps no home, so it asks to trust the folder in every
session with Trust preselected, and the task prompt's Enter would
answer that.
Pi's mark is the last line of its startup, a warning about tmux's
`extended-keys` option. Its composer rule is painted in the first frame,
before Pi takes Enter: a prompt sent at the rule stayed unsent, 2 of 2,
and one sent at the warning was submitted, 4 of 4 (pi 1.5.2, Linux). It
is a side effect, not a contract, so a Pi that stops printing it fails
the spawn and the worker is deleted, never handed back on a guess.
The preamble changed, so CODEMAN_PREAMBLE moves to 1.51.0 in the
preamble, the SKILL.md copy of it and every version check, and the
plugin mirror is synced.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
- docs/local-models.md: the four agents with their first request, whether
the window installs them and what was seen where (a real model, a
scripted endpoint, Linux, not the pinned runtime); what differs for Pi
and for DeepSeek Harness; installing one more agent beside a model.
- docs/api-reference.md: `POST /api/local-model/agent`, `install.harnesses`,
the `install-agent` action, and `install.cli` as the default agent.
- docs/architecture-invariants.md, CLAUDE.md, src/web/CLAUDE.md: the
rules: the agent is chosen per session, the agent install is not a
job, a launcher is never installable, a readiness mark is a measured
one, and the window's one builder for the agent chips.
- docs/custom-model-endpoints.md: Pi's context window.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
The installed screen gets one more block, "Start a session with": a chip
per coding agent the model in use can be run with, as a radio group, the
server's default selected. A chip that is not on the Mac says so.
The main button follows the selected chip:
- an agent that can be started: "Start a session", with that agent;
- an agent that is not on the Mac: its literal install command above the
button, and "Install <agent>". The click is the consent; the server
runs its own stock command, and the window shows "Installing" on the
chip while the model stays ready and another agent can be started;
- an agent that needs a setup of its own (DeepSeek Harness without a
terminal profile): one line that says where, nothing to press.
A failed install shows the server's sentence under the chip with the
installer's last words folded away; the model's own headline is
untouched. On a stopped model Start stays the one main button. The
choice is remembered on the device. A server that lists no agents gets
the screen it had.
Rendered in Chromium at 1440, 390 and 320 px on a dark and a light
skin: the chips wrap, nothing leaves the window.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
An installed model knew one coding agent: the one it was installed with.
The launch check never asked about the agent, only about the endpoint
and the model, so nothing stopped a second one. What was missing is the
list, and a way to get an agent that is not on the Mac yet.
The install view gains `harnesses`: every catalogue harness the model in
use can be run with, each with how it stands (`ready`, `installable`,
`installing`, `setup-needed`), the literal install command, a readiness
mark for scripts, and the actions the server accepts for it. `cli` stays
the default agent, and names one that can be started whenever one can,
so a client that reads only `cli` never starts an agent that is gone.
`POST /api/local-model/agent { cli }` installs one more agent beside an
installed model. It is not a job and not an event of the reducer: the
state stays `installed` whatever the installer does, so a failed npm
install never blocks a session on a model that works. Same install slot
and same compiled stock command as the `agent` step, one at a time, the
outcome in memory only.
The catalogue:
- `pi` is no longer gated. Its two open questions were answered by a run
against a real model (the `name:tag` id reaches the runtime unchanged;
its first request is 2,096 tokens), and Codeman now passes it the
window. Its minimum is 65536 like the others: nothing below was run,
and no model row offers less, so no Mac's pick changes.
- `deepseek` is new. It is a launcher: its install command leaves it
with nothing to launch, so it is never reported installable (read off
`discovery.launcherProfile`, not the id) and a Mac is offered it only
where it was already set up. Its tool round trip was seen on a
scripted endpoint only; the header says how to gate it again.
- a row may carry `readyMark`; `opencode` has the measured one.
A switch no longer refuses for the agent a model was checked with when
another agent that can run it is on the Mac.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
A pi session on a custom endpoint got a model list entry with only the
model id. pi then takes the model for a 128,000-token one (its footer
reads "/128k") and asks for 16,384 reply tokens, so on a 65,536 or
32,768 window it never compacts before the server's real window is full.
The entry now carries `contextWindow` (the full window) and `maxTokens`
(a quarter of it, 8,192 at most) whenever the endpoint's context length
is known: the same two figures the DeepSeek Harness patch already
carries, now from one helper. An unknown length writes neither, as
before.
Measured on pi 1.5.2: with both fields `pi --list-models` shows the
window, and the request carries `max_tokens: 8192`.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
A job started from a model the person had stopped runs the runtime, and
the model it ends on is in use and running. The stored "stopped" flag
stayed set, so that model would not have started with the server again.
Both verbs now set it back once their job started, the way Start does.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
The guide, the API reference, the invariants and the two CLAUDE files
describe the library with one model in use: the state file's list, the
three verbs and their refusals, the two cached listings of the view, and
the window's list with its row actions.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
The local model window could hold one model. A second install was refused
(409 already-installed), and a model a Remove kept could never be freed
from the window again. The store can now hold several models, and exactly
one of them is the model in use: the one the endpoint record lists, the
runtime is started for and a session may be launched on.
Server
- LocalModelStateFile.library lists every model that passed the check
(id, label, context, digest, size, coding agent). The service writes
the entry when verify passes; the reducer carries it and remove drops
it. An installed file of an earlier build counts its one model.
- POST /api/local-model/install is allowed from installed: it adds a
model, and the earlier one stays. A replaced job no longer deletes a
model of the library, only an unchecked or partial download.
- POST /api/local-model/use switches to a checked model: a job of the
two steps verify and connect. The stored digest is compared before
anything is loaded (model-changed otherwise). Nothing is downloaded.
- DELETE /api/local-model/models deletes one model by its name, through
the runtime's own delete, never by a path, never the model in use.
- Adding and switching answer 409 sessions-open while a live session
uses the endpoint. Until such a job ends installed, a session start is
refused with the new code job-unfinished.
- The view carries library (the state's entries joined with what the
running runtime lists: ready, changed, missing, unverified) and store
(the size of the blob folder). Both are cached and refreshed in the
background, never read on the one-second poll.
- With nothing installed, remove is offered while the store still holds
models an earlier Remove kept.
Window
- The installed screen lists the models on this Mac with the context
each was checked with, its state and its size on disk, with Use and
Delete per row (Delete asks once, in the row) and Add a model.
- In the chooser a model that is on this Mac already says so and is
switched to without a download or a confirm screen.
- A paused or failed job that has a checked model beside it shows the
way back to that model.
Every route is admin only in multi-user mode, like the existing ones.
Not run on a Mac: the tests use fakes and the fake runtime, and the
listing, store size and delete were checked against a real Ollama 0.13.0
on Linux, not the pinned 0.40.15 build for macOS.
Co-Authored-By: Claude Fable 5.2 <noreply@anthropic.com>
The install window polls GET /api/local-model every second. A read of the
state file that was still out while the job wrote its last state and let
go of this.job came back with the old `installing`, and settling that with
no job in the process read it as an interrupted job: `paused` with Resume
for one tick before `failed`. Under CI load this made
test/local-model-install-e2e.test.ts fail on a different failure case per
run (master 86502b69, PR #790).
currentState() now reads again when the job ended during the read. The job
writes before it lets go, so the second read has the final state.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
5.3 MB for the universal app and 3.5 MB for the DMG, measured on the Mac
mini from this branch; the README still had the first build's 4.6 and 3.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
No behavior change: the connect page renders pixel-identical in eight
states (Chromium, before and after), posts the same messages, and passes
its jsdom and browser tests.
- policy.rs: the connect commands' camelCase fields come from serde's
rename_all_fields instead of three per-field renames; parse_ipc's
length and id checks are match guards like its other arms, with the
message cap named (MAX_MESSAGE_LEN); new_window reads its URL through
external_url, which is the same parse-and-http(s) check.
- logo.rs: the stubs for other platforms are one module, and Logo,
Marker and recover are private to the file.
- connect.html: answers() is the one test for a server that answers
(six copies), the running and needs-login rows of This Mac share their
branch, prepareWizard, needsAgent, newWait and openTerminal each
replace two or three copies, a finished install and a finished agent
share their path, host() is displayAddress(), state.clock is in the
state literal, three CSS rules that matched nothing are gone, and the
state comments say what wait and gui hold now.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
No behavior change.
- ProbeOutcome::version replaces two copies of the same match in setup.rs,
and classify_response reads the status JSON with serde_json's indexing
(same answer for every body, a missing key is Null).
- local_server::is_env_name is the one test for a variable name, used by
the login shell's environment and by ~/.codeman/.env.
- setup.rs has basename() for its two command-line scans; the install
scan no longer formats the script prefix once per word.
- agents.rs: refused() names the statuses that end the polling, and
answer() takes the body it already has instead of a closure.
- Small simplifications in gui_install.rs (Run::matches, follow, the
download error text) and a let-else in local_server::launch.
- Docs that no longer matched the code: probe.rs said the probe never runs
in a loop, but the This Mac tab re-asks while it waits for an install
(every 3 s) or for a starting server (every second); local_server.rs
covered only Start; FIND_TIMEOUT and exec named one caller of several.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
No behavior change. What was written out two to four times now has one
name:
- AppWindow::new and AppWindow::hidden_for_download, window_builder,
placed_position (the corner tao places, which the frame save and the
pop-out cascade both read; cfg! instead of two attribute pairs),
file_name_of and UNNAMED_FILE for the download toast.
- page_sender, which in_background, attach_to_run and both install
starts use; plan_message and remote_install_failed for the connect
page's answers; open_external_raw for the two OpenExternal commands;
choosing() for the four phase checks.
- An accepted probe (Ok, or a password to change) runs one set of steps.
- macos::install runs inside build_webview, so no web view can be built
without the dialog and login handlers.
- ProbeDone no longer carries the Authorization header beside the
username and password it is made from; basic_auth makes it.
- Load::ConnectPage loses its manual flag, which was never true there.
- MIN_SIZE reads config's limits, the default username is
setup::DEFAULT_USERNAME, and the repository and wiki addresses live
in menu.rs.
- The module doc names the modules as they are now, and two doc comments
that had slid onto the wrong item are back on theirs.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Pure moves, no function body changed (git diff --color-moved shows it):
- terminal_install.rs: the Terminal and SSH installs (the scripts, the
ssh arguments, open_in_terminal, copy_to_clipboard) and their tests,
out of setup.rs, which keeps one subject: the Codeman on this Mac.
- login.rs: choose_login, update_keychain and their types and tests,
out of main.rs.
- menu.rs: the menu bar, its ids and AppMenu, out of main.rs.
- policy.rs: loaded_on_commit and its test, a pure Phase decision like
the rest of policy.
What changed besides the moves: module paths, pub on the moved items,
imports, the module docs, and the plutil test's temporary folder name,
which no longer draws on the Terminal scripts' counter. main.rs goes from
2312 to 1881 lines and setup.rs from 2160 to 1625.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The feature table no longer says v0.1, a few paragraphs that had grown
past the wrap width are rewrapped, and the Gatekeeper limit now starts
with the signed and notarized release DMG, so the ad hoc steps read as
what they are: for a build of your own.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
ureq and wry already pull in base64 0.23 and dirs 7, so the app's own
base64 0.22 and dirs 6 were compiled beside them. The app now asks for the
versions already in the tree. base64 is declared as ureq declares it,
without the default SIMD engines, so the feature set compiled is the one
ureq had before. dirs 7 resolves config_dir and home_dir on macOS exactly
as 6 did (both go through dirs-sys 0.5).
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The "Featured in Awesome AI Agents" badge pointed at a list with far fewer
stars than this repository, so it added nothing. The Download for Mac button
under the tagline is a fifth smaller in both READMEs.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The only DMG link above the fold was a plain link in the sentence under the
install command, easy to read past. Both READMEs now open with a large
"Download for Mac" button right under the tagline, pointing at the latest
release's Codeman.dmg, with one line on what the app is.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The previous commit counted 4 rollback copies of the recurrent state for every GGUF with a
prediction layer, the runtime's default `draft_num_predict`. A tag can set its own in its
params layer, and the runtime then passes that as `--spec-draft-n-max`, which is what
`need_n_rs_seq()` turns into rollback copies. Read on 2026-11-08:
- qwen3.6:35b-a3b-mtp-q4_k_m: draft_num_predict 2, so 2 copies (was counted as 4).
- qwen3.8:27b-mtp-q4_k_m: draft_num_predict 4.
- qwen3.8:27b-q8_0: none in its params, so the runtime's 4.
The 35B-A3B GGUF row's overhead drops by 132 MB: 0.971 instead of 0.976 on a 36 GB M3 Pro or
M3 Max, the same pick. test/local-model-catalog.test.ts now carries the drafted tokens per row
instead of a yes/no prediction layer.
Also states what was verified about llama.cpp's checkpoint default: 8 from b6800 to b8200,
32 from b8250 together with a checkpoint every 8,192 prompt tokens (common/common.h at those
tags), in place of an inferred reason. Checked in the b12111 source as well: the draft context
of a Qwen-family MTP model caches the prediction block alone (`mtp_on_hybrid_qwen`, layers at
or above n_layer()), and the main context leaves it out, so the row counts that layer once.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The weekly check's report and docs ask for an optional `digest` on each catalogue row, but the
catalogue keeps no digest on purpose: test/local-model-catalog.test.ts ("holds no download
data") refuses a `sha256` anywhere in it. Say so where the digest contract is described, so a
maintainer reads it as a decision for the catalogue, not a quick schema change.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The catalogue that names each row's runner (feat/local-model-catalog-v2: `runner` is `mlx` or
`llamacpp`, and a row's memory figures follow that runner's rule) needs the weekly check to
notice when a tag starts serving a Mac another runner: a tag that gains an mlx child, or a
list that loses it. The size check usually catches that, but not when the two builds come out
about the same size, and the figures are wrong either way.
classifyModel() now raises a `runner` finding when the row names a runner and the build a Mac
selects runs on another one. catalogueRunner() maps the registry's names into the catalogue's:
`mlx` stays `mlx`; `llamacpp`, and `ggml` (what Ollama calls a GGUF manifest that names no
runner), are `llamacpp`, because Ollama 0.40.15 serves every GGUF build through llama-server.
A catalogue without the field (the one on this branch today) is never held to a runner.
Run live on 2026-11-08 against the v2 catalogue's eight rows: exit 0, every runner matches.
Tests: the mapping, the finding (both directions, ggml, an unknown runner, a row without the
field), the report text, and runCheck against the fake registry with a plain GGUF manifest.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The llama.cpp memory rule of the catalogue left out two allocations that the llama.cpp the
runtime bundles (b12111, the runtime's LLAMA_CPP_VERSION) makes for every GGUF row:
- Context checkpoints. For a model whose state cannot be rolled back (the recurrent state of
the Qwen-family rows, the sliding window of North Mini Code), llama-server keeps host copies
of that state, two or three per request, up to 32 per slot by default
(tools/server/server-context.cpp create_checkpoint). For the 27B that is 32 x 157 MB = 5 GB,
none of which was counted. The runtime now sets LLAMA_ARG_CTX_CHECKPOINTS=8 (read by
llama-server from its environment like LLAMA_ARG_CACHE_RAM; 8 was llama.cpp's own default
before it went to 32), and every llamacpp row counts 8 copies of its state.
- Multi-token prediction. The two -mtp tags and qwen3.8:27b-q8_0 carry a prediction layer
(nextn_predict_layers 1, read from the first bytes of each GGUF; the 9B tags and North Mini
Code have none). The runtime then always passes --spec-type draft-mtp --spec-draft-n-max 4,
so llama.cpp keeps 4 rollback copies of the recurrent state (need_n_rs_seq(),
llama-memory-recurrent.cpp) and the prediction layer's cache in the draft context's cache
type, f16 by default. The rows counted one state and that layer at q8_0.
What moves (test/local-model-recommend.test.ts, "every memory size", re-pinned):
- 16 GB: limited -> none. MiMo 9B at 65,536 tokens needs 10.2 GB, 0.987 of the 10.4 GB
estimate. With the budget the Mac mini measured (10.7 GB after the reserve) it is offered,
0.954, tight; that test is kept. With 4 checkpoints instead of 8 it would be 0.966 on the
estimate: this size sits on the edge, and only a run on such a Mac settles it.
- 18 GB: the same pick, 0.964 instead of 0.928.
- 36 GB: the same picks, 0.966 (27B on M4/M5 Max) and 0.976 (35B-A3B GGUF on M3).
- 48 GB on a Max chip: the 27B at 262,144 tokens is tight (0.853) instead of good.
- 32 GB with a measured budget of 0.74: North Mini Code at 131,072 tokens (was 262,144), the
27B at 65,536 on a Max chip (was 131,072).
- Every MLX row, and everything from 64 GB up, is unchanged.
test/local-model-catalog.test.ts recomputes the new rule from the architecture table and holds
the catalogue to LLAMA_ARG_CTX_CHECKPOINTS. The catalogue header, runtime.ts, the types,
docs/local-models.md, CLAUDE.md and architecture-invariants say the same. Read in the source,
not measured.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The migration's file comment and the invariants said a restored settings.json
stays as restored and that a refused start leaves the migration to the next
start. Both hold, but the first only once the migration has run: after a
first 1.50.0 start that found settings.json unparseable, no marker exists,
so an off saved between the fix and the next start is switched on with the
rest. That is the same "cannot tell a chosen off from the old default" trade
the release note already states, in a narrower window. Both texts now say
so. Comment and docs only.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The JSDoc on `agentSkillEnabled` in SettingsUpdateSchema said the skill is
injected into `<case>/.claude/skills/` on Claude session create and is
"SYNCED, default OFF ... so it is opt-in". Since this branch it is on when
absent, goes into whichever directory the session's CLI scans for skills,
and a false stored by 1.49.0 or earlier is switched on once at the first
1.50.0 start. Comment only.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The Q8 27B row counts a prediction layer its GGUF may or may not carry
(not checked, careful side), and the macOS notice on the runtime's page is
about Laguna XS 2.1; Laguna S 2.1 is set aside for its open runtime issues.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The 48 GB row now says the test was a short task and that MLX may keep up
to 8 GiB more in a long session, which brings the pair to the edge of the
budget. The check after the download says what it proves for each runner,
from the runtime's source: for a GGUF build both of its figures are the
buffers llama-server reports allocating, so the check covers the whole
load whatever the cache type; for an MLX build only the weights. And the
docs say where a new row's architecture goes.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Codeman maintainer