Actual Computer Setup Skill
Sets up actual.inc (Actual Computer) as a Hermes inference
provider. Actual turns the user's own hardware into a private inference cluster
and exposes an OpenAI-compatible API two ways: a hosted end-to-end-encrypted
relay at https://api.actual.inc (authenticated with an ac_ key), and a local
on-device daemon at http://127.0.0.1:8080 (no auth on loopback). This skill
does not install the Actual daemon for the user — device authorization requires
a human in a browser.
When to Use
- User wants to add actual.inc as an inference provider (cloud relay or local).
- User has an
ac_ key and wants Hermes routed through their Actual cluster.
- User wants fully-local, on-device inference via the Actual daemon.
- Troubleshooting: Actual requests failing with cryptic 400s or empty streams.
Prerequisites
- Hermes has first-class
actual provider support (provider id actual,
aliases actual-computer, actualcomputer, aci). Do NOT configure Actual
as a custom_providers / providers.actual.* entry on current Hermes — the
built-in provider owns the name and handles base-url normalization, the
Responses transport, and local no-auth automatically.
- Relay mode: an Actual account and an
ac_ inference key from
https://actual.inc/user/keys.
- Local mode: the user has installed the daemon
(
curl -fsSL "https://actual.inc/install" | bash) and completed device
authorization by running actual once and opening the printed
https://actual.inc/device?code=... URL in a browser. Relay that URL to the
user and WAIT — never invent an email or authorize on their behalf. Codes
expire in 5 minutes; re-run actual for a fresh one.
How to Run
Relay / API mode
- Put the key in
.env (secrets only — never config.yaml):
append ACTUAL_API_KEY=ac_... to ~/.hermes/.env.
- Verify the key and discover models with
terminal:curl -s https://api.actual.inc/v1/models -H "Authorization: Bearer $ACTUAL_API_KEY"
- Select provider + model:
hermes config set model.provider actual
hermes config set model.default "MODEL_ID_FROM_DISCOVERY"
- Verify end-to-end:
hermes chat -Q -q "Reply with exactly: ACTUAL_OK" --provider actual -m MODEL_ID
Local mode
- Human has installed + authorized the daemon (see Prerequisites).
- Download and load a model (scriptable once authorized):
actual models search "qwen2.5 0.5b instruct gguf" --limit 8 --no-prompt
# Downloads REQUIRE an explicit quantization (409 ambiguous_model_download otherwise):
actual models download "Qwen/Qwen2.5-0.5B-Instruct-GGUF/Q4_K_M"
actual models list # note the INSTALLED name (differs from download id)
actual models load "qwen2.5-0.5b-instruct-q4_k_m" # load by installed name
- Point Hermes at the daemon.
ACTUAL_BASE_URL with a loopback host flips the
built-in provider into local no-auth mode automatically — no key needed:
append ACTUAL_BASE_URL=http://127.0.0.1:8080 to ~/.hermes/.env, then:hermes config set model.provider actual
hermes config set model.default "INSTALLED_MODEL_NAME"
- Verify (reduced toolset — see context-window pitfall below):
hermes chat -Q -q "Reply with exactly: LOCAL_OK" --provider actual -m INSTALLED_NAME -t file,web
Quick Reference
| Thing |
Value |
| Hosted relay |
https://api.actual.inc/v1 (normalized from bare host automatically) |
| Local daemon |
http://127.0.0.1:8080/v1 (no auth on loopback) |
| Key env var |
ACTUAL_API_KEY (ac_...) |
| Base URL env var |
ACTUAL_BASE_URL (loopback host ⇒ local no-auth mode) |
| Provider id / aliases |
actual / actual-computer, actualcomputer, aci |
| Transport |
Responses API (codex_responses) — built-in, do not override |
| Cluster pinning |
X-Cluster-ID header via providers.actual.extra_headers in config.yaml |
| Model size guide |
0.5B Q4_K_M ~470MB (toy), 7-8B Q4_K_M ~4.5GB (daily driver), 32B ~20GB |
Pitfalls
- reasoning_effort trap (handled by Hermes since the first-class provider).
Actual's SGLang/vLLM backends accept only
none/low/medium/high/max;
xhigh/ultra used to fail with a cryptic
Expecting value: line 1 column 1 (char 0) (a wrapped HTTP 400). The
built-in provider clamps xhigh→high and ultra→max on the wire. If a
request still 400s this way on an old Hermes, set a per-model cap:
agent.reasoning_overrides.<model>: high in config.yaml.
- Context-window overflow on small local models. Hermes' default toolset
is ~26k tokens of schemas plus a ~9k-token system prompt. A model loaded
with a 32k context overflows before the first turn, and llama.cpp-family
servers emit a bare
data: [DONE] — Hermes reports
Provider returned an empty stream with no finish_reason. This is NOT an
SSE bug. Fixes: restrict tools (-t file,web), load the model with a
larger n_ctx, or pick a >=64k-context model for the full toolset.
Upstream tracking: #51448 (do not file new issues; add evidence there).
Related but distinct: #65631 (HTTP-200 SSE carrying a 400), #56516
(reasoning-only streams).
- Download ids vs installed names.
actual models download takes
repo/QUANT and 409s without an explicit quantization;
actual models load takes the INSTALLED name from actual models list.
- Reasoning models returning empty content. GLM/Qwen reasoning variants
emit thinking in a separate
reasoning field and can burn a small
max_tokens entirely on reasoning. Give generous max_tokens before
assuming failure.
- Do not create a custom provider named
actual. Older setup guides
(pre first-class support) wrote providers.actual.* config blocks. On
current Hermes the built-in provider wins the name; stale custom blocks
are ignored or conflict. Remove them and use the env vars + model.provider
flow above.
Verification
# Relay:
hermes chat -Q -q "Reply with exactly: ACTUAL_OK" --provider actual -m MODEL
# Local (small model — reduced toolset):
hermes chat -Q -q "Reply with exactly: LOCAL_OK" --provider actual -m MODEL -t file,web
# Provider status (local no-auth shows key_source=local-offline):
hermes status
For other OpenAI-compatible clients (e.g. OpenCode), see
references/opencode.md.
1---2name: actual-setup3description: Set up Actual Computer (actual.inc) inference in Hermes.4license: MIT5---6
7# Actual Computer Setup Skill
8
9Sets up [actual.inc](https://actual.inc) (Actual Computer) as a Hermes inference
10provider. Actual turns the user's own hardware into a private inference cluster
11and exposes an OpenAI-compatible API two ways: a hosted end-to-end-encrypted
12relay at `https://api.actual.inc` (authenticated with an `ac_` key), and a local
13on-device daemon at `http://127.0.0.1:8080` (no auth on loopback). This skill
14does not install the Actual daemon for the user — device authorization requires
15a human in a browser.
16
17## When to Use
18
19- User wants to add actual.inc as an inference provider (cloud relay or local).
20- User has an `ac_` key and wants Hermes routed through their Actual cluster.
21- User wants fully-local, on-device inference via the Actual daemon.
22- Troubleshooting: Actual requests failing with cryptic 400s or empty streams.
23
24## Prerequisites
25
26- Hermes has **first-class `actual` provider support** (provider id `actual`,
27 aliases `actual-computer`, `actualcomputer`, `aci`). Do NOT configure Actual
28 as a `custom_providers` / `providers.actual.*` entry on current Hermes — the
29 built-in provider owns the name and handles base-url normalization, the
30 Responses transport, and local no-auth automatically.
31- Relay mode: an Actual account and an `ac_` inference key from
32 https://actual.inc/user/keys.
33- Local mode: the user has installed the daemon
34 (`curl -fsSL "https://actual.inc/install" | bash`) and completed device
35 authorization by running `actual` once and opening the printed
36 `https://actual.inc/device?code=...` URL in a browser. Relay that URL to the
37 user and WAIT — never invent an email or authorize on their behalf. Codes
38 expire in 5 minutes; re-run `actual` for a fresh one.
39
40## How to Run
41
42### Relay / API mode
43
441. Put the key in `.env` (secrets only — never config.yaml):
45 append `ACTUAL_API_KEY=ac_...` to `~/.hermes/.env`.
462. Verify the key and discover models with `terminal`:
47 ```bash
48 curl -s https://api.actual.inc/v1/models -H "Authorization: Bearer $ACTUAL_API_KEY"
49 ```
503. Select provider + model:
51 ```bash
52 hermes config set model.provider actual
53 hermes config set model.default "MODEL_ID_FROM_DISCOVERY"
54 ```
554. Verify end-to-end:
56 ```bash
57 hermes chat -Q -q "Reply with exactly: ACTUAL_OK" --provider actual -m MODEL_ID
58 ```
59
60### Local mode
61
621. Human has installed + authorized the daemon (see Prerequisites).
632. Download and load a model (scriptable once authorized):
64 ```bash
65 actual models search "qwen2.5 0.5b instruct gguf" --limit 8 --no-prompt
66 # Downloads REQUIRE an explicit quantization (409 ambiguous_model_download otherwise):
67 actual models download "Qwen/Qwen2.5-0.5B-Instruct-GGUF/Q4_K_M"
68 actual models list # note the INSTALLED name (differs from download id)
69 actual models load "qwen2.5-0.5b-instruct-q4_k_m" # load by installed name
70 ```
713. Point Hermes at the daemon. `ACTUAL_BASE_URL` with a loopback host flips the
72 built-in provider into local no-auth mode automatically — no key needed:
73 append `ACTUAL_BASE_URL=http://127.0.0.1:8080` to `~/.hermes/.env`, then:
74 ```bash
75 hermes config set model.provider actual
76 hermes config set model.default "INSTALLED_MODEL_NAME"
77 ```
784. Verify (reduced toolset — see context-window pitfall below):
79 ```bash
80 hermes chat -Q -q "Reply with exactly: LOCAL_OK" --provider actual -m INSTALLED_NAME -t file,web
81 ```
82
83## Quick Reference
84
85| Thing | Value |
86|---|---|
87| Hosted relay | `https://api.actual.inc/v1` (normalized from bare host automatically) |
88| Local daemon | `http://127.0.0.1:8080/v1` (no auth on loopback) |
89| Key env var | `ACTUAL_API_KEY` (`ac_...`) |
90| Base URL env var | `ACTUAL_BASE_URL` (loopback host ⇒ local no-auth mode) |
91| Provider id / aliases | `actual` / `actual-computer`, `actualcomputer`, `aci` |
92| Transport | Responses API (`codex_responses`) — built-in, do not override |
93| Cluster pinning | `X-Cluster-ID` header via `providers.actual.extra_headers` in config.yaml |
94| Model size guide | 0.5B Q4_K_M ~470MB (toy), 7-8B Q4_K_M ~4.5GB (daily driver), 32B ~20GB |
95
96## Pitfalls
97
981. **reasoning_effort trap (handled by Hermes since the first-class provider).**
99 Actual's SGLang/vLLM backends accept only `none/low/medium/high/max`;
100 `xhigh`/`ultra` used to fail with a cryptic
101 `Expecting value: line 1 column 1 (char 0)` (a wrapped HTTP 400). The
102 built-in provider clamps `xhigh→high` and `ultra→max` on the wire. If a
103 request still 400s this way on an old Hermes, set a per-model cap:
104 `agent.reasoning_overrides.<model>: high` in config.yaml.
1052. **Context-window overflow on small local models.** Hermes' default toolset
106 is ~26k tokens of schemas plus a ~9k-token system prompt. A model loaded
107 with a 32k context overflows before the first turn, and llama.cpp-family
108 servers emit a bare `data: [DONE]` — Hermes reports
109 `Provider returned an empty stream with no finish_reason`. This is NOT an
110 SSE bug. Fixes: restrict tools (`-t file,web`), load the model with a
111 larger `n_ctx`, or pick a >=64k-context model for the full toolset.
112 Upstream tracking: #51448 (do not file new issues; add evidence there).
113 Related but distinct: #65631 (HTTP-200 SSE carrying a 400), #56516
114 (reasoning-only streams).
1153. **Download ids vs installed names.** `actual models download` takes
116 `repo/QUANT` and 409s without an explicit quantization;
117 `actual models load` takes the INSTALLED name from `actual models list`.
1184. **Reasoning models returning empty content.** GLM/Qwen reasoning variants
119 emit thinking in a separate `reasoning` field and can burn a small
120 `max_tokens` entirely on reasoning. Give generous max_tokens before
121 assuming failure.
1225. **Do not create a custom provider named `actual`.** Older setup guides
123 (pre first-class support) wrote `providers.actual.*` config blocks. On
124 current Hermes the built-in provider wins the name; stale custom blocks
125 are ignored or conflict. Remove them and use the env vars + model.provider
126 flow above.
127
128## Verification
129
130```bash
131# Relay:
132hermes chat -Q -q "Reply with exactly: ACTUAL_OK" --provider actual -m MODEL
133# Local (small model — reduced toolset):
134hermes chat -Q -q "Reply with exactly: LOCAL_OK" --provider actual -m MODEL -t file,web
135# Provider status (local no-auth shows key_source=local-offline):
136hermes status
137```
138
139For other OpenAI-compatible clients (e.g. OpenCode), see
140`references/opencode.md`.