2 changed files with 25 additions and 18 deletions
@@ -88,16 +88,18 @@ if your base URL already ends in `/v1`, that's correct and you should not add
 ## What the gateway guarantees (and what it doesn't)
-Checked against `gateway.inference.coop` (LiteLLM 1.103.2) with a member key
+Checked against `gateway.inference.coop` (LiteLLM 1.103.2 at the time of
-on 2026-10-19. If any of this drifts, open a PR against this file.
+writing) with a member key on 2026-10-19, re-checked 2026-10-26/27. If any of this drifts, open a PR against this file.
 - **Supported route:** `POST /v1/chat/completions`. The audio, image and
  embedding routes work for the models marked for them in the
-  [model list](models.md). `POST /v1/messages` (Anthropic format) also
+  [model list](models.md). `POST /v1/messages` (Anthropic format) answers for
-  answers: it is LiteLLM's built-in translation layer, not something the co-op
+  some models (`greenpt/deepseek-v4.1-flash`, `tinfoil/deepseek-v4-1-flash`,
-  tests or supports. It carries tools and tool results correctly, but it drops
+  `tinfoil/glm-5.3`, `tinfoil/gpt-oss-120b`) and returns 404 for others
-  the `cost` field and any reasoning content, so prefer chat completions for
+  (`greenpt/glm-5.3-flash`): it is LiteLLM's built-in translation layer, not
-  anything you meter.
+  something the co-op tests or supports. Where it works it carries tools and
  tool results correctly, but it drops the `cost` field and any reasoning
  content, so prefer chat completions for anything you meter.
 - **Fallbacks are silent in the body, visible in the headers.** Some models
  have a fallback chain (today `greenpt/deepseek-v4.1-flash` →
  `tinfoil/deepseek-v4-1-flash` → `tinfoil/gpt-oss-120b`). If the first
@@ -113,13 +115,17 @@ on 2026-10-19. If any of this drifts, open a PR against this file.
 - **Timeouts and retries.** 180 seconds per request. Connection errors are
  retried up to twice; timeouts are never retried, because the provider has
  already billed the generation.
- **Reasoning is on by default** for `tinfoil/deepseek-v4-1-flash` and
+- **Reasoning is on by default** on every chat model we tested, and reasoning
-  `tinfoil/glm-5.3`, and reasoning tokens count against `max_tokens`. A
+  tokens count against `max_tokens`. How much varies: the GreenPT GLM models
-  700-token `max_tokens` can come back as `finish_reason: "length"` with 700
+  think for a dozen tokens or so and then answer, while the Tinfoil models and
-  reasoning tokens and no content. To turn it off per request, send
+  DeepSeek on either provider can think for hundreds. A 700-token `max_tokens`
  on `tinfoil/glm-5.3` or `tinfoil/gpt-oss-120b` can come back as
  `finish_reason: "length"` with 700 reasoning tokens and no content. To turn it off per request, send
  `"reasoning_effort": "none"` (or
-  `"chat_template_kwargs": {"enable_thinking": false}`). Anthropic-style
+  `"chat_template_kwargs": {"enable_thinking": false}`); `"off"` is rejected
-  `thinking: {...}` is dropped without an error.
+  with a 400, and `tinfoil/gpt-oss-120b` rejects `"none"` too, so thinking
  can't be disabled on that model. Anthropic-style `thinking: {...}` is
  dropped without an error.
 - **Unknown parameters are dropped, not rejected** (`drop_params` is on). If
  a parameter seems to have no effect, that is probably why.
 - **Usage.** With `"stream_options": {"include_usage": true}` the last chunk
@@ -139,7 +145,8 @@ on 2026-10-19. If any of this drifts, open a PR against this file.
  (`GET /key/info`) and its own budget container
  (`GET /team/info?team_id=…`, with the `team_id` from `/key/info`): spend,
  `max_budget`, and `budget_reset_at`. Handy for a client that wants to stop
-  before the gateway does. `/spend/logs` is admin-only.
+  before the gateway does. The scoping is enforced: asking for another team's
  `team_id` returns 403. `/spend/logs` is admin-only.
 - **No rate limits beyond the budget, and no request-size cap we could find
  below 1.5 MB.** There is one shared container; please be a good neighbour.
 - **No uptime guarantee** (Terms, "Service"). `GET /health/liveliness` and
@@ -43,8 +43,8 @@ that **you choose** which axis matters more for a given task.
  cost.
 - **Hard reasoning, coding, agentic work** → `tinfoil/glm-5.3` (TEE-protected)
  or `tinfoil/deepseek-v4-1-flash` for long documents and tool-driven tasks.
-  `greenpt/glm-5.3` is the renewable flagship for reasoning and drafting, but
+  `greenpt/glm-5.3` is the same model on renewable energy; choose between the
-  tool calls currently return empty through the gateway (see the table).
+  two by privacy posture, not capability (see the table).
 - **Images in, text out (vision)** → `tinfoil/deepseek-v4-1-flash` or the
  Apertus models — see the ✅ in the table below.
 - **Cheap and cheerful** → `tinfoil/gpt-oss-120b` or `greenpt/glm-5.3-flash`.
@@ -80,8 +80,8 @@ The emoji in the model name marks its **value tier** (the same icons used in the
 | `🔒 tinfoil/deepseek-v4-1-flash` | Tinfoil | architectural | undisclosed | ✅ | ✅ | 1M | $0.65 / $1.45 / $0.13 | TEE-protected version of the default; image input, tool calling, long docs/agents. Reasoning on by default. |
 | `🔒 tinfoil/glm-5.3` | Tinfoil | architectural | undisclosed | — | ✅ | 1M | $1.80 / $5.75 / $0.45 | GLM flagship, TEE-protected; strongest private-tier model for agentic coding and long-horizon tasks. Reasoning on by default; the fastest model we measured. |
 | `🔒 tinfoil/gpt-oss-120b` | Tinfoil | architectural | undisclosed | — | ? | 131K | $0.15 / $0.60 / — | Lightweight open-weight reasoning; cheapest private tier. |
-| `🌱 greenpt/glm-5.3-flash` | GreenPT | policy | ✅ 100% renewable | — | ? | 1M | $0.11 / $0.44 / $0.022 | Fast GLM model, renewable energy. |
+| `🌱 greenpt/glm-5.3-flash` | GreenPT | policy | ✅ 100% renewable | — | ✅ | 1M | $0.11 / $0.44 / $0.022 | Fast GLM model, renewable energy. Reasoning on by default. Tool calls verified 2026-10-26. |
-| `🌱 greenpt/glm-5.3` | GreenPT | policy | ✅ 100% renewable | — | ⚠️ | 1M | $1.10 / $4.40 / $0.275 | GLM flagship, renewable energy. Tool calls currently return empty through the gateway (one reasoning token, then stop; 3 of 3 runs on 2026-10-19). Use `tinfoil/glm-5.3` for agentic work until this is fixed. |
+| `🌱 greenpt/glm-5.3` | GreenPT | policy | ✅ 100% renewable | — | ✅ | 1M | $1.10 / $4.40 / $0.275 | GLM flagship, renewable energy. A successful tool call comes back with empty `content` and one reasoning token, so read `tool_calls`, not `content`. Tool calls failed 3 of 3 on 2026-10-19 and passed 15 of 15 on 2026-10-26/27; if you see the failure again, note it here. |
 | `🌱 regolo/apertus-70b` | Regolo | policy + ZDR | ✅ 100% renewable | ✅ | ? | 65K | $0.46 / $2.44 / — | Fully open sovereign model (Apache-2.0), large/capable, image understanding. |
 | `🌱 regolo/qwen3.5-122b` | Regolo | policy + ZDR | ✅ 100% renewable | ✅ | ? | 262K | $1.16 / $4.87 / — | Large vision+reasoning MoE (Qwen 3.5, 122B-A10B); 262K context. Thinking is forced off in the gateway config. |