Laya vs Gemini Decision 1

Laya 90

Free Apache-2.0 software with nothing to buy, so 20 + 20 + 20 for pricing, free use and no sign-up. No payment protocol (0). The maintainer takes donations through Buy Me A Coffee. Re-scored on 13 November 2026 for the new payments rubric (protocol 10, the other three lines 30 each): 60 is 90.

Gemini Decision 1 60

Model reading for gemini-decision-1 on the Gemini API's Decisions endpoint. Platform facts are the Gemini API listing's (gemini-api, re-read 1 November), carried over as RULES.md allows for a model on an already graded platform. No machine payment protocol (0). The pricing page lists $0.10 per million input tokens on the paid tier for every modality and no output charge, without a login (20). Free of charge on the free tier (20). A Google account and an AI Studio key come first (0). 0 + 20 + 20 + 0 = 40. Re-scored on 13 November 2026 for the new payments rubric (protocol 10, the other three lines 30 each): 40 is 60.

Laya 65

Scored on the local-package checklist, since Laya is a model you run. pip install laya, now at 0.4.21, with Python 3.10 and later required (20). Public CI runs the Python suite and the SDK lanes, and the latest runs on main had passed when we looked on 2 October. github.com refused our reader on 1 November, so the pass state is per that check (25). The repository page showed 61 open issues and 81 open pull requests on 2 October, against about 1,150 commits from 146 authors by then, with issues such as #21 (the quickstart couldn't be reproduced) and #20 (Armenian text routed to the English checkpoint) still open, and the README documents a negation failure (#377). Not re-read on 1 November (12 of 25). 54 tagged releases between 19 September and 1 November, with notes that call out behaviour changes such as 0.4.0 moving the default checkpoint, but no changelog file (8 of 15). Still 0.x and marked beta in the package metadata (0). 20+25+12+8+0 = 65.

Gemini Decision 1 40

Model reading for gemini-decision-1 on the Gemini API's Decisions endpoint. Platform facts are the Gemini API listing's (gemini-api, re-read 1 November), carried over as RULES.md allows for a model on an already graded platform. Status page at aistudio.google.com/status with no readable components or history (10 of 20) and no readable incident record (5 of 30). Rate-limit tiers and spend limits published for the platform, but the public rate-limit page, read on 11 November, has no row for Decision 1 and sends you to AI Studio (5 of 15). Backoff guidance for 429 and 503 and SDK retries (15). No SLA (0). The guide and the model page, read on 11 November, state no launch stage; the endpoint is v1beta and the model has one version, so half, as Gemini 4 Carbon was read (5 of 10). 10 + 5 + 5 + 15 + 0 + 5 = 40.

Laya 57

Read as software you run. No account. laya-serve binds to 0.0.0.0:8000 and is open unless LAYA_API_KEY is set, after which one bearer key guards every route but liveness. The NixOS module reads the key through systemd credentials (10 of 30). No write actions. Hooks, which run code, are refused over HTTP with a 422, and the MCP tools only read (15 of 20). SECURITY.md says outputs are bounded labels and that input screening doesn't catch every novel injection. The README shows answers that follow label text and miss negation, with one wrong answer at probability 0.9998. That's a written warning without a mitigation (9 of 15). Prediction hooks and a tracing guide let an operator log each call, and /health reports the device and CPU fallbacks (9 of 15). SECURITY.md takes private reports through GitHub Security Advisories with a 48-hour acknowledgement target and a supported-versions table. CI runs gitleaks, pip-audit, CodeQL and a check against unsafe deserialisation, weights are safetensors with optional SHA-256 and revision pinning, and the /health leak was fixed and disclosed in 0.3.23. No bug bounty, and no security.txt on convaiinnovations.com (14 of 20).

Gemini Decision 1 45

Model reading for gemini-decision-1 on the Gemini API's Decisions endpoint. Platform facts are the Gemini API listing's (gemini-api, re-read 1 November), carried over as RULES.md allows for a model on an already graded platform. Keys bound to a service account and restricted to the Gemini API, with no scopes and a token accepted in the URL (15 of 30, the platform's deduction). The pricing page, read on 11 November, says free-tier content is used to improve Google's products and paid-tier content isn't (10 of 20, the platform's reading). Abuse retention with no number (5 of 15). Request logs for billed projects are described for Generate Content; the Decisions guide says nothing on logging (10 of 15). security.txt and a reward programme, no certification naming the API (5 of 20). 15 + 10 + 5 + 10 + 5 = 45.

Laya 73

Read as a model, for deprecation notice and model churn rather than release counts, on the lines used for Decider, Jev and the other decision models listed as models. laya 0.4.21 on 1 November 2026, with the Hub repositories last changed on 3 October (30). No deprecation policy or notice period for model changes. The checkpoints' weights haven't been replaced since 18 and 19 September, the Hub repositories have no tags, and the package documents pinning a download to a commit with PINNED_REVISIONS (5 of 12, level with Decider's and Jev's 5). Six weeks with no weight replaced on main, but 0.4.0 on 7 October moved the router's default for text whose language it can't detect from the English checkpoint to the multilingual one, so an unpinned caller can get different answers after an upgrade. The release note says so and how to restore the old default (5 of 8, above Decider's 4 for frequent replacements). Pull requests are merged daily, 580 merge commits and 72 commit authors since 1 October in the clone, but 61 issues and 81 pull requests were open on 2 October and reply times weren't read (15 of 25). The Python package is current. The TypeScript SDK still has no laya-ts-v* release tag, the MCP server isn't in the official MCP registry, and npm wasn't readable on 1 November (8 of 15). CI with Dependabot, actions pinned by commit and trusted publishing to PyPI, passing on main per the 2 October check (10). 30+5+5+15+8+10 = 73.

Gemini Decision 1 79

Model reading for gemini-decision-1 on the Gemini API's Decisions endpoint. Platform facts are the Gemini API listing's (gemini-api, re-read 1 November), carried over as RULES.md allows for a model on an already graded platform. Released on 11 November 2026, the day of this check (30). Deprecations with earliest dates and no stated minimum notice (4 of 12). Shutdowns in the last 90 days kept to their table (4 of 8). Dated changelogs: google-genai 3.2.0's entry adds the Decisions API; the platform changelog wasn't re-read today (11 of 15). SDK replies not sampled (5 of 10). google-genai 3.2.0 tagged the same day with client.decisions.create; the JavaScript SDK is per Google's post (15). Runtimes stated on the platform (10). 30 + 4 + 4 + 11 + 5 + 15 + 10 = 79. The model is hours old, so these lines are the platform's habits more than this model's record.

Laya 80

Read as an API an agent calls for a decision. Answers are small and output_tokens is always 0. Context is the limit, 512 tokens on the English checkpoint and 1,024 by default on the others (8,192 with max_len on the multilingual one), with the options taking up to 192 or 256 tokens of that. predict_long windows longer documents (15 of 25). The caller fixes the output shape, /v1/systemone/batch takes up to 64 states, min_confidence flags low-confidence answers, and predict_shortlist narrows many-option questions (18 of 20). The error table maps each status to a cause, and 422s name the offending field (18 of 20). Calls are stateless. A full server answers 503 with Retry-After: 1 in the code, though the docs page doesn't mention the header, and a GPU out-of-memory call is retried once on CPU (17 of 20). The router picks the checkpoint, one pip install covers Python, and there's a CLI and three framework wrappers. The TypeScript SDK in the repository wasn't on npm (404) (12 of 15).

Gemini Decision 1 85

Read on the tool lines, as the other decision-model listings are. Model reading for gemini-decision-1 on the Gemini API's Decisions endpoint. Platform facts are the Gemini API listing's (gemini-api, re-read 1 November), carried over as RULES.md allows for a model on an already graded platform. Answers are probabilities only, and the shared input is billed once across up to 1,000 questions (25 of 25). Limits are written down: 262,144 tokens shared by the input and all questions, 1,000 questions, 2 to 255 options, inline data to 100 MB (50 MB for PDFs), 15 MB per external URL (20 of 20). Errors return HTTP 400 with a named code an agent can branch on, plus the platform's backoff advice (15 of 20). SDK retries and backoff guidance, no idempotency key; nothing is written, so a repeat only costs input again (10 of 20). Three required fields, SDK 3.2 or later in Python and JavaScript, and REST (15 of 15). 25 + 20 + 15 + 10 + 15 = 85.