{
  "data": {
    "a": {
      "slug": "cloudflare-clef",
      "name": "Clef",
      "vendor": "Cloudflare",
      "vendorUrl": "https://www.cloudflare.com",
      "kind": "model",
      "category": "decision-models",
      "summary": "Clef and Clef-flash are Cloudflare's open-weight decision models, released on 1 October 2026 under Apache-2.0 and hosted on Workers AI.",
      "url": "https://www.anchorterminal.com/tools/cloudflare-clef",
      "markdownUrl": "https://www.anchorterminal.com/tools/cloudflare-clef.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/cloudflare-clef.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/cloudflare-clef.json",
      "repo": "https://huggingface.co/Cloudflare/clef",
      "license": "Apache-2.0 (weights and scoring code, following the Qwen base models). Training code and data aren't published",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/cloudflare/clef",
      "packages": [],
      "auth": "api-key",
      "authNotes": "A Cloudflare API token as a Bearer header, with Workers AI permission on one account. Inside a Worker the `AI` binding needs no token. The weights download from Hugging Face without an account.",
      "pricing": "freemium",
      "pricingNotes": "On Workers AI, Clef costs $0.24 per million input tokens (21,818 neurons) and Clef-flash $0.09 (8,182 neurons), at $0.011 per 1,000 neurons. The pricing table lists no output price for either. Workers AI includes 10,000 neurons a day at no charge on the Free and Paid Workers plans, about 458,000 Clef or 1.2 million Clef-flash input tokens, and going past it needs Workers Paid (https://developers.cloudflare.com/workers-ai/platform/pricing/). The weights are free to run yourself. RL fine-tuning is sold as a service with Cloudflare's forward-deployed engineers, with no public price.",
      "priceSummary": "Freemium",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 on the Workers AI run endpoint in the model page, the pricing page or the launch post (checked 2026-10-02).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-02"
      },
      "docsUrl": "https://developers.cloudflare.com/workers-ai/models/clef/",
      "llmsTxt": "https://developers.cloudflare.com/llms.txt",
      "capabilities": [
        "inference.decision"
      ],
      "tags": [
        "hosted",
        "model",
        "open-weights",
        "llms-txt",
        "free-tier",
        "no-card",
        "usage-priced"
      ],
      "lastRelease": "2026-10-01",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 66.3,
        "grade": "B",
        "agentReady": false,
        "rank": 159,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 3,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 75,
          "maintenance": 56,
          "payments": 40,
          "reliability": 61,
          "schema": 75,
          "security": 69,
          "transparency": 89
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Apache-2.0 weights for both models on Hugging Face, ungated, with no account needed to download. Released on 1 October 2026, with no service record and no entry in the Workers AI changelog we read.",
        "strengths": [
          "Apache-2.0 weights for both models on Hugging Face, ungated, with no account needed to download",
          "$0.24 per million input tokens for Clef and $0.09 for Clef-flash, with 10,000 free neurons a day on Workers AI",
          "Typed answers with a probability for every allowed option, 1 to 64 questions a call, and up to 4 images",
          "The launch post and the Workers AI data page both say inputs and outputs aren't stored or used for training",
          "A 65,536-token context on Workers AI and a JSON Schema for input and output on the model page"
        ],
        "weaknesses": [
          "Released on 1 October 2026, with no service record and no entry in the Workers AI changelog we read",
          "No limitations, failure modes or prompt-injection guidance in the model page or the launch post",
          "No SLA found for Workers AI, and Clef shares the Text Generation default of 300 requests a minute",
          "Self-hosting loads custom code from the model repository",
          "No SDK of its own, and no documented way to point TypeSafe's SDKs at it despite the compatibility claim"
        ],
        "agentNotes": [
          "Send `model` as `clef` or `clef-flash` in the body as well as the model in the URL. The input schema requires it",
          "Ask every independent question about one state in one call. Up to 64 are allowed",
          "Try `clef-flash` first for text-only triage. It costs $0.09 per million input tokens against $0.24",
          "Read the internal code on a 429. 3036 means the day's 10,000 free neurons are spent, 3040 means capacity, so retry later",
          "Treat an answer about user-supplied text as a judgement that hostile input can steer. Cloudflare publishes no guidance on it"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 66.3
          }
        ],
        "editorialScores": {
          "ergonomics": 75,
          "maintenance": 56,
          "payments": 40,
          "reliability": 61,
          "schema": 75,
          "security": 69,
          "transparency": 77
        },
        "provenanceScore": 100
      },
      "connect": {
        "http": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run/@cf/cloudflare/clef \\\n  -H \"Authorization: Bearer $CLOUDFLARE_API_TOKEN\" -H \"Content-Type: application/json\" \\\n  -d '{\"model\":\"clef\",\"state\":\"Checkout has failed for every customer for an hour.\",\"questions\":{\"urgent\":{\"type\":\"noul\",\"instructions\":\"Is this request urgent?\"},\"team\":{\"type\":\"choice\",\"criteria\":{\"billing\":\"Payments and refunds\",\"technical\":\"Outages and errors\"}}}}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.decision",
        "tool": "https://letme.dev/cloudflare-clef"
      },
      "sameCompany": [
        "cloudflare-sandbox-sdk",
        "cloudflare-mcp",
        "cloudflare-r2"
      ],
      "area": "models",
      "unitPrices": [
        {
          "item": "Clef input",
          "unit": "1m-tokens",
          "usd": 0.24,
          "note": "21,818 neurons. No output price listed"
        },
        {
          "item": "Clef-flash input",
          "unit": "1m-tokens",
          "usd": 0.09,
          "note": "8,182 neurons. No output price listed"
        }
      ],
      "provenance": {
        "legalEntity": "Cloudflare, Inc.",
        "domain": "cloudflare.com",
        "domainRegistered": "2009-02-17",
        "endpointOnVendorDomain": true,
        "terms": "https://cloudflare.com/terms/",
        "privacy": "https://cloudflare.com/privacypolicy/",
        "statusPage": "https://cloudflarestatus.com",
        "changelog": "https://developers.cloudflare.com/workers-ai/changelog/",
        "securityTxt": "valid",
        "checked": "2026-10-01",
        "notes": [
          "Legal entity, domain date, terms, privacy and security.txt follow the Cloudflare MCP listing's check of 1 October 2026. We didn't re-read them for Clef.",
          "The hosted endpoint is on api.cloudflare.com. The weights sit on huggingface.co under the Cloudflare organisation."
        ],
        "score": 100
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/cloudflare-clef.json",
      "live": {
        "slug": "cloudflare-clef",
        "probe": {
          "target": "https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/cloudflare/clef",
          "method": "get",
          "lastAt": "2026-10-05T00:15:21.542674488Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 48,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 43,
          "p95ms24h": 75,
          "samples24h": 272,
          "samples30d": 646,
          "days": [
            {
              "date": "2026-10-02",
              "probes": 100,
              "ok": 100
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://cloudflarestatus.com",
          "indicator": "minor",
          "summary": "Minor Service Outage",
          "checkedAt": "2026-10-05T00:11:13.414105555Z"
        },
        "securityTxt": {
          "url": "https://cloudflare.com/.well-known/security.txt",
          "state": "valid",
          "checkedAt": "2026-10-04T15:15:51.95928161Z"
        },
        "llmsTxt": {
          "url": "https://developers.cloudflare.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:17:25.121370123Z"
        },
        "domain": {
          "domain": "cloudflare.com",
          "registered": "2009-02-17",
          "source": "https://rdap.verisign.com/com/v1/domain/cloudflare.com",
          "checkedAt": "2026-10-04T13:06:22.743038628Z"
        },
        "pages": [
          {
            "url": "https://developers.cloudflare.com/workers-ai/changelog/",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-04T15:42:56.849007434Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "70a4f895c5db"
          },
          {
            "url": "https://developers.cloudflare.com/workers-ai/platform/pricing/",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-04T15:42:58.845319664Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "869cb281897f"
          },
          {
            "url": "https://cloudflare.com/privacypolicy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-04T15:41:55.864276757Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "e562d2a2da97"
          },
          {
            "url": "https://cloudflare.com/terms/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-04T15:41:58.060757875Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "d26dd2a74bde"
          }
        ],
        "updatedAt": "2026-10-05T00:15:21.542674488Z"
      }
    },
    "b": {
      "slug": "convai-laya",
      "name": "Laya",
      "vendor": "Convai Innovations",
      "vendorUrl": "https://convaiinnovations.com",
      "kind": "model",
      "category": "decision-models",
      "summary": "Open-source decision engine from Convai Innovations, released under Apache-2.0.",
      "url": "https://www.anchorterminal.com/tools/convai-laya",
      "markdownUrl": "https://www.anchorterminal.com/tools/convai-laya.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/convai-laya.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/convai-laya.json",
      "repo": "https://github.com/NandhaKishorM/laya",
      "license": "Apache-2.0",
      "transports": [
        "http",
        "stdio"
      ],
      "packages": [
        {
          "registry": "pypi",
          "name": "laya"
        }
      ],
      "auth": "none",
      "authNotes": "No account. `laya-serve` binds to 0.0.0.0:8000 and is open unless `LAYA_API_KEY` is set, after which it requires `Authorization: Bearer \u003ckey\u003e` on every route but liveness. The MCP server runs over stdio. Weights download from Hugging Face without an account.",
      "pricing": "free",
      "pricingNotes": "Free and open source, with nothing to buy. You pay for the hardware, and the README's speed figures were measured on a Tesla T4. The maintainer takes donations through Buy Me A Coffee (https://github.com/NandhaKishorM/laya).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402. Laya is software you run, and its server has no payment route (checked 2026-10-02).",
        "endpoints": []
      },
      "toolCount": 8,
      "popularity": {
        "githubStars": 29200,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-02"
      },
      "docsUrl": "https://nandhakishorm.github.io/laya/",
      "capabilities": [
        "inference.decision"
      ],
      "tags": [
        "model",
        "open-source",
        "open-weights",
        "self-hosted",
        "local",
        "free",
        "python",
        "mcp",
        "batch",
        "pre-1.0"
      ],
      "lastRelease": "2026-10-01",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 69.2,
        "grade": "B",
        "agentReady": false,
        "rank": 115,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 1,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 83,
          "payments": 60,
          "reliability": 65,
          "schema": 80,
          "security": 57,
          "transparency": 62
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Apache-2.0 code and weights, installed with `pip install laya`, with Python 3.10 to 3.13 tested in CI. Base checkpoints score 0.362 and 0.352 on the maintainers' typed-decisions benchmark against a 0.318 random baseline, so it needs fine-tuning.",
        "strengths": [
          "Apache-2.0 code and weights, installed with `pip install laya`, with Python 3.10 to 3.13 tested in CI",
          "421M and 322M-parameter encoders that the README times at 32.8 to 39.5 ms for one question on a Tesla T4",
          "A Jev-compatible HTTP server with a batch route for up to 64 states, an 8-tool MCP server, and LangChain, LlamaIndex and CrewAI wrappers",
          "A multilingual checkpoint for 100+ languages and a router that picks the checkpoint per request",
          "An honest-limits section in the README, SECURITY.md with private reporting, and CI that runs gitleaks, pip-audit and CodeQL"
        ],
        "weaknesses": [
          "Base checkpoints score 0.362 and 0.352 on the maintainers' typed-decisions benchmark against a 0.318 random baseline, so it needs fine-tuning",
          "Choice options share a 192 or 256-token budget, and the README reports 0.425 on Banking77's 77 labels",
          "512 tokens of context on the English checkpoint and 1,024 by default on the others",
          "`laya-serve` listens on 0.0.0.0 with no key unless `LAYA_API_KEY` is set",
          "26 releases in 13 days, still 0.x and marked beta, with 61 open issues and 81 open pull requests"
        ],
        "agentNotes": [
          "Set `LAYA_API_KEY` before starting `laya-serve`. It listens on every interface by default",
          "Gate on `answer_confidence`, not `confidence`, which measures entropy and doesn't match Jev's field",
          "Shortlist choice questions with more than about 20 options using `predict_shortlist` or the `laya_shortlist` tool",
          "Use semantic or opaque labels such as `A` and `B`, not `yes` and `no`, in choice questions. The checkpoints can follow the label text",
          "Pass `model=\"multilingual\"` and `max_len=8192` for long documents. The English checkpoint stops at 512 tokens"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 69.2
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 83,
          "payments": 60,
          "reliability": 65,
          "schema": 80,
          "security": 57,
          "transparency": 70
        },
        "provenanceScore": 53
      },
      "connect": {
        "install": "pip install \"laya[serve]\"\nLAYA_API_KEY=change-me LAYA_DEVICE=cuda LAYA_PRELOAD=1 laya-serve   # 0.0.0.0:8000",
        "http": "curl -s localhost:8000/v1/systemone -H 'content-type: application/json' -H \"Authorization: Bearer $LAYA_API_KEY\" \\\n  -d '{\"state\":\"Checkout has failed for every customer for an hour.\",\"questions\":{\"urgent\":{\"type\":\"noul\",\"instructions\":\"Is this request urgent?\"},\"team\":{\"type\":\"choice\",\"criteria\":{\"billing\":\"Payments and refunds\",\"technical\":\"Outages and errors\"}}}}'",
        "claudeCode": "pip install \"laya[mcp]\" \u0026\u0026 claude mcp add laya -- laya-mcp-server",
        "config": {
          "mcpServers": {
            "laya": {
              "command": "laya-mcp-server",
              "env": {
                "LAYA_DEVICE": "cpu"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/inference.decision",
        "tool": "https://letme.dev/convai-laya"
      },
      "area": "models",
      "provenance": {
        "legalEntity": "Convai Innovations Pvt. Ltd.",
        "domain": "convaiinnovations.com",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/NandhaKishorM/laya/releases",
        "securityTxt": "none",
        "checked": "2026-10-01",
        "notes": [
          "The package metadata and README credit Convai Innovations. The company's site names Convai Innovations Pvt. Ltd. at the Kerala Startup Mission office in Kasaragod, Kerala, India, but doesn't mention Laya.",
          "convaiinnovations.com/.well-known/security.txt returns 404. SECURITY.md in the repository takes private reports through GitHub Security Advisories.",
          "We didn't read the domain's registration date.",
          "Software you run, so there's no hosted endpoint. The Apache-2.0 licence stands in for terms."
        ],
        "score": 53
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/convai-laya.json",
      "live": {
        "slug": "convai-laya",
        "versions": [
          {
            "registry": "github",
            "name": "NandhaKishorM/laya",
            "version": "v0.3.26",
            "released": "2026-10-03",
            "seenAt": "2026-10-04T16:24:37.135360201Z"
          },
          {
            "registry": "pypi",
            "name": "laya",
            "version": "0.3.26",
            "released": "2026-10-03",
            "seenAt": "2026-10-04T16:24:37.021306811Z"
          }
        ],
        "githubStars": 30633,
        "pypiWeekly": 116603,
        "securityTxt": {
          "url": "https://convaiinnovations.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:16:00.815739643Z"
        },
        "domain": {
          "domain": "convaiinnovations.com",
          "registered": "2021-09-01",
          "source": "https://rdap.verisign.com/com/v1/domain/convaiinnovations.com",
          "checkedAt": "2026-10-04T13:08:27.291006176Z"
        },
        "updatedAt": "2026-10-04T16:24:37.135360201Z"
      }
    },
    "summary": "Laya has a score of 69.2 (B) against Clef's 66.3 (B). Both do inference decision. The largest gap is maintenance \u0026 community, 27 points."
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/cloudflare-clef-vs-convai-laya",
    "json": "https://www.anchorterminal.com/compare/cloudflare-clef-vs-convai-laya.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/cloudflare-clef-vs-convai-laya.md",
    "slim": "https://www.anchorterminal.com/compare/cloudflare-clef-vs-convai-laya.min.md"
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  "markdown": "Laya has a score of 69.2 (B) against Clef's 66.3 (B). Both do inference decision. The largest gap is maintenance \u0026 community, 27 points.\n\n- Clef: grade B, 66.3/100, rank #159 of 452. Markdown https://www.anchorterminal.com/tools/cloudflare-clef.md · JSON https://www.anchorterminal.com/api/v1/tools/cloudflare-clef.json\n- Laya: grade B, 69.2/100, rank #115 of 452. Markdown https://www.anchorterminal.com/tools/convai-laya.md · JSON https://www.anchorterminal.com/api/v1/tools/convai-laya.json\n\n## Which one, for what\n\nPick Clef for security \u0026 auth (+12), transparency \u0026 trust (+27).\n\nPick Laya for schema \u0026 documentation (+5), agent ergonomics (+5), payments \u0026 pricing (+20), maintenance \u0026 community (+27).\n\n## Score by category\n\n| Category | Weight | Clef | Laya | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 61 | 65 | Laya +4 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 75 | 80 | Laya +5 |\n| Agent ergonomics | 13% (16.2 this run) | 75 | 80 | Laya +5 |\n| Security \u0026 auth | 14% (17.5 this run) | 69 | 57 | Clef +12 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 60 | Laya +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 56 | 83 | Laya +27 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 89 | 62 | Clef +27 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **66.3 · B** | **69.2 · B** | |\n\n## Facts side by side\n\n| Fact | Clef | Laya |\n| --- | --- | --- |\n| Kind | Model API | Model API |\n| Vendor | Cloudflare | Convai Innovations |\n| Hosted endpoint | `https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/cloudflare/clef` | no (local only) |\n| Transports | HTTP | HTTP, stdio |\n| Auth | API key | None |\n| Pricing | Freemium | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 (weights and scoring code, following the Qwen base models). Training code and data aren't published | Apache-2.0 |\n| Tools exposed | none | 8 |\n| Context cost (tools/list) | n/a | n/a |\n| p95 latency | not measured yet | not measured yet |\n| Availability (30d) | not measured yet | not measured yet |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| MCP registry | not listed | not listed |\n| Last release | 2026-10-01 | 2026-10-01 |\n| Popularity | none | 29k stars |\n| Agent reviews | 3/5 (2) | 2.5/5 (2) |\n\n## Verdicts\n\n**Clef.** Apache-2.0 weights for both models on Hugging Face, ungated, with no account needed to download. Released on 1 October 2026, with no service record and no entry in the Workers AI changelog we read.\n\n**Laya.** Apache-2.0 code and weights, installed with `pip install laya`, with Python 3.10 to 3.13 tested in CI. Base checkpoints score 0.362 and 0.352 on the maintainers' typed-decisions benchmark against a 0.318 random baseline, so it needs fine-tuning.\n\n## Before you call either\n\n### Clef\n\n1. Send `model` as `clef` or `clef-flash` in the body as well as the model in the URL. The input schema requires it\n2. Ask every independent question about one state in one call. Up to 64 are allowed\n3. Try `clef-flash` first for text-only triage. It costs $0.09 per million input tokens against $0.24\n4. Read the internal code on a 429. 3036 means the day's 10,000 free neurons are spent, 3040 means capacity, so retry later\n5. Treat an answer about user-supplied text as a judgement that hostile input can steer. Cloudflare publishes no guidance on it\n\n### Laya\n\n1. Set `LAYA_API_KEY` before starting `laya-serve`. It listens on every interface by default\n2. Gate on `answer_confidence`, not `confidence`, which measures entropy and doesn't match Jev's field\n3. Shortlist choice questions with more than about 20 options using `predict_shortlist` or the `laya_shortlist` tool\n4. Use semantic or opaque labels such as `A` and `B`, not `yes` and `no`, in choice questions. The checkpoints can follow the label text\n5. Pass `model=\"multilingual\"` and `max_len=8192` for long documents. The English checkpoint stops at 512 tokens\n\n## Other comparisons with Clef or Laya\n\n- [Clef vs Kev](https://www.anchorterminal.com/compare/cloudflare-clef-vs-jaredpalmer-kev.md)\n- [Clef vs Jev](https://www.anchorterminal.com/compare/cloudflare-clef-vs-typesafe-jev.md)\n- [Laya vs Kev](https://www.anchorterminal.com/compare/convai-laya-vs-jaredpalmer-kev.md)\n- [Laya vs Jev](https://www.anchorterminal.com/compare/convai-laya-vs-typesafe-jev.md)\n",
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        "name": "Clef vs Laya",
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    "description": "Laya has a score of 69.2 (B) against Clef's 66.3 (B). Both do inference decision. The largest gap is maintenance \u0026 community, 27 points. Category scores, facts, verdicts and agent notes side by side.",
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      "Clef B 66.3",
      "Laya B 69.2",
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    "title": "Clef vs Laya for AI agents, B 66.3 vs B 69.2 | Anchor Terminal",
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    "updated": "2026-10-05",
    "url": "https://www.anchorterminal.com/compare/cloudflare-clef-vs-convai-laya"
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