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Merged
CodexManvik merged 1 commit into from
Nov 9, 2026
Merged

Live demo link, 30/30 benchmark, correct social preview URL #15

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6 changes: 4 additions & 2 deletions DEPLOY.md
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Expand Up @@ -118,8 +118,10 @@ shared secret is needed.
https://floatchat.vercel.app,http://localhost:3000
```

5. Open the site and ask a question. The run log should fill in step by step and the answer should stream in.
If you later add a custom domain on Vercel, add it to `ALLOWED_ORIGINS` too.
5. In **Vercel → your project → Settings → Environment Variables**, add `NEXT_PUBLIC_SITE_URL` = that URL and
redeploy, so shared links show your site's preview image (the default is the original demo's address).
6. Open the site and ask a question. The run log should fill in step by step and the answer should stream in.
If you later add a custom domain on Vercel, add it to `ALLOWED_ORIGINS` and `NEXT_PUBLIC_SITE_URL` too.

## 6. Streamlit Community Cloud: the old interim UI (optional)

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90 changes: 45 additions & 45 deletions eval/latest.json
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@@ -1,15 +1,15 @@
{
"api": "https://floatchat-ai-svjw.onrender.com",
"ran_at": "2026-11-08 18:16 UTC",
"ran_at": "2026-11-09 05:16 UTC",
"summary": {
"cases": 30,
"passed": 29,
"routing_accuracy": 0.967,
"passed": 30,
"routing_accuracy": 1.0,
"filter_accuracy": 1.0,
"answer_pass_rate": 1.0,
"median_latency_ms": 2595,
"llm_routed": 28,
"llm_wrote_answer": 30,
"median_latency_ms": 1929,
"llm_routed": 30,
"llm_wrote_answer": 28,
"failed_requests": 0
},
"results": [
Expand All @@ -31,7 +31,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 2701,
"latency_ms": 1249,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -61,7 +61,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 1498,
"latency_ms": 1783,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -95,7 +95,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 1712,
"latency_ms": 1839,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand All @@ -121,7 +121,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 1957,
"latency_ms": 1772,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand All @@ -147,7 +147,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 1836,
"latency_ms": 1976,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand All @@ -173,7 +173,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 1807,
"latency_ms": 1572,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -203,7 +203,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 1931,
"latency_ms": 1764,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand All @@ -229,7 +229,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 1818,
"latency_ms": 1782,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -259,7 +259,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 2003,
"latency_ms": 1883,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand All @@ -285,7 +285,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 3129,
"latency_ms": 1999,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -315,7 +315,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 2463,
"latency_ms": 2010,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -343,7 +343,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 1996,
"latency_ms": 1492,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -374,8 +374,8 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 2165,
"router": "keywords",
"latency_ms": 1477,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
"filters": true,
Expand All @@ -402,7 +402,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 1672,
"latency_ms": 1625,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -432,7 +432,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 181,
"latency_ms": 2420,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -464,7 +464,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 2882,
"latency_ms": 2727,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand All @@ -491,7 +491,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 2162,
"latency_ms": 1777,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -523,7 +523,7 @@
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 7575,
"latency_ms": 7085,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -553,7 +553,7 @@
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 3701,
"latency_ms": 16268,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -581,7 +581,7 @@
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 2894,
"latency_ms": 10319,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -611,7 +611,7 @@
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 10737,
"latency_ms": 12675,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -643,9 +643,9 @@
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 10217,
"router": "keywords",
"llm_wrote_answer": true,
"latency_ms": 5667,
"router": "llm",
"llm_wrote_answer": false,
"routing": true,
"filters": true,
"answer": true,
Expand All @@ -671,7 +671,7 @@
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 4217,
"latency_ms": 2374,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -701,7 +701,7 @@
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 11665,
"latency_ms": 8044,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand All @@ -725,9 +725,9 @@
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 7732,
"latency_ms": 9042,
"router": "llm",
"llm_wrote_answer": true,
"llm_wrote_answer": false,
"routing": true,
"filters": true,
"answer": true,
Expand All @@ -747,23 +747,23 @@
}
},
"got": {
"path": "analytical",
"intent": "custom",
"path": "semantic",
"intent": null,
"filters": {
"region": "Bay of Bengal",
"month_num": 9,
"year": 2026
},
"answered_by": "analytical"
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 4907,
"latency_ms": 193,
"router": "llm",
"llm_wrote_answer": true,
"routing": false,
"routing": true,
"filters": true,
"answer": true,
"note": "routed to analytical/custom"
"note": null
},
{
"id": "follow-region",
Expand All @@ -787,7 +787,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 3397,
"latency_ms": 1843,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -819,7 +819,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 5795,
"latency_ms": 2524,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -849,7 +849,7 @@
"answered_by": "analytical"
},
"status": 200,
"latency_ms": 2489,
"latency_ms": 1783,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
Expand Down Expand Up @@ -879,7 +879,7 @@
"answered_by": "semantic"
},
"status": 200,
"latency_ms": 13054,
"latency_ms": 3235,
"router": "llm",
"llm_wrote_answer": true,
"routing": true,
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14 changes: 7 additions & 7 deletions eval/latest.md
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## FloatChat evaluation — 29/30 questions fully correct
## FloatChat evaluation — 30/30 questions fully correct

Run against `https://floatchat-ai-svjw.onrender.com` on 2026-11-08 18:16 UTC.
Run against `https://floatchat-ai-svjw.onrender.com` on 2026-11-09 05:16 UTC.

| Metric | Score |
|---|---|
| Routing accuracy (SQL vs search, and which analysis) | 97% |
| Routing accuracy (SQL vs search, and which analysis) | 100% |
| Filter accuracy (region, month, year, sensor) | 100% |
| Answer checks passed | 100% |
| Median latency | 2595 ms |
| Understood by the LLM router | 28/30 |
| Answers written by the LLM | 30/30 |
| Median latency | 1929 ms |
| Understood by the LLM router | 30/30 |
| Answers written by the LLM | 28/30 |

| Case | Question | Routing | Filters | Answer | Notes |
|---|---|---|---|---|---|
Expand Down Expand Up @@ -38,7 +38,7 @@ Run against `https://floatchat-ai-svjw.onrender.com` on 2026-11-08 18:16 UTC.
| `no-data-red-sea` | Describe recent profiles from the Red Sea | ✅ | ✅ | ✅ | |
| `find-nitrate-arabian` | Find nitrate measurements in the Arabian Sea | ✅ | ✅ | ✅ | |
| `find-thermocline` | Show me profiles with a strong thermocline | ✅ | ✅ | ✅ | |
| `find-bengal-september` | Profiles in the Bay of Bengal in September 2026 | ❌ | ✅ | ✅ | routed to analytical/custom |
| `find-bengal-september` | Profiles in the Bay of Bengal in September 2026 | ✅ | ✅ | ✅ | |
| `follow-region` | now only the Bay of Bengal *(follow-up to depth-avg)* | ✅ | ✅ | ✅ | |
| `follow-month` | and just in March *(follow-up to depth-avg-arabian)* | ✅ | ✅ | ✅ | |
| `follow-monthly-arabian` | now for the Arabian Sea *(follow-up to monthly)* | ✅ | ✅ | ✅ | |
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