Evidence Receipt. Related Resources.
Evidence Receipt. Related Resources.
Compared to this week’s papers
Verification pending
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Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Canonical route: /signal-canvas/fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselines
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselines | Route /signal-canvas/fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselines
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselinesMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselines",
"query_text": "Summarize Fine-Tuning and Serving Gemma 4 31B on Google Cloud TPU: A Technical Comparison with GPU Baselines"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Fine-Tuning and Serving Gemma 4 31B on Google Cloud TPU: A Technical Comparison with GPU Baselines",
"normalized_query": "2605.25645",
"route": "/signal-canvas/fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselines",
"paper_ref": "fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselines",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Claims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Fine-Tuning and Serving Gemma 4 31B on Google Cloud TPU: A Technical Comparison with GPU Baselines
PDF: https://arxiv.org/pdf/2605.25645v1
Source count: 3
Coverage: 50%
Last proof check: 2026-05-27T00:06:03.863Z
Signal Canvas receipt window
/buildability/fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselines
Subject: Fine-Tuning and Serving Gemma 4 31B on Google Cloud TPU: A Technical Comparison with GPU Baselines
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Preparing verified analysis
Dimensions overall score 0.0
No public code linked for this paper yet.
{"file name": "input.pdf", "number of pages": 16, "author": "Jatin Kishnani; Mayank Goel; Amit Singh; Pulkit Agrawal; Sairanjan Mishra"
Implication not extracted yet.
partial
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselines
Paper ref
fine-tuning-and-serving-gemma-4-31b-on-google-cloud-tpu-a-technical-comparison-with-gpu-baselines
arXiv id
2605.25645
Generated at
2026-05-27T00:06:03.863Z
Evidence freshness
stale
Last verification
2026-05-27T00:06:03.863Z
Sources
3
References
0
Coverage
50%
Lineage hash
358993379e99d8bf3fd7cbef64d6f58b0cb69431e03cf1d1e5a9ee2609b41756
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references