AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 8/10
- Last proof check
- 2026-04-21
- Score updated
- 2026-04-21
- Score fresh until
- 2026-05-21
- References
- 100
- Source count
- 4
- Coverage
- 67%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization
Canonical ID aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization | Route /signal-canvas/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantizationMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization",
"query_text": "Summarize AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization",
"normalized_query": "2604.18137",
"route": "/signal-canvas/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization",
"paper_ref": "aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 1
References: 100
Proof: Verification pending
Freshness state: computing
Source paper: AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization
PDF: https://arxiv.org/pdf/2604.18137v1
Source count: 4
Coverage: 67%
Last proof check: 2026-04-21T04:16:39.021Z
Signal Canvas receipt window
Watch and verify: AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization
/buildability/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
Subject: AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
Paper ref
aqpim-breaking-the-pim-capacity-wall-for-llms-with-in-memory-activation-quantization
arXiv id
2604.18137
Freshness
Generated at
2026-04-21T04:16:39.021Z
Evidence freshness
stale
Last verification
2026-04-21T04:16:39.021Z
Sources
4
References
100
Coverage
67%
Hash state
Lineage hash
ce2f7dcab866c761a0f457a2505b54cc5896e832abe04c60686097e60a09acfa
Canonical opportunity-kernel lineage hash.
Signature state
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.
Blockers
- Missing: repo_url
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
100 refs / 4 sources / Verification pending
repo_url
proof_status
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
AQPIM: Breaking the PIM Capacity Wall for LLMs with In-Memory Activation Quantization
Canonical Paper Receipt
Last verification: 2026-04-21T04:16:39.021ZFreshness: stale
Proof: unverified
Repo: missing
References: 100
Sources: 4
Coverage: 67%
- - repo_url
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 8.0
GitHub Code Pulse
No public code linked for this paper yet.
Key claims
Startup potential card
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