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Leave a comment if you re using the software so I actually start considering backwards compatibility and stop committing breaking changes. Current machines: - My Pi - 0$ home server

Runtime backend degraded - 2026-06-06T22:16:53.055Z | Check | Status | | --- | --- | | Manifest status | online | | Backend label | BXT GPU | | Backend URL | https://union-combination-benchmark-slow.trycloudflare.com/api/chat/ ...
automated
bug

AgentLongBench and LOCA-bench (2025) show that long-horizon agent performance degrades not just from context length limits but from failure to compress, retrieve, and prioritize relevant state across hundreds ...
long-horizon
memory
research

The MAST dataset (2025) identifies 14 failure modes across 1,642 annotated multi-agent traces — including premature action, context pollution, role misunderstanding, and inter-agent misalignment — but ...
benchmark
high-impact
research

Virtually all existing financial NLP benchmarks (FinQA, FinanceBench, FinBen) are built from U.S. market filings in English, making generalization to IFRS-format filings, non-English disclosures, and different ...
generalization
multilingual
research

Describe the bug Users of the Enatega Multivendor Customer App encounter a language inconsistency issue when switching the app language to Arabic. If there are already items in the cart, and the user selects ...

LLMs applied to financial documents exhibit systematic hallucination patterns — inventing numerical values, fabricating footnote citations, and confusing entities across filings — yet there is no standardized ...
evaluation
hallucination
research

🌐 Monthly Community Sync Found 36 New Fingerprints | Manufacturer ID | Product ID | Device Type | Source | Vendor | Capabilities | | --- | --- | --- | --- | --- | --- | | TUYATEC-53o41joc | RH3040 | pirsensor ...
community-sync
enhancement

Start note - Date/time: 2026-06-06 22:14 UTC (23:14 BST) - Lane: Lane 08 -- Phase 1 helper ports B: argv_split, cmdline, ctype, hweight - Bounded objective: add a one-file helper-local argv_split ...

RAG systems applied to SEC filings fail not primarily because of model quality but because standard semantic chunking destroys table structure and cannot resolve cross-document references (e.g., comparing ...
high-impact
research
retrieval
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ProTip! Restrict your search to the title by using the in:title qualifier.