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Research2026-09-22 · source-backed
Pre-registered study, 50 realistic backend tasks covering money arithmetic, time handling, idempotency and access control, run bare and again behind a fixed filled specification frame. Defects fell in every model by 0.16 to 0.70 findings per task, every Holm-adjusted sign test significant, winning 95 of the 100 differing pairs. Bandit medium-or-high issues dropped from 53 to 11. All 500 outputs, prompts, AST checkers and the pre-registration are published with a DOI, so you can re-derive it rather than trust it. The interesting contrast is that this worked where instruction files had not. (arXiv 2609.23270)
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Every retrieval pipeline I've built follows the same instinct: rank, threshold, pass only the top hits. Noise is bad. Precision is good. A controlled study says that instinct costs you accuracy (arXiv 2608.17188). 2,420 trials, 11 model configurations, 661 anonymized workplace...
arXiv 2608.04893 tests the "exchanged latent thoughts" claim by replacing the relayed cache with deranged, zeroed and moment-matched random counterparts. The claim holds only when the receiver genuinely needs the sender's private information (100% vs 23-25%, replicated across...
arXiv 2607.25479 shows a malicious model provider can embed dormant steering logic in the architecture definition itself via a trigger-gated additive modification of an intermediate representation. No data poisoning, no control of downstream fine-tuning, no deployment-time pro...
The researchers ran 1,355 samples through static scanning, then LLM-based CWE reasoning, then real exploit attempts in Docker (arXiv 2609.10762). Of the 654 samples with zero scanner findings, 95 had fully or partly confirmed exploits, a 14.53% rate. Weak random number generat...
A pre-registered audit with protocol, seed and analysis plan deposited under a DOI before any trial built nine modified copies of six open-source research projects varying SBOMs, signed releases, build provenance attestations, declared official channels, wrong-issuer signature...
Red Hat's Emerging Technologies group published ripwire, an Apache-2.0 zero-dependency C++23 binary with vendored tree-sitter grammars for 21 languages, exposed as both a CLI and an MCP server (GitHub). It reached 969 stars on Hacker News on September 7. It returns ranked symb...
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