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OpenAI terminated safety researchers Jasmine Wang, Tomek Korbak, and Mikita Balesni last week, asserting that they violated company policies by mishandling research information, specifically by accessing and sharing conf…
→ View original source![[Paper] EngramEdit: Decoupled Knowledge Updates in LLMs through Conditional Memory](https://preview.redd.it/cv4ijqtw0euh1.png?width=140&height=57&auto=webp&s=a50e0150d8cfb6701ceaec3c3ac33887dde66670)
EngramEdit proposes a conditional memory architecture where input n‑grams retrieve learned embeddings, expanding LLM capacity with minimal extra computation. By decoupling factual knowledge storage from the Transformer’s…
→ View original source![[Paper] DLoop: Looped Speculative Decoding](https://preview.redd.it/qt7fjeyd7euh1.png?width=140&height=72&auto=webp&s=28336cf2022f41d9d09c7311db0f5738931eda30)
DLoop proposes a looped speculative decoding scheme that eliminates the verification step after each drafting stage when the target model accepts all proposed tokens, allowing the draft model to continue generating token…
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The team reduced the memory footprint of Qwen 3.5 4B to 800 MB while supporting a 128K token context, down from the typical 4 GB requirement. This was accomplished by compressing the KV cache and shipping a custom llama.…
→ View original sourceOpen Code Review (OCR) is an open‑source CLI tool that performs AI‑assisted code reviews by combining deterministic engineering steps with a language‑model‑driven agent. It reads Git diffs, bundles related files, and sen…
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Ryan interviews Datadog CPO Yanbing Li on the Stack Overflow blog about applying observability to non-deterministic AI agents. They discuss how observability blurs the line between software development and production wor…
→ View original sourcebigarrow is a standalone Swift CLI for macOS that draws transient, click‑through overlays — arrows, rings, or boxes with optional text labels — to guide human attention without stealing focus or requiring special permiss…
→ View original sourceA Reddit post in r/LocalLLaMA discusses quantization techniques applied to linear-attention mechanisms in the Qwen and Kimi models. The submission highlights recent work on optimizing these attention variants for efficie…
→ View original sourceWorldMonitor is a real‑time global intelligence dashboard that aggregates news, geopolitical events, and infrastructure data into a unified situational‑awareness interface. It uses a dual map engine— a 3D globe rendered …
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The author benchmarked four open decision models—Laya, Liquid's D1, Cloudflare's Clef‑Flash, and Interfaze's LEV—on an RTX 4090 by having each process nine Wikipedia articles about centipedes (≈9.5 k words) and flag cent…
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Across 1,273 runs of LLM‑based agents on seven applications, standalone agents caused damage in 20‑57% of harmful paths, even with Claude Sonnet 5.5. Adding a small consequence oracle that predicts “what happens if I do …
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The post defines an operability stack for production LLM systems built around a single gateway chokepoint that carries a decision_id through metrics, logs, traces and the ledger. Observability adds a decision layer to cl…
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