Fetching from the wire…
Infra2026-07-21 · source-backed
Dharia, Smith and Valderrama replace floating-point networks with differentiable logic gate networks for real-time EEG on microcontroller-class hardware. Logic gate networks compile to boolean circuits, so inference is effectively free relative to matmul. Concrete evidence for the thesis that edge inference won't be quantized transformers, it'll be something structurally different.
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A paper from Stanovsky's group (arXiv:2606.16576) tests whether LLM agents can uncover a hidden deterministic finite automaton through membership and equivalence queries. Performance drops sharply as the automaton grows, and trajectory analysis exposes recurring failures in qu...
SMITH (arXiv 2608.24571) points at a real gap in existing tool-creation systems: they prompt a frozen LLM at inference time, so the model writing a schema gets no signal about whether it can invoke that schema. SMITH alternates build rollouts and use rollouts inside one RL pol...
Everyone writing SKILL.md files has absorbed the same folklore. Keep the top file thin. Push detail into reference files. Let the agent walk the tree as needed. More layers, more context efficiency. A controlled study submitted July 20 tested that across InfiniteBench, three a...
If you have a CLAUDE.md, you're in scope. Today. arXiv 2607.14611 (cs.CR, filed July 16) evaluates prompt injection planted in the persistent memory files that agentic coding systems write and re-read across sessions. The researchers tested both Anthropic's Claude Code and Ope...
Working, episodic, persona, and graph memory — with adaptive routing deciding which tier to read/write per interaction. Concrete, implementable architecture for agent builders dealing with context limits in persistent deployments. Source
Anthropic: Claude Code Security Launch — The primary source with full technical details on how autonomous vulnerability scanning works. Essential reading for anyone building with Claude. ggml.ai Joins Hugging Face — Georgi Gerganov's announcement with the full vision for seaml...
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