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llm
473 postsBeyond Context Engineering: A Discipline for Reliable LLMs
A position paper argues LLM reliability requires channel engineering, not just context engineering, and introduces the Socium collaboration model.
600 AI Architectures: What LLMs Default to When Designing Systems
Six LLM families produced 600 system architectures from identical briefs, exposing default tech choices, low consensus in key layers, and constraint-driven shifts.
AVE: A Behavioral Vulnerability Standard for Agentic AI
AVE is a new standard classifying behavioral vulnerabilities in agentic AI, using AIVSS scoring and the bawbel-scanner reference tool for CI checks.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comAI-Assisted Vacation Project Cracks Open 2008 Quantum Physics Puzzle
An engineer used Claude AI on vacation to solve two open corners of a 2008 quantum mechanics constraint problem, verified via exact arithmetic.
Inside the New Agent Swarm: Coordination at 1,000 Commits/Sec
A deep dive into how a new AI agent swarm architecture uses planner-worker hierarchies and a custom VCS to coordinate work at 1,000 commits per second.
Study Finds AI Text Watermarks Fail Legal Evidence Standards
Study finds AI watermarking schemes KGW, Unigram, and SynthID fail Daubert legal criteria after simple paraphrase attacks strip out marks.
MoE Expert Streaming Runs a 120B-Parameter LLM on an Android Phone
An open-source Android app streams MoE experts from flash storage to run a 120B-parameter LLM on phone CPUs, with 30B models at usable speeds.
SDABench: A New Benchmark Testing LLMs on Scientific Discovery
SDABench evaluates LLMs on six scientific capabilities beyond code execution, exposing major gaps in assumption selection and mechanistic reasoning.
AI Circuit Tutor That Can't Draw a Wrong Circuit
How digiwleea's AI circuit tutor uses netlist verification and simulation feedback to guarantee every generated circuit is provably correct.
A Multi-Agent AI Game Cost $1,847 in One Weekend — Here's Why
A two-agent AI game cost $1,847 in one weekend. Breakdown of why multi-agent LLM costs multiply, plus the fixes that cut expensive calls.