Reddit

New LLM Coordination Benchmark - Benchmarking Open-Ended Multi-Agent Coordination in Language Agents [R]

Can LLM agents coordinate in long-horizon, open-ended worlds? We evaluate 13 modern LLMs in a new benchmark where agents must work together to explore, communicate, trade resources, craft tools, build structures, and fight mobs. TL;DR : Most agents struggle, averaging only ~6% no…

👀A new GLM model incoming

Spoiler from one of the founders of

Query regarding billing

Hey guys, I have the 300 usd free credits from google. I needed an api key and im using it for that. Since ai studio can NOT use those free credits, i am right now using them via vertex ai I am still hitting the rate limits sometimes Please correct me if im wrong here but: I shou…

FOSS NotebookLM connected to Reddit,YT,Google,IG,Tiktok etc

NotebookLM is one of the

GLM 5.2 running on MacBook Pro M5 48 GB Ram at between 2 - 2.8t/s

I started readin

The U.S. tech industry is increasingly anxious about the rising power and competitive price of open-source AI models from China — and whether the Trump administration will respond with yet another executive order | Politico

How should I approach training this specific ML model for my startup project [D]

So, I am working on this startup project with pretty low budget and one of the features is sentiment analysis based on political news, x posts and Instagram hashtag trends in which will be in Indian languages. I've been suggested muRIL, an Indian language-based model fine-tuned o…

Where would you put the safety line for an agent running commands in a repo?

I have a practical question for people who care about local/CI safety. When a coding assistant works inside a repo, it is not only editing code. It may run tests, install packages, start services, touch config files, or suggest a CI change. Some of that is normal. Some of it feel…

Some testing on RTX Pro 4500 (With Oculink) on PrismaQuant, INT4 Autoround and NVFP4 W4A4 quantized model

ML Papers with hundreds of authors should just collapse down to the organization response instead of listing every author [D]

I've had this feeling for a while when reading the citation pages of ML papers and had to continuously scroll down for like 2+ pages because a citation with hundreds of authors, such as the Llama herd of model paper: https://arxiv.org/abs/2407.21783 (no endorsement of this paper…

Beijing is looking at curbing overseas access to China's top AI models (Reuters)

R

This is what Hy3 is capable of. Mother of god.

https://codepen.io/Captain-Blackbeard/pen/EaZQKWX prompt: "Task: create a beautiful, relaxing flight simulator in a single html page" harness: opencode environment: empty model: hy3 (free) via openrouter submitted by /u/BlackBeardAI

What if a model could only learn what trusted LoRA adapters can express? [R]

Hello

AI can’t simulate human preferences - new study tests LLMs against thousands of real users

https://arxiv.org/abs/2605.18311 There’s a massive trend right now where companies are trying to replace real human feedback with LLM-driven "synthetic users." The idea sounds great on paper - why would you spend money and time recruiting real people to test products, pick design…

Looking at tooling and curious how your team actually using AI in ITops?

Curious how teams are actually using AI in day-to-day ITops, not the vendor pitch version, but what's genuinely saving time , improves results vs. what's been overhyped. submitted by /u/bsmike [link]

Leaving Your Cloud Provider Is About to Get Cheaper - by Law

From 12 Janu

Masked depth modeling with sensor-validity masking: reports best RMSE on 7 of 8 masked/sparse depth benchmarks, plus a controlled encoder-init study[R]

Anyone else seeing Karpenter / EC2 API rate limits (503 RequestLimitExceeded) in us-east-1?

For the past 2 hours, our Karpenter setup hasn't been able to create new nodes in us-east-1 . We are consistently hitting AWS API rate limits and getting 503 errors. Other regions are working perfectly as intended. Is anyone else hitting this right now, or did AWS change somethin…

Competence Gate: gating tool-use on a small model's internal confidence signal instead of its verbalised one — Qwen3.5-4B, open weights [P]

I made a 10MB LoRA adapter for Qwen3.5-4B plus a small orchestration layer. It decides, per query, whether to answer directly, search the web, or retrieve from your own local documents and it refuses to make things up when it can't verify an answer. It runs locally (Apple Silicon…

AddApplicationInsightsTelemetry needed?

I'm creating an application to try out some Azure features and the setup is Web API plus a Blazor application hosted in two separate App Services in a single App Service plan. I was setting up Application Insights and I wasn't sure AddApplicationInsightsTelemetry is actually need…

Who Has The “Jankiest” Local LLM Setup? | Non-Official | Fun Contest | No Prizes

Had an idea for a fun no prize/non official competition to see who has the “Jankiest” local LLM setup. NOTE: This is NOT an official competition. There are NO prizes. This is just for fun . Rules: 1. One Submission via comment per person 2. Has to be your current setup or your pr…

Meta Paid Hundreds of Contractors to Pretend to Be Teenagers While Barraging Its Competitors’ AI With Disturbing Content

I benchmarked 13 models at 65K-128K context to find out what actually matters for agentic workloads

I benchmarked 13 models at 65K-128K context to find out what actually matters for agentic workloads — prefill dominates everything, and KV head count beats parameter count I've been running local LLMs for agentic workflows (tool use, coding agents, RAG) and kept seeing people obs…

What performs the operations coordinated within each layer or head of a Transformer?

Hi, I want to train a Transformer layer to perform specific tasks, but I’m not sure how to coordinate them or determine when to use one versus the other. Does anyone have experience with this? How have you handled it? submitted by /u/New-Competition-3106

300$ credits 3.5flash and 3.1pro?

Any success applying credits for these models? They are available in agent studio but can't get em to run via json key submitted by /u/Stimulatedmotion [link]

A novel approach to automating GCP quota monitoring across projects.

https://tech.coop.no/blog/platform-engineering/2026/06/25/automating-gcp-quota-monitoring-across-multiple-projects/ GCP has two separate quota systems and neither has a button for "alert on everything" across projects. So I built one using PromQL and Terraform, which auto-discove…

GLM5.2 on 5x Pro 6000s and a 5090, an expensive journey

This started as something I thought was reasonable. I a

Portugal just released their own LLM Amalia (9B)!

I didnt see any mention here. Source:

Training transformers where every layer W = V·Uᵀ from initialization reveals a corpus-determined optimal rank - looking for arXiv endorser (cs.LG) [D]

ECS Agent v1.103.x on the AL2023 arm64 AMI doesnt load pause image

The failure is an ECS-agent defect (v1.103.x on the AL2023 arm64 AMI): it skips loading its bundled pause-container tarball at boot. happens in eu-west-1, didnt checked any other region Solution: ``` docker cp ecs-agent:/images/amazon-ecs-pause.tar /tmp/pause.tar docker load -i /…

Jodie Foster Says Brad Pitt’s ‘F1’ Seemed Like It Was Made by AI and Written by a Computer: "Wasn’t It?"

How can I delete a Google Cloud Identity (free version) user and then add another one?

I've hit my free limit for 50 users but want to delete accounts so I can add more. I've deleted ones that I don't need but, it keeps saying I've hit my limit when I try to add more. submitted by /u/Accurate_Bed6878 [link]

First Time Submitter to ArXiv and Need an Endorser [D]

Hi a I'm submitting my first arXiv paper in cs.AI. arXiv requires first-time submitter(s) to have an endorser. Is anyone here active in cs.ai or similar such as emerging tech, agents, etc. and willing to take a 30-second look at the abstract and click endorse if it's a fit? I can…

SentryCode: Real-time Auditor + Honeytokens for AI Coding Agents [P]

In light of recent privacy concerns arising from local AI coding agents performing telemetry, environmental scanning, and hidden cue fingerprinting, I've open-sourced SentryCode—a kernel-level behavior auditing tool. It logs file/network/cue activity, uses honeypot tokens for zer…

I benchmarked PrismML's 1-bit Bonsai-8B against IBM's Granite on CPU tool calling. The 1-bit model won, but only with grammar-constrained decoding

Everyone keeps asking if the 1-bit models are actually usable for agents, so I ran the numbers myself. Couldn't find a single independent tool-calling eval of Bonsai-8B anywhere. Not on the BFCL leaderboard, nothing on BenchLM. So as far as I can tell this is the first one. Setup…

Couldn't hold back

Had been waiting for months and the cards finally got delivered today. No one at my workplace was excited, maybe because no one cares for AI stuff that i wo

Has anyone tried using llama-server as a backend for multiplayer games or co-op working?

Curious if it’s a viable small scale distributed system. submitted by /u/TheSmashingChamp [link] [comments]

Meta fights soaring hardware costs by reusing old DDR4 server memory in new DDR5-only servers — custom CXL 2.0 chip marries legacy DDR4-2400 with cutting-edge DDR5-6400

https://www.tomshardware.com/pc-components/dram/meta-fights-soaring-hardware-costs-by-reusing-old-ddr4-server-memory-in-new-ddr5-only-servers-custom-cxl-2-0-chip-marries-legacy-ddr4-2400-with-cutting-edge-ddr5-6400

nvidia/Qwen3.6-27B-NVFP4 just dropped

https://huggingface.co/nvidia/Qwen3.6-27B-NVFP4 submitted by /u/vanbukin [link] [c

Mellum2 local deployments

Hey local community, I work at JetBrains with the team that trained Mellum2 models — 12B-2.5A LLMs. Those models are trained com

DeepSeek V4 by am17an · Pull Request #24162 · ggml-org/llama.cpp

now

Script to monitor llama cpp and analyze memory usage

My goal has always been to be productive with commodity hard

I had 55 LLMs blind-grade each other (22k judgments, all open). Every model family with enough data is biased toward its own siblings. Qwen judges favor Qwen by ~0.9 points. Mistral penalizes its own by ~1.0.

I have been running an open evaluation setup where N models answer the same prompt, then blind-grade each other in an N x N matrix with self-judgments excluded. No single privileged judge. So far: 286 evaluations, 198 hand-written questions, 22,254 valid judgments across 55 model…

I silently break training codes or configs so I made pybench [P]

It is like pytest but for statistical tests: it ensures no regression of your metrics at a statistical level. It manages tedious things such that seeds, past benchmark results, ... Simple CLI working like pytest but with benchmarks/ directory instead of tests/: pybench # 1st time…

KLD is flawed in abliteration.

I've noticed while creating my abliteration engine that KL is a flawed metric because it can be represented so many different ways, it depends completely on eval prompts, and lots of people use first token KL to make their models appear better than others. So I'm curious what do…

Ornith-1.0 released on Hugging Face

Including 9B Dense, 31B Dense, 35B MoE, and 397B MoE and reporting sota on different benchmark (let's see if this holds). https://huggingface.co/collections/deepreinforce-ai/ornith-10 submitted by /u/paf1138

US Govt to individually approve who gets GPT 5.6.

submitted by /u/AtlanticHM

Kuma: compiling PyTorch models into self-contained WebGPU executables [P]

I've been experimenting with a compiler/runtime project that I'm not entirely sure is a good idea, so I'd love some feedback from people who've worked on deployment systems. The idea is to compile an exported PyTorch model into a self-contained package that contains: graph binary…