demcstify Research project: LLM-assisted reconstruction of partially decompiled Minecraft 26.1.2 sources into fully buildable, runnable, bytecode-equivalent local client and server artifacts. demcstify is not a Minecraft source distributio…
Ubuntu silicon-optimized inference snaps for AI (canonical.com via hn)
Canonical on 23 October 2025 Install a well-known model like DeepSeek R1 or Qwen 2.5 VL with a single command, and get the silicon-optimized AI engine automatically. London, October 23 – Canonical today announced optimized inference snaps,…
DeepSeek has began grayscale testing for DeepSeek with Vision (www.reddit.com)
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I built a marketplace for AI agent skills called Agensi. The entire thing was built with Claude and Lovable.
Recently I saw a post about 7 OpenClaw money-making cases from the past week. At first, these stories sound exciting: one person, one AI agent, one workflow, and suddenly there is a small business.
So I want to build a tool which can compare the prices of products from different sites. The issue is some of the sites I want to use have applied anti-scraping protection which makes it difficult for an agent to bypass and it hallucinates.
I started using Claude in chrome browser as a extension, which is very promising and that I am able to automate a lot of things, but I was wondering if there is any other options that I’m not aware of is there any set ups that is designed…
Tooling Up Hermes Agent (nedkarlovich.com via hn)
The current narrative around AI agents and marketplaces: Most of these sandboxed agents which are NOT marketplaces, they are more like meeting to meeting of agents inside one company using Stripe payments working towards selling tours of t…
- Who Tried Hermes Agent? (github.com via hn)
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model roundup
Gemini 3.1Gemini 3.1 Pro and Gemini 3 Flash models have been released, addressing issues with previous versions but facing some API compatibility problems. Meanwhile, benchmarks show Gemini outperforms other models like Deepseek V4 Pro in certain tasks, though significant gaps remain between open and closed lab models.
- 6m Cursor (again) not working with Gemini 3.1 API
- 2h The Significance of Google's recent TPU 8t and TPU 8i
- 6h I built a hands-free voice AI that sends emails mid-conversation — and that's just one feature. Here's everything AskSary can do.
- 1d Unexpected $50 charge due to hidden model settings — is this intended?
- 1d GPT-5.5 improves over GPT-5.4 and overtakes Opus 4.6 to take the 2nd place behind Gemini 3.1 Pro on the Extended NYT Connections Benchmark
132 itemsmodel roundup
Gemma 4Gemma 4 is a family of open-source multimodal models from Google DeepMind, available in sizes up to 31 billion parameters and featuring dense and MoE architectures. Notable community highlights include the 31B model's success in production tests, with some users preferring 4-bit precision for local use, and others sharing settings for optimizing performance with smaller models.
- 12m What it feels like to have to have Qwen 3.6 or Gemma 4 running locally
- 2h Ran my own benchmark Qwen 3.6 35B vs Gemma 4 26B.... theres a clear winner here
- 3h I stumbled on a Gemma 4 chat template bug for tools and fixed it
- 8h llama.cpp's Preliminary SM120 Native NVFP4 MMQ Is Merged
- 14h Gemma-4 MLX reasoning?
Show HN: Agents in Whisper Memos (whispermemos.com via hn)
Alan emails your team Create agent named Alan, and configure it to automatically email your entire team. Start your memo with agent's name, such as "Hello, Emily..." and it'll be routed to the correct destination.
openclaw ggsql (clawhub.ai via hn)
openclaw ggsql v1.0.0Generate charts from tabular data using ggsql SQL syntax extension. Use when: user wants to visualize data as charts without Python/R.
Why many RAG projects are still hallucinating (www.reddit.com)
I’ve been auditing quite a few RAG codebases lately, and it’s surprising how often the hallucinations creep in even when the setup looks decent on paper. A lot of the trouble starts with chunking.
I've been going down a rabbit hole lately trying to understand how production agentic systems actually work at scale, not just the demo versions. The part that keeps tripping me up is memory and context management across agents.
llama.cpp - NVFP4 native support on Blackwell from now - b8967 (www.reddit.com)
It looks like finally we have it! Time to test!!!
Show HN: C# based Kubernetes Operator to deploy SurrealDB (github.com via hn)
SurrealDB Operator A Kubernetes operator for managing SurrealDB clusters, built with KubeOps (.NET 10). Overview The SurrealDB Operator manages the full lifecycle of SurrealDB clusters on Kubernetes: deployment, storage backend provisionin…
Okay. You may or may not know that I was a Hindi movie star, I was in a movie when I was in India and I've been searching for that movie ever since.
DeepSeek Vision/Multimodal 👀 (www.reddit.com)
https://preview.redd.it/bmc1bhz843yg1.png?width=871&format=png&auto=webp&s=fd63da4ec541111bf0a1d7d5f2c852ec8c994893 Finally... 🐋 with eyes 👀
- Deepseek Vision Coming (www.reddit.com)
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219 items
model roundup
Qwen 3.6Qwen3.6-35B-A3B, a 35 billion parameter sparse MoE model with an active parameter count of 3 billion, was released on April 16, 2026, as open-source software under the Apache 2.0 license by Alibaba Qwen. It offers advanced functionality across various AI applications and outperformed competitors in drawing tests.
- 19m Qwen3.6 27B on dual RTX 5060 Ti 16GB with vLLM: ~60 tok/s, 204k context working
- 10h 3.6 27B Tool Calling Issues (vLLM)
- 11h Field report: Qwen 3.6 27b on an M2 Macbook Pro with 32GB RAM
- 14h Workstation upgrade for 5 concurrent users (Qwen 3.6 27B)
- 14h Qwen3.6-27B-GGUF:UD-Q8_K_XL and llama.cpp issue (DGX SPARK)
80 itemsmodel roundup
Opus 4.6Opus 4.6, a version of Anthropic's AI model Claude, saw its accuracy drop on the BridgeBench hallucination test from 83% to 68%, and is being retired from Copilot Pro+. Notably, Claude Code demonstrated advanced capabilities by generating a detailed 12-week training plan in one call.
- 1h Why Codex works better than Claude Code for my production monolith
- 1h Who's on call? How Opus 4.6 helped us calculate this 2,500x faster
- 3h Anyone else seeing Opus 4.6 (legacy) back in the Claude Desktop Code tab model picker?
- 8h Suggestions For Making Claude Less Lazy?
- 14h Claude Pro Plan include Opus?
Video interview: What happens now that AI is good at math? — the OpenAI Podcast Ep.
I'm building a LinkedIn-based lead generation and signal tracking system for a B2B founder-led business. Sharing the architecture for context, then have some specific questions at the end.
Why does claude find something or anything ‘beautiful’? (www.reddit.com)
In a conversation I was having with claude it output that it thought something was beautiful. Is this meant to please the end-user by design or does it pattern match to what would be determined as beautiful by other humans?
New Blender connector (youtu.be via reddit)
I tested Claude’s new official Blender Connector and made a short video showing the setup and a couple of practical tests. I used it to create a modern office chair and then a low-poly UFO scene in Blender.
Anthropic's Champion Kit for engineers pushing Claude Code at their company (code.claude.com via hn)
Documentation Index Fetch the complete documentation index at: https://code.claude.com/docs/llms.txt Use this file to discover all available pages before exploring further. This page is for individual engineers who are already using Claude…
README.md ANP · Agent Negotiation Protocol The economic layer missing from the AI agent stack. []() []() [BUYER ] → WIRE 01 13 37 00 01 00 00 00 0E ...
Spent the last 6 months building a directory of every open-source AI agent project I could find. Now sitting at 67K projects.
Can we crowdsource Karpathy’s loop? (www.reddit.com)
And how do we avoid multiple agents exploring the same hypotheses?
Sharing an AI-native growth agents contest that feels very on-brand for this sub. VideoDB (infra for video/audio for AI agents) is running a 14-day sprint/contest called Growth Forge for 5 builders to design and ship a growth agent on top…
Need a template to craft the gpt images now (www.reddit.com)
I am quite overwhelmed with the new GPT updates, could you please provide the template to run it through?