Ilia's Corner

Ollama's AI Revolution: Run 250+ LLMs Offline on Your Machine

Ollama just dropped what every developer has been waiting for: a single binary that lets you run 250+ open-source LLMs (Gemma 3, DeepSeek-R1, Llama 4, and more) directly on your hardware—no cloud costs, no subscriptions, no bullshit. Imagine spinning up Llama 4 locally with one command while your team still pays $50/month for cloud-based alternatives. The best part? It auto-updates your models so you're always on the bleeding edge without touching Docker or wrestling with CUDA dependencies.

github_trending · 3 min read

OpenAI Codex CLI: The $0 Competitor to Copilot Workspace

OpenAI just open-sourced a Rust-built coding agent that installs with one brew command and matches Cursor/GitHub Copilot's premium features—for free. While others charge $10-50/month, this CLI tool autocompletes code, explains errors, and even debugs in your terminal. The kicker? It works offline, so your proprietary code never leaves your machine.

hackernews · 2 min read

Cracking HashiCorp Vault: 9 Zero-Day Flaws Exposed

Nine critical CVEs in HashiCorp Vault let attackers bypass authentication, escalate privileges, and execute remote code. These aren't theoretical—researchers documented real-world exploits where compromised tokens granted admin access to cloud secrets. If you're using Vault for secrets management, patch now before your AWS keys get dumped on Telegram.

hackernews · 4 min read

GPT-5 Just Landed: What Developers Need to Know

Forget the hype—GPT-5 delivers real engineering wins: 73% fewer hallucinations, deterministic JSON output for API integrations, and a new 'chain-of-thought' debugging mode that shows its reasoning. OpenAI finally addressed what devs actually care about: predictable performance at scale without the 40% cost premium of GPT-4 Turbo.

hackernews · 3 min read

dart_simple_live: Livestream Hacking Toolkit

One Flutter codebase to rule them all—this toolkit scrapes Huya, Douyu, Bilibili and Douyin livestreams without API keys. Build chatbots that auto-translate streams, archive broadcasts to IPFS, or analyze viewer sentiment in real-time. All with zero monthly fees and MIT-licensed freedom.

Live stream analytics & automation

Dart/Flutter · 11813 stars

Self-LLM Guide: Kill Your LLM Subscription Bill

This Chinese team just dropped the ultimate playbook for running LLaMA3, Qwen2, and Gemma3 locally—no OpenAI bill, no GPU rentals. They demo 4-bit quantization that runs 7B models on a MacBook Air and LoRA fine-tuning that costs less than $0.50. Your $200/mo cloud bill just became obsolete.

Local LLM deployment & fine-tuning

Python · 22570 stars

MV-Debate: AI Agents That Argue to Detect Harmful Content

Forget single-model moderation—MV-Debate pits four specialized AI agents against each other to spot dangerous memes and hate speech. One agent analyzes text, another images, a third context, and they debate until consensus. Accuracy jumps from 68% to 89% on multimodal toxicity detection, meaning fewer false positives killing your user-generated content.

Multimodal Safety · Stanford, MIT, CMU · 5 min read

GuirlVG: Teach AI to Click UIs Without Labeled Data

GUI automation just got 10x cheaper. GuirlVG uses reinforcement learning to train LLMs to pinpoint buttons from screenshots—no human-labeled datasets required. Test it on your React app: the model learns your UI patterns in <100 interactions, then automates QA flows that would've cost $5k to label manually.

UI Automation · DeepMind · 4 min read