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Research & Papers

SkillGym: Internalizing Human Skills into LLMs for Real-World Problem Solving

arXiv paper (Sept. 2026) introducing SkillGym, a framework that turns human-written agent skills into executable, verifiable training environments so language model agents learn them as built-in capabilities.

#ai-agents#llm#research#training
arxiv.orgAdded Sep 28, 20260 opens
Artificial Analysis — Model Recommendations logoArtificial Analysis
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Artificial Analysis — Model Recommendations

A recommendation page from Artificial Analysis that suggests AI models for a given use case, drawing on the site's benchmark data across intelligence, speed, and cost. Free to use.

Why I recommend it: A quick way to turn "we need a model for X" into a shortlist with cost and speed tradeoffs attached. Useful in the first meeting; verify with your own tests before committing.

#ai#model-comparison#benchmarks#recommendation#llm#artificial-analysis
artificialanalysis.aiAdded Sep 27, 20260 opens
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Artificial Analysis — LLM Leaderboard

A leaderboard comparing more than 250 AI language models across intelligence, price, output speed, latency, and context window, with per-model provider analysis. Free to read.

Why I recommend it: The single table to open when someone claims one model is "the best." Sort by cost per task or speed and the answer often changes — a useful reality check in vendor conversations.

#ai#benchmarks#leaderboard#model-comparison#llm#artificial-analysis
artificialanalysis.aiAdded Sep 27, 20260 opens
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Cohere

Site of Cohere, an enterprise AI company building language models and private, customizable AI platforms for businesses.

#ai#ai-lab#enterprise-ai#llm
cohere.comAdded Sep 27, 20260 opens
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Duck.ai — private AI chat from DuckDuckGo

A free way to use several well-known chat models — including ones from OpenAI and Anthropic alongside open models like Llama and Mistral — without an account and without the model provider seeing who you are. DuckDuckGo strips your identity and passes the request on, and says the providers agree not to train on what goes through it. Supports image and PDF uploads, image generation and voice chat, with daily limits on the free tier.

Why I recommend it: The most frictionless privacy win on this list: no sign-up, nothing to cancel, and it takes about four seconds to start. Good for the everyday questions you do not want attached to a profile. Be clear about what it does and does not do — DuckDuckGo hides who you are from the model provider, but the words you type still travel to that provider's servers, so it is not the same as encryption or running a model on your own machine. There is a paid upgrade for higher limits.

#ai assistant#ai chat#ai ethics#anonymous ai#data protection#duckduckgo#free tools#llm#no account required#open weight models#privacy
duck.aiAdded Sep 23, 20260 opens
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Arena Blog (LLM and Agent Evaluation Research)

Research and product writing from the team behind the Arena model leaderboards: how coding-agent harnesses change cost and success rates, how the agent leaderboards are built, and their academic partnership calls.

Why I recommend it: Free to read. The clearest writing anywhere on why two people using the same model get very different results — the tool wrapped around the model changes the cost and the outcome. They run the leaderboards they write about, so treat their rankings as one measurement, not the verdict.

#ai-evaluation#benchmarks#llm#ai-agents#research#free#ai-and-assistive-tools
arena.aiAdded Sep 22, 20260 opens
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Xiaomi MiMo

Xiaomi's open-weight AI model family — text, image, video, and audio understanding — released under the MIT license, free to download and self-host.

Why I recommend it: Weights are free (MIT license, commercial use allowed) on Hugging Face. The hosted API is paid per token. If you can run models locally, this is a free frontier-tier option; if you want a chat interface, use the API and expect a bill.

#open-weights#xiaomi#open-source#llm#multimodal
mimo.mi.comAdded Sep 22, 20260 opens
FreeArticle
Technology & Ethics

Jev AI vs LLMs: When Should You Use a Decision Model Instead of a Chat Model?

A practical engineering comparison of decision models (Jev AI) and generative large language models: when to use each, how they can work together, and a five-dimension framework for choosing.

Why I recommend it: Community article on Hugging Face by sora-2, published 21 September 2026. It explains that Jev AI turns state into a choice, score or yes/no judgment inside a defined answer space, while generative LLMs handle open-ended writing, explanation and reasoning. Rule of thumb: if the answer space can be defined in advance and the result will be reused, ranked, routed or blocked by code, evaluate Jev AI first.

#Jev AI#decision model#LLM#large language model#AI architecture#agent#Hugging Face#chat model
huggingface.coAdded Sep 21, 20260 opens
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LocalAI

An open-source drop-in replacement for the OpenAI API that runs models on your own hardware, including CPU-only machines. MIT licensed.

From the site: LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required. - mudler/LocalAI

Why I recommend it: Point existing code at your own server instead of a paid API — no code changes beyond the address.

#ai ethics#api#developers#docker#free#llm#local-ai#mit#open-source#privacy#self-hosted
GitHubAdded Sep 17, 20260 opens
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Aider

An open-source AI coding assistant that works in your terminal on a real git repository, making commits as it goes. Apache 2.0 licensed.

From the site: aider is AI pair programming in your terminal. Contribute to Aider-AI/aider development by creating an account on GitHub.

Why I recommend it: It edits real files and commits them, so work on a branch. The tool is free; the model you connect it to is not.

#open-source#apache#coding#developers#terminal#free#ai-tools#git#python#llm
GitHubAdded Sep 17, 20260 opens
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Continue

An open-source coding assistant for VS Code and JetBrains that you point at any model, including one running locally. Apache 2.0 licensed.

From the site: open-source coding agent. Contribute to continuedev/continue development by creating an account on GitHub.

Why I recommend it: A free alternative to paid coding assistants if you already run a local model. Slower, but it costs nothing per keystroke.

#open-source#apache#coding#developers#free#ai-tools#local-ai#vscode#self-hosted#llm
GitHubAdded Sep 17, 20260 opens
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Jan

An open-source desktop app that runs AI models entirely offline on your own computer, with an optional local API server. AGPL licensed.

From the site: Jan is an open-source alternative to ChatGPT. Run open-source AI models locally or connect to cloud models like GPT, Claude and others.

Why I recommend it: Install, download a model, unplug the internet — it still answers. That's the point.

#agpl#ai ethics#ai-tools#desktop#free#llm#local-ai#offline#open-source#privacy#self-hosted
jan.aiAdded Sep 17, 20260 opens
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LibreChat

An open-source chat app you host yourself that talks to many model providers at once, with user accounts, presets and file uploads. MIT licensed.

From the site: Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching,...

Why I recommend it: Good for a small team who want one chat tool across several providers without paying per seat.

#ai ethics#ai-tools#chat#docker#free#llm#mit#open-source#privacy#self-hosted#teams
GitHubAdded Sep 17, 20260 opens
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Open WebUI

A self-hosted, open-source chat interface for local or hosted models — chat history, documents, multiple users. Works on top of Ollama or any OpenAI-compatible API.

From the site: User-friendly AI Interface (Supports Ollama, OpenAI API, ...) - open-webui/open-webui

Why I recommend it: If you like the ChatGPT window but not the subscription, this is that window running on your own machine.

#ai ethics#ai-tools#chat#developers#docker#free#llm#local-ai#open-source#privacy#self-hosted
GitHubAdded Sep 17, 20260 opens
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Ollama

Open-source software that downloads and runs open AI models on your own computer, with a single command and an OpenAI-compatible local API. MIT licensed.

From the site: Ollama is the easiest way to automate your work using open models, while keeping your data safe.

Why I recommend it: The easiest honest way to use AI privately — nothing you type leaves your machine. Start with a small model before you judge the speed.

#ai ethics#ai-tools#developers#free#llm#local-ai#mit#offline#open-source#privacy#self-hosted
ollama.comAdded Sep 17, 20260 opens
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OpenRouter

One interface to hundreds of AI models with prices side by side, including a set of free models you can use without a subscription.

From the site: The unified interface for every model. Find the best models & prices for your prompts

Why I recommend it: Free to sign up and there are free models on the list; paid models are pay-as-you-go with no subscription.

#ai#llm#model-comparison#api#free-models#developer-tools#pricing#openrouter#automation#free-tools
OpenRouterAdded Sep 17, 20260 opens
FreeWebsite
Technology & Ethics

OpenAI Alignment — research and releases

OpenAI's free alignment research hub, including reports documenting how its own models fail.

From the site: Research on aligning AI with human values and intent, and reports documenting model failures.

Why I recommend it: A lab publishing on its own safety work — valuable primary material, but not an independent audit.

#ai#ai ethics#ai-alignment#ai-safety#ethics#llm#model-evaluation#openai#reports#research#transparency
alignment.openai.comAdded Sep 17, 20260 opens
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Xiaomi MiMo (open models)

Xiaomi's MiMo family of open language and reasoning models, with weights and technical reports published free for anyone to download and run.

Why I recommend it: Free open weights — worth knowing about if you want to run a capable model yourself.

#ai#open-models#llm#reasoning-models#model-weights#machine-learning#research#free-tools#local-models#developer-tools
mimo.xiaomi.comAdded Sep 17, 20260 opens
FreeArticle
AI & Assistive Tools

I Ran Gemma 4 as a Local Model in Codex CLI

A hands-on write-up of wiring Google's open Gemma 4 model into the Codex command-line coding agent so it runs locally instead of calling a hosted API.

From the site: I wanted to know whether Gemma 4 could replace a cloud model for my day-to-day agentic coding. Not in theory, in practice. I use Codex CLI…

Why I recommend it: Useful if you want to try coding agents without paying per token — local models are slower, but free and private.

#ai#ai ethics#codex#coding-agents#developer-tools#gemma#llm#local-models#open-models#privacy#tutorial
MediumAdded Sep 17, 20260 opens
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Very Sane AI Newsletter

A free newsletter explaining ideas in AI in plain English — mostly what and why, a little how.

From the site: Ideas in AI, preferably in English. Mostly what and why, a little how. Click to read Very Sane AI Newsletter, by SE Gyges, a Substack publication with thousands of subscribers.

Why I recommend it: A good weekly read if you want to understand AI without the hype or the math.

#ai#newsletter#explainers#plain-english#llm#free-reading#ai-industry#learning#analysis#technology
verysane.aiAdded Sep 17, 20260 opens
FreeArticle
Technology & Ethics

What Is RLCD? Reinforcement Learning from Contrast Distillation

A plain-language explainer on RLCD, a way of aligning language models by learning from contrasting outputs rather than human ratings alone.

From the site: RLCD is a method developed to adjust language models to human preferences without using human feedback data. This approach aims to address…

Why I recommend it: Good background reading if you want to understand how the models you use are actually steered.

#ai#ai ethics#ai-alignment#ai-safety#explainers#llm#machine-learning#model-training#reinforcement-learning#research#rlhf
MediumAdded Sep 17, 20260 opens
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Reinforcement Learning ebook (Weights & Biases)

A free ebook walking through reinforcement learning from the basics to RLHF, written for practitioners rather than researchers.

From the site: Reinforcement learning (RL) is transforming how reliable AI agents are trained and deployed. Discover real-world use cases, efficiency techniques like LoRA, and practical patterns you can apply today.

Why I recommend it: Free download in exchange for an email address. Solid grounding if you keep seeing "RLHF" and nodding along.

#ai#ai ethics#ebook#free-training#learning#llm#machine-learning#model-training#reinforcement-learning#research#rlhf
Weights & BiasesAdded Sep 17, 20260 opens
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OpenCode

A free, open-source AI coding agent that runs in your terminal, works with multiple model providers and can be installed with a single command.

From the site: OpenCode - The open source coding agent.

Why I recommend it: Free and open source, so you can point it at whichever model you already have access to instead of paying for another subscription.

#ai#coding-agent#open-source#developer-tools#terminal#free-tool#automation#llm#productivity#learn-to-code
opencode.aiAdded Sep 17, 20260 opens
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Herdr

A free, open-source tool for running and monitoring multiple AI coding agents from one place, with a plugin ecosystem and documentation for the agent CLIs it supports.

From the site: Run them anywhere. Leave them running. Herdr holds real terminals open so your agents keep working when you close the laptop, and gets you back in from any tty.

Why I recommend it: Open source with an active plugin community — useful if you are experimenting with more than one AI coding tool.

#ai#coding-agent#open-source#developer-tools#plugins#automation#terminal#free-tool#productivity#llm
HerdrAdded Sep 17, 20260 opens
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Vals AI Model Benchmarks

Independent, free benchmarks testing leading AI models on real-world finance, software, science and safety tasks, with cost and latency alongside accuracy.

From the site: Private, domain-specific benchmarks in legal, tax, and finance.

Why I recommend it: When someone claims a model is "the best," check here — these are independent evaluations, not vendor marketing.

#ai#ai ethics#ai-safety#benchmarks#comparison#cybersecurity#independent#llm#model-evaluation#primary-source#research
vals.aiAdded Sep 17, 20260 opens
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Cohere LLM University

A free course on large language models covering embeddings, retrieval-augmented generation, prompt design and deployment, with runnable notebooks.

Why I recommend it: Free, hands-on and vendor-neutral enough to transfer — a solid way to get real LLM skills on your resume.

#ai#llm#free-course#machine-learning#embeddings#rag#prompt-engineering#developer#upskilling#tech-skills
cohere.comAdded Sep 17, 20260 opens
FreeArticle
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OpenRouter Cookbook: Create an Agent Harness (TUI)

Free OpenRouter developer guide walking through building a terminal-based agent harness — tool calls, loops and model routing — with working code you can adapt.

Why I recommend it: Building a small agent harness yourself is one of the clearest portfolio projects for AI-adjacent roles right now.

#ai#ai-agents#developer-tools#tutorial#openrouter#coding#free-resource#automation#llm#portfolio-projects
openrouter.aiAdded Sep 16, 20260 opens
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Introducing System One Models and Jev

TypeSafe AI announcement from founder Diogo Almeida (formerly OpenAI) introducing System One models and Jev, aimed at cheaper automation rather than better chat.

Why I recommend it: Worth skimming to track where new AI labs are placing bets — useful context for interviews at AI companies.

#ai#ai ethics#ai-labs#ai-research#automation#emerging-tech#llm#news#reference#research#startups#technology-ethics
typesafe.aiAdded Sep 16, 20260 opens
FreeDocument
Technology & Ethics

Inducing Language Models to Assert Their Own Consciousness (arXiv paper)

A 2026 research paper from Google's Paradigms of Intelligence team and the University of Chicago showing that safety fine-tuning meant to stop models claiming consciousness also suppresses how they represent minds in animals and people, shifting their answers on values, religiosity and well-being.

Why I recommend it: Useful if you want to speak credibly about AI alignment trade-offs in an interview or a policy conversation.

#academic-paper#ai#ai ethics#ai-ethics#ai-safety#alignment#free#google#llm#regulation#research#technology-policy
arxiv.orgAdded Sep 16, 20260 opens
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OpenAI Realtime Voice Prompting Guide

Official OpenAI guide for designing prompts for Realtime voice models, including gpt-realtime-2 and gpt-realtime-1.5. Covers role definition, guardrails, tool delegation and iterative testing.

Why I recommend it: Start here if you are building voice agents or want cleaner spoken-AI interactions. The guide recommends starting minimal and adding rules only for behaviors that fail in testing.

#ai#artificial-intelligence#openai#voice#realtime-api#prompting#llm#developer#api#voice-agents
developers.openai.comAdded Sep 15, 20260 opens
FreeArticle
Resume Help

DeepSeek, OpenAI, GPT-6 and the Astra design benchmark

A look at how DeepSeek and OpenAI's GPT-6 Astra design benchmark are reshaping model comparisons.

Why I recommend it: News and analysis on AI model benchmarks from Decrypt.

#ai#openai#deepseek#gpt-6#benchmark#llm#research#machine-learning#news#article
decrypt.coAdded Sep 13, 20260 opens
FreeArticle
Technology & Ethics

Building LLMs? Think Beyond Borders

Analysis based on interviews with 56 experts across 24 countries on how AI language models are used differently in the Global South and the human rights risks that follow.

Why I recommend it: A rare look at AI harms and benefits outside the US and Europe.

#ai#ai ethics#ai-ethics#ai-policy#article#global-south#human-rights#llm#regulation#research
techpolicy.pressAdded Sep 13, 20260 opens
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Technology & Ethics

abliteration.ai — Unrestricted AI API and Policy Gateway

An OpenAI-compatible API for unrestricted language models aimed at red teaming, security research, evaluations, and synthetic data, paired with a policy gateway for per-project keys, audit logs, and no data retention.

Why I recommend it: I keep this in the ethics shelf on purpose. Seeing how guardrails get removed for testing is the clearest way to understand why they matter in the tools you actually use at work.

#ai#ai ethics#ai-ethics#ai-tool#evaluation#free#governance#guardrails#llm#policy#red-teaming#regulation#research#security#tech-ethics#technology#tool
abliteration.aiAdded Sep 9, 20260 opens
FreeTraining Program
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LLM Course (Hugging Face)

Deep dive into transformer architectures, tokenization, datasets, NLP pipelines, and fine-tuning and deploying open-source models.

Why I recommend it: Take this after a beginner course. It is where you learn how these models actually work under the hood.

#ai#ai-tools#course#fine-tuning#free#free-course#hugging-face#learning#llm#nlp#program#training#transformers
huggingface.coAdded Sep 1, 20260 opens
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Andrej Karpathy (YouTube)

Deep, from-scratch explanations of neural networks and large language models.

Why I recommend it: Start here if you want to actually understand AI rather than just use it.

#ai#ai-tools#expert#free#learning#llm#machine-learning#person-to-follow#youtube
youtube.comAdded Aug 30, 20260 opens
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Awesome Generative AI Guide

Open learning library with a 10-week applied LLM curriculum, 90+ free courses, and 60 AI interview questions.

Why I recommend it: One repo replaces a paid AI bootcamp if you follow the weekly plan.

#ai#ai-tools#course#curriculum#free#free-course#generative-ai#github#interview-questions#llm#resources#website
github.comAdded Aug 30, 20260 opens