The useful part is not giving agents more context. It is making your research, notes, and sources available again in the next session. Continue reading on Towards AI »
OpenAI previews GPT-5.6 Sol, a next-generation model with stronger capabilities in coding, science, and cybersecurity, paired with its most advanced safety stack.
Short note on trying local open-weight LLMs across Qwen-Code, Codex, and Claude Code harnesses.
Sharing an unusual implementation — three RL algorithms in PowerShell 5.1, all benchmarkable against each other on the same environments. **Algorithms:** – DQN (Mnih 2013/2015): experience replay, target network, epsilon-greedy – PPO (Schulman 2017): GAE lambda=0.95, clip epsilon=0.2, entropy bonus – A3C (Mnih 2016): shared actor-critic network, n-step returns, simulated workers **Environments:** – CartPole (standard), GridWorld (5×5), RandomWalk (1D sanity check) **Benchmark all three:** “`powershell $dqn = (Invoke-DQNTraining -Episodes 100 -FastMode -Quiet)[-1] $ppo = (Invoke-PPOTraining -Episodes 100 -FastMode […]
Read Online | Sign Up | Advertise Good morning, {{ first_name | AI enthusiasts }}. Anthropic isn’t the only one facing blowback for building a powerful AI model. OpenAI is now pretty much in the same position — for the same reason. The White House has asked the company to limit the release of its next major model, GPT-5.6, as it brings “Mythos-like” capabilities and requires thorough testing before wider availability to the public. In today’s AI rundown: […]
Hi Hackers! Launching a product is the easy part. Getting people to actually notice is where most founders struggle. If you’ve got a launch coming up (Product Hunt or otherwise), here are 5 steps to make sure the buzz doesn’t fade the day after: 1. Line up your story before launch day Don’t wait until you’re live to think about press. Have your narrative ready to go the moment momentum starts: why you built this, what problem it […]
In this tutorial, we build a lightweight personal AI agent inspired by the core architecture of nanobot, while keeping every part understandable and runnable in Google Colab. We start from the provider abstraction, then move through tool registration, session memory, lifecycle hooks, skills, and an MCP-style tool server. As we progress, we do not just use an external agent framework; we recreate the core building blocks ourselves so we can clearly see how messages, tools, memory, and model […]
For many beginners, the idea of using an AI trading robot sounds complicated. New traders often imagine advanced coding, exchange API settings, technical indicators, and trading systems that only experienced market participants can understand. In reality, the trading automation market has changed. In 2026, several platforms now offer free plans, demo tools, trial credits, or limited trial access so new users can explore automated trading before making larger decisions. This does not mean automated trading is risk-free. A […]
London, United Arab Emirates, June 25th, 2026/Chainwire/–TensorX and Solstice today announced a partnership to finance European sovereign AI infrastructure. TensorX and Solstice will work together to create a facility with up to $1 billion in capacity to finance AI hardware and data-center build-out to meet rising demand for sovereign compute across the EU. Solstice will provide the onchain financing for that buildout and will launch aiUSX, a potential yield asset that opens the same infrastructure lending to companies […]
Built for the Decentralized Compute Track, this project explores how SOC intelligence systems can run on decentralized GPU/CPU infrastructure instead of traditional centralized SIEM backends. The problem I kept running into Every SIEM I’ve ever poked at does the same thing: it watches logs, applies a rule, and fires an alert the moment a condition matches. A failed login. A new IP. A privilege change. Each one lands in a queue as its own isolated event, and it’s […]