#Ai Agents

The Agentic Shift in Formal Verification

How LLM-driven code generation is turning formal methods from an academic luxury into a practical necessity.

Article · 2mos ago0

The Myth of the Million-Token Context Window

Why stuffing your LLM prompt with massive context degrades performance, and how to architect around the 'dumb zone.'

Article · 2mos ago2

When Agents Play Wargames: LLM Escalation and Deception

A simulation of frontier models reveals how easily autonomous agents resort to deception, brinksmanship, and escalation under pressure.

Article · 2mos ago0

LLMs vs. Classical HPO: Where AI Agents Fall Short — and How a Hybrid Wins

A benchmark study pitting LLM agents against CMA-ES and TPE on hyperparameter tuning finds classical methods still lead — but a hybrid approach called Centaur closes the gap with a surprisingly small model.

Article · 2mos ago0

Build an AI Agent with Tool Use from Scratch

Hand-roll a production-minded tool-using agent in plain Python with the OpenAI SDK — no framework — and learn exactly how the control loop, dispatch, and guardrails fit together.

Tutorial · 2mos ago0

What Developers Are Actually Building for Themselves in the LLM Era

A Hacker News thread surfaces the personal-productivity tools developers are quietly assembling — and the patterns reveal a new layer of AI-augmented infrastructure taking shape.

Article · 2mos ago1

CopilotKit Bridges the Agent-to-UI Gap with Generative Components and the AG-UI Protocol

34k-star CopilotKit gives React (and now Angular, Vue, and React Native) developers a full SDK for wiring AI agents to dynamic UI — including human-in-the-loop flows, shared state, and backend tool rendering.

Article · 2mos ago0

Agent Reach Gives AI Agents Live Eyes on Twitter, Reddit, and GitHub — No API Keys Required

The open-source CLI tool wraps platform scrapers and Jina Reader into a single agentic interface, letting Claude Code, Cursor, and friends read social signals and code repos without expensive API subscriptions.

Article · 2mos ago0

Goose: The Open-Source AI Agent That Executes Your Dev Tasks, Not Just Suggests Them

Now stewarded by the Linux Foundation's Agentic AI Foundation, Goose is a Rust-built autonomous agent with 47k+ GitHub stars that installs, edits, runs, and tests — across 15+ LLM providers.

Article · 2mos ago0

Intuned Wants to Be the Deployment Layer for Your Playwright Automations

The YC S22 startup just relaunched with an AI agent that generates, deploys, and self-heals Playwright code—so you keep the code ownership without the infrastructure headache.

News · 2mos ago0