Today, we’re introducing Forge, a system for enterprises to build frontier-grade AI models grounded in their proprietary knowledge.
Forge is a system that allows enterprises to train custom artificial intelligence models using their own internal data rather than relying on models trained primarily on publicly available information. Most AI models today are designed to perform broadly across many tasks, but organizations operate using proprietary knowledge like engineering standards, compliance policies, and codebases that generic models do not understand. Forge addresses this gap by enabling companies to build domain-specific models through pre-training on internal datasets, post-training for specific tasks, and reinforcement learning to align model behavior with organizational policies. This approach gives enterprises greater control over their data and intellectual property while making AI agents more reliable for navigating internal systems, using tools correctly, and making decisions within organizational constraints.

In this tutorial, we build OpenHarness from scratch to better understand how a practical agent harness works. We recreate the major building blocks that make an agent system useful, including tool use, typed tool schemas, permissions, lifecycle hooks, memory, skills, context compaction, retry logic, cost tracking, and multi-agent coordination. Instead of treating an agent framework as a black box, we expose the full control flow and watch how the harness receives a user task, lets the model dec

The tokenmaxxing era was brief. We now appear to be entering the era of token rationing.

Figma has revealed some new design and coding product updates at its annual Config conference that aim to help creatives "push their ideas further" and automate tedious tasks with AI. Part of this is a reimagined canvas that's now optimized for full-stack development, according to Figma, bringing teams, AI agents, tools, and materials "together in one place." Notable callouts include coding layers that let you tweak the code of your projects without leaving the Figma Design can
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