Insights
Engineering Insights
Practical writing on software architecture, SaaS products, AI automation, legacy modernisation, and the business of building reliable systems.
Curated links from external sources — not 360Softy original articles.
Fine-tuning GPT-2 from human preferences
We’ve fine-tuned the 774M parameter GPT-2 language model using human feedback for various tasks, successfully matching the preferences of the external human labelers, though those preferences did not always match our own. Specifically, for summarization tasks the labelers preferred sentences copied wholesale from the input (we’d only asked them to ensure accuracy), so our models learned to copy. Summarization required 60k human labels; simpler tasks which continue text in various styles required
Emergent tool use from multi-agent interaction
We’ve observed agents discovering progressively more complex tool use while playing a simple game of hide-and-seek. Through training in our new simulated hide-and-seek environment, agents build a series of six distinct strategies and counterstrategies, some of which we did not know our environment supported. The self-supervised emergent complexity in this simple environment further suggests that multi-agent co-adaptation may one day produce extremely complex and intelligent behavior.
OpenSSL security releases do not require Node.js security releases
Introducing Wildcard Domains
With , you can already deploy to HTTPS-enabled subdomains of your choice.Vercel What if you could let customers choose those subdomains (like with )? Today, we're making this possible with the introduction of !Slack workspacesWildcard Domains Read more
OpenSSL security releases may require Node.js security releases
Deploy Summary Integration
Today, we're introducing , a Vercel integration to augment your workflow with our and integrations even further.Deploy SummaryGitHubGitLab analyzes your pull requests and merge requests, detects changed pages, and provides a detailed preview right next to your commits:Deploy Summary Read more
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