Introducing Google Antigravity 2.0
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In this tutorial, we explore how to apply post-training quantization to an instruction-tuned language model using llmcompressor. We start with an FP16 baseline and then compare multiple compression strategies, including FP8 dynamic quantization, GPTQ W4A16, and SmoothQuant with GPTQ W8A8. Along the way, we benchmark each model variant for disk size, generation latency, throughput, perplexity, and output quality. We also prepare a reusable calibration dataset, save compressed model artifacts, and inspect how each recipe changes practical inference behavior. […]
Hey folks, I’m in the midst of some interview prep / learning RL (right now working through spinningup, trying to code/derive some algos from scratch, and building a few example projects) somewhat from scratch. I’ve found that having accountability is really helpful for making sure progress is made. Anyone in the same boat who wants an accountability partner? I imagine daily/regular checkins, progress on learning/projects (aka a mini “build in public”), feedback on each others plans, and even […]
GDS weighs in on the NHS’s decision to retreat from Open Source Terence Eden continues his coverage of the NHS’ poorly considered decision to close down access to their open source repositories in response to vulnerabilities reported to them as part of Project Glasswing. Now the Government Digital Service have joined the conversation with AI, open code and vulnerability risk in the public sector, published May 14th. Their key recommendation: Keep open by default. Making everything private adds […]
At age 49, Jan Janisch-Hanzlik’s multiple sclerosis was destroying her freedom to live the life she wanted. She gave up her active nursing job for a desk role. Frequent falls made her afraid to carry her grandchildren. She had to move to a bigger house to make room for the wheelchair she feared she might end up needing full-time. Even the best available medication wasn’t improving Janisch-Hanzlik’s symptoms, and she worried they’d only get worse. So when she […]
OpenAI acaba de cruzar una frontera enormemente interesante: permitir que ChatGPT se conecte a cuentas bancarias, tarjetas, inversiones, deudas y pagos recurrentes para ofrecer análisis financiero personal. La propuesta, por ahora en vista previa para usuarios Pro en Estados Unidos, se apoya en Plaid, una conocida compañía de servicios financieros norteamericana, y promete conexión con más de 12,000 instituciones financieras y asegura que el chatbot no puede ver números completos de cuenta ni mover dinero, sólo interpretar balances, […]
Key Takeaways 1. The biological ceiling: Classical hierarchy exploits evolutionarily ancient stress mechanisms — which physiologically degrades employees’ cognitive capacity through what’s known as “amygdala hijack.” 2. Psychological safety isn’t about being “nice”. It’s the baseline condition your prefrontal cortex needs to run complex analysis and actually learn anything. 3. Unbossing isn’t ditching structure — it’s a deliberate tradeoff: you’re trading low coordination overhead (hierarchy) for higher adaptability and genuine engagement (self-management). Nothing is free. 4. The 2026 […]
I was recently struggling to understand GRPO and how RL is applied on LLM’s, the main problem was not the resources but the lack of visual explanations, so I generated a blog for you guys that has both. If you want any more blogs on RL topics then drop a request in the comments and I will add them. https://www.feynmanwiki.com/library/grpo-and-rl-for-llms-vogl submitted by /u/Fancy-Stop5563 [link] [comments]
Running a Rainbow DQN ablation on Snake (C51 + dueling + noisy nets). When I evaluated checkpoints with noise off (mean weights, sigma zeroed out, the standard approach), the scores were all over the place. Some checkpoints averaged 78, others averaged 18. Training curve at those same points was perfectly stable. First instinct was a bug. Checked everything. It wasn’t. The worst case was at ep450K. Deterministic eval produced a bimodal distribution: ~25% of episodes scored near zero, […]
New York, USA, May 15th, 2026/Chainwire/–E Estate Group Inc. announced that it will host E-Estate 1 Year Live: Washington DC Summit on June 13, 2026, bringing together company leadership, agents, buyers, strategic partners, and guests interested in the future of blockchain-based real estate ownership. The summit will take place at The Watergate Hotel in Washington, D.C. and will mark one year since the launch of the E-Estate platform. The event is designed as a milestone gathering for the […]