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Public story · 2026-02-28 · source-backed
Reduces per-parameter training memory by 50%+ through improved master weight splitting and 8-bit optimizer state quantization. AdamW drops from 16 bytes to 7 bytes per parameter. Tested on Llama-3.1-8B finetuning with no quality degradation. Code at databricks/flashoptim. Directly unblocks fine-tuning larger models on consumer GPUs. (arXiv)
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AI-assisted coding at Meta grew lines per diff by 105.9% year over year. Agentic AI drove over 80% of that growth. The problem: timely review share declined. Code is being generated faster than humans can read it. Meta's answer is RADAR, and every team scaling AI-assisted deve...
AMD unveiled its first rack-scale system to directly contest Nvidia at the rack level, with engineering samples in H2 2026 and mass production targeted Q2 2027. Microsoft joins Meta, OpenAI and Oracle as customers; Meta plans 1 gigawatt of Helios racks by year-end against a lo...
Meta Compute will sell excess AI compute and model access against AWS, Azure, and Google Cloud, backed by up to roughly $145B in 2026 infrastructure spend. CoreWeave shares fell 14% on July 8 as the market read Meta as a credible neocloud threat. For anyone renting GPUs, anoth...
The September 12 piece puts 86% of founders as technical against 59% a decade ago, and uses Databricks and Snowflake as the case study: Databricks promoted Berkeley professor Ali Ghodsi to $190B and 80%+ growth, while Snowflake hired outside operators twice and then saw produc...
GitHub published four advisories against omnigent-ai/omnigent v0.1.0, the meta-harness that runs Claude Code, Codex and Pi under policy and sandboxing. GHSA-jrrm-9hc7-2v3h at CVSS 9.0 lets any user with session edit rights overwrite a shared template agent via PUT /sessions/{i...
Hugging Face published its Summer 2026 State of Open Models report on August 14, and one statistic in it went almost entirely unremarked in the coverage. By July 2026, agents rather than humans became the Hub's primary users. Claude Code alone accounted for 44.4% of all agent...
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