FuriosaAI quadruples valuation to $2.9B in $620M Series D

Strata 0.2.7.1 adds two routing optimizations, including STRATA_ROUTE_PRIOR, that affect both performance and quality. A LocalLLaMA user ran coding, math, and instruction-following tests on Qwen 3.8 Flash Next IQ3_S to measure the actual impact on their own hardware.

OpenAI's model tiers are ordered Luna < Terra < Sol < Astra, with bigger models more performant, costlier per token, and better at recalling esoteric facts. Version numbers encode release order, family similarity, and improvement magnitude — 6.1 follows 5.6 but isn't a big enough leap for a 7.

Mosseri said on the Colin and Samir podcast that frustration and anger over AI will grow "over the next couple of years," some of it founded and some unfounded. He said Instagram doesn't rank AI creators differently but "probably" ranks AI content worse than non-AI content.

Manish Kapur (Sonar) and Addy Osmani (Anthropic) describe scaling from roughly 2,500 to 30,000 merged changes daily, with Claude doing first-pass review backed by real verification. They contrast "light" versus "dark" software factories as coding agents open PRs faster than humans can review them.

Nightly build v0.26.3-nightly.20261028.ca204559a7 fixes config reporting for silently dropped controls and pins HostedProcessLiveness.running across every host in managed-agent tests.