Fresh stories
Nanbeige releases Apache 2.0 Nanbeige4.3-33B with a reported 512K context
Nanbeige released Nanbeige4.3-33B under Apache 2.0 with a reported 512K context window. Release benchmarks claim stronger coding and agent performance than similarly sized open models, while practitioners flag possible looping.


Older RTX GPUs reportedly deliver roughly 50% faster matrix multiplication
Developers report higher Tensor Core throughput on older RTX GPUs, and an independent test found identical outputs. John Whitaker's local MoE tests showed under 10% faster prefill and essentially unchanged decode speed.

Nanbeige releases Apache 2.0 Nanbeige4.3-33B with a reported 512K context
Nanbeige released Nanbeige4.3-33B under Apache 2.0 with a reported 512K context window. Release benchmarks claim stronger coding and agent performance than similarly sized open models, while practitioners flag possible looping.

Shreya Shankar routes coding tasks by size and separates bug review
Shreya Shankar describes a coding workflow built around human-reviewed RFCs, implementation routing by task size and separate bug review. Follow-ups explain section-by-section specs and restarting failed approaches.
Top storiesthis week
Theo reports Claude Agents SDK bug that drains five-hour session limits faster
Theo reports that Claude Agents SDK usage consumes five-hour limits faster than Claude Code usage, without affecting weekly limits. He says CLIProxy's added TUI header avoids the bug while a fix is being coordinated.


vLLM reports 196 tokens per second for DeepSeek V4.1 Flash on AgentX
vLLM reports 196 tokens per second at P90 per user for DeepSeek V4.1 Flash on AgentX. Its post provides reproduction details and calculates $38.96 per GPU-hour in revenue at DeepSeek's off-peak prices.

Google says Gemini API spend caps take 10 minutes to take effect
Google's Logan Kilpatrick says Gemini API spend caps now have a ten-minute enforcement delay, down from more than a day. He distinguishes caps from email budget alerts and says immediate enforcement is not yet available.

SemiAnalysis identifies 8.7 GW of Texas datacenter campuses exposed to permit freeze
SemiAnalysis identifies 8.7 GW of Texas datacenter campuses needing air permits under the expanded freeze. That is total campus capacity, not delayed capacity; site work and already permitted generation can proceed.

T3 Code ships search rewrite with 4× accuracy after agent-driven testing
Theo says T3 Code shipped a search rewrite with four times the accuracy. An 18-hour agent loop using cloned databases, synthetic queries and multiple models reached 53 of 54 example cases.





