TeqVolt
5 articles

Deep Dives

Long-form analysis and technical deep dives

TurboQuant: Google's 6x KV Cache Compression Hits 3-Bit With Zero Loss
Deep Dives

TurboQuant: Google's 6x KV Cache Compression Hits 3-Bit With Zero Loss

Google's ICLR 2026 algorithm compresses the KV cache 6x at just 3 bits per element — no training, no calibration, near-zero accuracy loss, and an 8x attention speedup on H100s.

By Aisha Patel · 5 min · May 11, 2026
Stanford AI Index 2026: The 12 Findings That Should Worry Everyone
Deep Dives

Stanford AI Index 2026: The 12 Findings That Should Worry Everyone

Stanford's annual AI report reveals record-breaking capabilities, $581B in investment, and a widening transparency crisis. The data demands urgency.

By Aisha Patel · 6 min · Apr 15, 2026

Neuro-Symbolic AI Cuts Energy Use 100x While Tripling Accuracy
Deep Dives

Neuro-Symbolic AI Cuts Energy Use 100x While Tripling Accuracy

Tufts University researchers built a neuro-symbolic AI system that slashes robot training energy by 99% and boosts task success from 34% to 95%. The results head to ICRA Vienna in May.

By Aisha Patel · 5 min · Apr 12, 2026

Gemini 3.1 Pro: Google's 2-Million-Token Model Changes the Game
Deep Dives

Gemini 3.1 Pro: Google's 2-Million-Token Model Changes the Game

Google's Gemini 3.1 Pro arrives with a 2-million-token context window, native multimodal processing, sandboxed code execution, and benchmark scores that top 13 of 16 major leaderboards.

By Aisha Patel · 6 min · Apr 11, 2026

Meta MTIA: Four Custom AI Chips in Two Years to Challenge Nvidia
Deep Dives

Meta MTIA: Four Custom AI Chips in Two Years to Challenge Nvidia

Meta's four MTIA chip generations deliver 25x compute gains on RISC-V with a six-month release cadence.

By Aisha Patel · 5 min · Mar 30, 2026