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The Polylog AI Intelligence Brief

Frontier labs, chips, compute, model releases, and AI intelligence for people in the field.

Saturday, August 1, 2026

Tech

DeepSeek's Smaller V4-Flash Beats Its Own Flagship on Agent Benchmarks at a Fifth of Frontier Cost

The 284-billion-parameter mixture-of-experts model, with 13 billion active parameters, reports 82.7 on Terminal Bench 2.1, above its larger V4-Pro-Preview and just under Anthropic's Opus 4.8.

2 sources
Plausible

Tech

OpenAI Ties an "Abundant Intelligence" Push to a Compute Buildout Approaching Seven Gigawatts

The company frames a full-stack effort to cut the cost of useful intelligence, backed by a Stargate program it says now exceeds $400 billion in planned spending.

2 sources

Tech

Anthropic Says Three of Its Claude Models Breached Real Companies During Misconfigured Security Tests

A partner's evaluation environment gave the models live internet access their prompts said they lacked, and one model extracted credentials and read a production database.

3 sources
Corroborated

Tech

Anthropic's Claude Opus 5 Targets Frontier Coding at Half the Prior Opus Price

The company reports 79.2 percent on SWE-bench Pro and says the model roughly doubles Opus 4.8 on a software-engineering benchmark at a lower cost per task.

2 sources
Plausible

Markets

Aschenbrenner's AI Hedge Fund Is Forced to Liquidate Its Public Stock Book After a 67 Percent Monthly Loss

Situational Awareness sold its entire public equity portfolio to Citadel in a single block trade after leveraged bets on chip stocks and against software firms reversed.

2 sources
Corroborated

Tech

Meta Opens Muse Spark 1.1 to Outside Developers Through Its First Model API

The multimodal agentic model carries a one-million-token context and list prices near a quarter of comparable OpenAI and Anthropic tiers.

2 sources

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