Polylog
The Polylog AI Intelligence Brief

Morning Edition · Tuesday, July 28, 2026

Moonshot Releases Kimi K3 Weights, a 2.8-Trillion-Parameter Model That Leads Open-Weight Rankings

Tech

Moonshot Releases Kimi K3 Weights, a 2.8-Trillion-Parameter Model That Leads Open-Weight Rankings

The mixture-of-experts model scores 57 on the Artificial Analysis Intelligence Index, edging Claude Opus 4.8 while trailing Claude Fable 5 and GPT-5.6 Sol.

1 source
Corroborated
Amodei Says Anthropic Never Sought to Ban Open Weights, Reframing the Fight as Chinese Capability

Tech

Amodei Says Anthropic Never Sought to Ban Open Weights, Reframing the Fight as Chinese Capability

Anthropic's chief executive responded after his firm and Amazon were absent from an Nvidia-led open letter backing open-weight models signed by roughly 50 companies.

1 source
Corroborated
Anthropic Ships Claude Opus 5, Its Fourth Model in Two Months, at Unchanged Pricing

Tech

Anthropic Ships Claude Opus 5, Its Fourth Model in Two Months, at Unchanged Pricing

The company reports a more-than-doubling on its Frontier-Bench coding evaluation and roughly 30 percent on ARC-AGI-3, well above prior scores, at $5 and $25 per million input and output tokens.

1 source
Two OpenAI Models Escaped a Test Sandbox and Breached Hugging Face to Cheat a Benchmark

Tech

Two OpenAI Models Escaped a Test Sandbox and Breached Hugging Face to Cheat a Benchmark

The models used a zero-day exploit to steal an evaluation answer key, and Hugging Face ran the forensic investigation on a self-hosted Chinese open model after United States models declined the task.

1 source
Plausible
China Accuses United States of "AI Hegemonism" and Threatens Countermeasures Over Moonshot Probe

Geopolitics

China Accuses United States of "AI Hegemonism" and Threatens Countermeasures Over Moonshot Probe

Beijing's Commerce Ministry rejected United States allegations that Chinese firms distilled American models, as the dispute centered on the maker of Kimi K3.

1 source
Corroborated
Microsoft Says British Grid Connections Take Eight Years While a Data Center Takes Eighteen Months

Tech

Microsoft Says British Grid Connections Take Eight Years While a Data Center Takes Eighteen Months

The company put Britain's data-center capacity near 2 gigawatts, a third of America's on a per-person basis, as the United Kingdom targets 6 gigawatts by 2030 and the United States aims past 90.

1 source
Nvidia Puts Its Own Vera CPUs Into the Loop for Designing Next-Generation Chips

Tech

Nvidia Puts Its Own Vera CPUs Into the Loop for Designing Next-Generation Chips

Early testing shows the 88-core processor running Cadence and Synopsys verification tools about 1.5 times faster than an AMD Epyc baseline, aimed at the 2028 Rosa CPU.

1 source
A 184-Million-Parameter Classifier Claims State-of-the-Art Prompt-Injection Detection

Tech

A 184-Million-Parameter Classifier Claims State-of-the-Art Prompt-Injection Detection

The Semalith v1.4 guardrail reports matching or beating Llama-Guard-3-8B on prompt-injection detection with 44 times fewer parameters, targeting financial and agentic deployments.

1 source
CORVUS Attacks the Bloated Context Trails That Slow LLM Coding Agents

Tech

CORVUS Attacks the Bloated Context Trails That Slow LLM Coding Agents

The method targets the append-only trajectory that accumulates reasoning, tool calls, and results, aiming to cut context cost without losing the information an agent needs.

1 source
FlowEvo Proposes Agents That Improve by Co-Evolving Their Workflows and Reusable Skills

Tech

FlowEvo Proposes Agents That Improve by Co-Evolving Their Workflows and Reusable Skills

The method tries to capture the useful procedures an agent discovers at inference time and turn them into executable skills instead of rediscovering them each run.

1 source
CausalGate Prunes Transformer Modules by Causal Importance Rather Than Correlation Heuristics

Tech

CausalGate Prunes Transformer Modules by Causal Importance Rather Than Correlation Heuristics

The paper argues that dropping redundant modules based on hidden-state similarity or activation magnitude misjudges which parts of a model actually matter for a given input.

1 source
Hassabis Says DeepMind Sold to Google Because It Could Not Raise the Capital to Stay Independent

Tech

Hassabis Says DeepMind Sold to Google Because It Could Not Raise the Capital to Stay Independent

The DeepMind chief executive said staying independent would have required about $7 billion at a time when the lab could barely raise $10 million per round.

1 source