The Polylog AI Intelligence Brief

Morning Edition · Saturday, July 11, 2026

Tech

Meta Puts Its Frontier Model Behind a Paid API, Closing the Weights on Muse Spark 1.1

The multimodal agentic model comes with a one-million-token context window and metered pricing of $1.25 per million input tokens, ending Meta's open-weight approach at the frontier.

3 sources
Corroborated

Tech

Meta Moves Iris Accelerator Into Production as It Targets 14 Gigawatts of Compute

The in-house chip, designed with Broadcom and fabricated by TSMC, cleared testing in six weeks and enters production in September amid roughly $145 billion in projected annual infrastructure spending.

3 sources

Tech

Anthropic and AE Studio Build a Removable Compartment for Dangerous Knowledge

The method, called Gradient-Routed Auxiliary Modules, removed virology and cybersecurity capabilities from a test model about as completely as never training on the data at all, without reducing general performance.

3 sources

Geopolitics

Anthropic Redeploys Fable 5 After a 19-Day Export Suspension

The model returns with a classifier, a filter that detects the attack, which Anthropic says blocks the triggering jailbreak more than 99 percent of the time, alongside an industrywide framework for scoring jailbreak severity.

3 sources
Corroborated

Tech

Meta's Non-Invasive Brain-to-Text System Decodes Typed Sentences From Magnetic Signals

Brain2Qwerty reaches a 32 percent character error rate using magnetoencephalography (MEG) and 19 percent for the best participants, with no surgery, though electroencephalography (EEG) remains far worse at 67 percent.

3 sources

Tech

Deutsche Telekom Puts ChatGPT Enterprise in Front of 200,000 Employees

The German carrier is adding live translation, in-call assistants, and post-call summaries to its existing voice and messaging channels, with dedicated computing hosted inside Germany to keep data in the country as the law requires.

2 sources

Tech

Meta Tests Always-On "Super Sensing" Glasses That Recall a Wearer's Day

Prototype glasses would continuously sample audio and images and upload the extracted metadata for an assistant to search, reviving a dispute over recording indicators and consent.

2 sources

Tech

ZipDepth Distills a Vision Foundation Model Into a 6-Million-Parameter Depth Network

The compact model converts into plain convolutions with no custom operators, keeping its zero-shot accuracy while running in real time on GPUs, CPUs, and embedded hardware.

2 sources

Tech

A Research Proposal Would Make Enterprise Agents Act Before Being Asked

A new paper argues that retrieval and agent frameworks keep AI agents fundamentally reactive, and it proposes context graphs to let them anticipate and start work on their own.

1 source

Tech

Anthropic Researchers Repeat the Claim That Today's Models Can Automate White-Collar Work

The claim that current systems are enough to automate white-collar jobs within five years, even if progress stalls, conflicts with the same group's data showing that actual usage is far below what the models can theoretically do.

2 sources
Plausible

Tech

Anthropic Details How Claude Code Went From Internal Tool to Product

The account traces the coding agent's path from an internal command-line tool to a shipped product, published as rival developers compete to match Anthropic on code.

1 source

Tech

Russian Lab Proposes a Unified Way to Compare LLM Fine-Tuning Methods

Presented at the International Conference on Machine Learning (ICML) 2026, the work sets out a common framework for evaluating offline preference-based fine-tuning methods, which learn from prepared answer pairs.

1 source