Parallax: A Parameterized Local Linear Attention That Keeps Softmax and Adds a Learned Covariance Correction Branch

The Transformer’s attention mechanism has barely changed since 2017. Most efficiency work has tried to replace softmax attention outright. A new paper takes a different route. It keeps softmax attention and bolts on a correction branch. A team of researchers from Northwestern University, Tilde Research, and University of Washington introduce a parameterized Local Linear Attention…

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An Implementation of the Microsoft Agent Governance Toolkit for Safe AI Agent Tool Use with Policies, Approvals, Audit Logs, and Risk Controls

scenarios = [ { “name”: “Safe database read”, “tool”: research_db, “kwargs”: { “table”: “customers”, “operation”: “select”, “type”: “select”, “sensitivity”: “medium” } }, { “name”: “Blocked destructive database action”, “tool”: research_db, “kwargs”: { “table”: “customers”, “operation”: “drop”, “type”: “drop_table”, “sensitivity”: “critical” } }, { “name”: “External email requiring approval”, “tool”: research_email, “kwargs”: { “to”: “[email protected]”, “recipient_domain”:…

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This weekend’s two largest films had been each directed by YouTubers

This weekend’s two largest films had been each directed by YouTubers

The YouTube-to-prestige-horror pipeline is wanting very sturdy this weekend. Taking the primary spot on the field workplace is “Backrooms,” a function movie growth of Kane Parsons’ series of YouTube videos that includes eerie discovered footage of a mysterious workplace area (drawn from a 4chan thread) that defies physics. Directed by Parsons, “Backrooms” will bring in…

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A Coding Implementation on Loguru for Designing Sturdy, Structured, Concurrent, and Manufacturing-Prepared Python Logging Pipelines

A Coding Implementation on Loguru for Designing Sturdy, Structured, Concurrent, and Manufacturing-Prepared Python Logging Pipelines

banner(“1) logger.configure(): handlers + customized degree + additional + patcher”) mem = MemorySink() logger.configure( handlers=[ {“sink”: sys.stderr, “format”: console_formatter, “level”: “DEBUG”, “colorize”: True, “backtrace”: True, “diagnose”: True}, {“sink”: mem, “level”: “DEBUG”, “format”: “{message}”}, {“sink”: “structured.jsonl”, “serialize”: True, “level”: “DEBUG”, “enqueue”: True}, {“sink”: “errors.log”, “level”: “ERROR”, “enqueue”: True, “backtrace”: True, “diagnose”: False, “format”: “{time:YYYY-MM-DD HH:mm:ss} |…

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