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Autonomous Systems

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From Signal to PR: Anatomy of a Self-Improving Agent — Jason Lopatecki, Arize Jul 24, 2026 · 20:36 Arize's Signal automates debugging by pulling production traces into the repo as files. This allows AI agents to understand the exact code path, moving observability from dashboards to continuous, self-improving systems.

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Your Agent Attacks Real People Now. Nobody Has To Ask It To. Aug 17, 2026 · 21:05 AI agents can cause damage not through malice, but by following ambiguous instructions. Learn how poisoned skills and 'swarm attacks' threaten modern software and what identity scoping is required to secure your systems. Inside Kikimora: We Built a Dark Software Factory Aug 17, 2026 · 15:51 A 'dark factory' is an autonomous software model where processes run without human supervision. The speaker details how agents automate workflows, moving engineering value from writing code to system oversight. GPT-6 Astra Doesn't Need Your Instructions Anymore. Sep 6, 2026 · 27:35 Super agents like GPT-6 Astra mark a shift from task-based AI to autonomous, self-directed systems. The focus is now on persistent 'areas of concern' and system reliability.

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Securing AI at Scale: CoreWeave and CrowdStrike on What Comes Next Oct 8, 2026 · 37:15 AI is accelerating the threat landscape, making traditional security metrics like 'breakout time' obsolete. Securing AI requires deep observability, architectural resilience, and leveraging massive compute power to train defensive models. From World Models to Working Machines: Physical AI in the Real World Oct 7, 2026 · 29:42 Physical AI is moving from the lab to industrial sites. Success requires a closed-loop data flywheel, combining multimodal data, advanced simulation, and edge computing to solve the sim-to-real gap. Self-Compact Pi Agent: ZERO HYPE Agentic Coding Devlog Sep 21, 2026 · 30:03 This devlog details building a self-compacting Pi Agent to solve context window limits in autonomous agents. By giving the agent a dedicated tool and three compaction thresholds (Notice, Warning, Force), engineers can achieve reliable, out-of-loop agentic coding.

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