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AI Agents & Workflows

1237 summarised stories about AI Agents & Workflows, each linking back to the original source. Browse all topics →

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Saturday, 22 August 2026

The Developer’s Guide to NeMo Guardrails for Enterprise AI Safety

MarkTechPost 2 months ago 46

NeMo Guardrails was used to build a layered safety pipeline that controls a financial LLM assistant across input, retrieval, output, and multi-turn dialog. A DAILY_LIMIT of $2,000 was enforced for transfer requests, with amounts above that threshold blocked. The resulting system can redact or mask sensitive data, filter internal content, gate tools based on policy, trace which rails activated, and generate a coverage-style evaluation of safety and added compute cost.

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Enterprise AI AI Agents & Workflows AI Governance AI Safety

[AINews] 10% worse, 100x cheaper, 10000x faster: Why Simulation is taking over

Latent Space 2 months ago 34

Simulation is increasingly replacing human-made parts of the machine-intelligence pipeline, shifting the judge, training data, teacher, curriculum, researcher, and environments from models and verification to synthetic versions. A March 2026 autoresearch run stacked 700 experiments into 20 improvements, reducing time-to-GPT-2 from 2.02 to 1.80 hours. The result is an expanding loop where reliability depends more on verification mechanisms and synthetic environment scaffolding than on human labor, leaving physical experiments as the last major bottleneck.

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AI Infrastructure AI Agents & Workflows AI Evaluation Model Training

The Evolution of the Agent Harness

Latent Space 2 months ago 46 ● 4 sources

Engineers reported that AI agents started working noticeably better around Christmas 2025 as model capability and surrounding “agent harness” improvements converged. The article cites a Harness-Bench result where scores on the same 106 tasks ranged from 52.4 to 76.2 with model unchanged. As a result, the harness is increasingly absorbed into model weights while what remains shifts toward an interface for human attention and control.

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AI Agents & Workflows Agentic AI Agentic Workflows Agent Orchestration

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