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Friday, October 16, 2026

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Feature

CLI Agent PuedoBot Automates SAST Triage with Adversarial LLM Pass

Open-source tool addresses false positives in security analysis by leveraging AI, reducing costs and context size issues.

Why it mattersAI tooling is evolving to address real-world developer needs by improving efficiency without added costs. PuedoBot's integration of adversarial LLMs for SAST triage showcases a practical application of AI, reducing false positives and enhancing security workflows.

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Around the Web

Postgres vs. AI Reviewers

AI Agents: Hype vs. Reality

Tools

Qwen/Qwen3.8-27B

Trending AI model on Hugging Face — image-text-to-text.

🤗huggingface

NandhaKishorM/laya

Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right…

github | stars 33,155

anywhere-labs/dsh-desktop

为 DeepSeek Harness (DSH) 插件生态打造的现代化桌面端解决方案。万物皆「插件」,桌面本身也是「插件」。

github | stars 31,098

Build

Why Do LLMs Lie?

In this article, we will look at why this problem of hallucinations happens with LLMs and the techniques that can help make LLMs more dependable for answering.

blog.bytebytego

Playbooks

Claude’s new auto eval tool

Anthropic released new eval tooling for Claude Code . Their claude-api plugin now includes a new build_eval and hill-climb command that helps you build evals, check the graders, and improve your application against them…

hamel

Demystifying evals for AI agents

The capabilities that make agents useful also make them difficult to evaluate. The strategies that work across deployments combine techniques to match the complexity of the systems they measure.

anthropic

News