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03:34
2026-10-21
spacebar.ai
ai-agents

SpacebarBench: Benchmarking Agents on Whiteboards

SpacebarBench, an October 2026 benchmark from Spacebar, evaluates six model configurations on fourteen consecutive user requests within a single persistent collaborative workspace, scoring delivered artifacts on a 100-po…

01:09
2026-10-21
dev.to
ai-agents

Long-Horizon Agents Need a Map, Not a Bigger Context Window

Trida AI published an analysis arguing that long-horizon AI agents fail not from context-window limits but from losing track of where work stands, and that a compact structured "map" of goal, current position, decisions,…

18:15
2026-10-20
gctl.io
ai-agents

Sandboxing untrusted AI agents on Linux

A Linux sandbox for untrusted AI coding agents is a stack of partial mechanisms — cgroup v2, user and other namespaces, mount namespace with pivot_root, capabilities plus no_new_privs, Landlock and seccomp-bpf — that all…

17:34
2026-10-20
aws.amazon.com
artificial-intelligence

How Octave built a secure multi-tenant AI foundation on Amazon Bedrock

Octave built a multi-tenant AI foundation on Amazon Bedrock using Cohere Embed v4 that embedded 2 billion documents and cut deployment time per use case by 50 percent, the company reported in an AWS blog post. The Relian…

14:49
2026-10-20
shattered.io
large-language-models

MiniMax M3.1 Flash Hits 93% Hallucination Rate [2026]

MiniMax released M3.1 Flash on October 19, 2026, and independent benchmarking by Artificial Analysis reported by VentureBeat found the model's Intelligence Index score rose to 42 from 29 for its predecessor while average…

12:10
2026-10-20
dev.to
ai-agents

AI Made Hacking Cheaper. Here's How to Defend Your Website.

A single operator used AI agents to attempt intrusions against more than 1,200 websites and break into sites belonging to over 100 companies at an estimated AI cost of about $5,000, according to a Reuters report cited in…

10:30
2026-10-20
github.com
ai-agents

Smart delegation pipeline for AI agents (up to 15-20% on costs)

A shared RTK pipeline named laya-delegate cut mean cost per trial 13.9% across 48 SkillsBench trials on Claude Opus 5.5 run on 2026-10-18 and 2026-10-19, with reward unchanged at 0.81, according to self-reported numbers …

10:01
2026-10-20
fastcompany.com
artificial-intelligence

AI could make cybersecurity a never-ending process

CrowdStrike in September launched SafeMind, a cybersecurity tool that uses custom AI models and harnesses to attack simulated copies of customer infrastructure while defensive AI systems detect, repel and patch the attac…

03:11
2026-10-20
github.com
ai-agents

Don't Choose. Join

The clavity repository's latest Antigravity release ships a broken "--prompt-interactive" option, and its maintainer's documented workaround is to paste the contents of the agy-pairing-INSTALL.md file into Antigravity's …

00:11
2026-10-20
machinebrief.com
ai-policy

DeepSeek deep-sixed at all US federal civilian agencies

The US Department of Homeland Security on Monday issued an order barring federal civilian agencies from using products from Chinese AI lab DeepSeek and requiring them to remove existing implementations, covering "all Dee…

00:00
2026-10-20
construct.computer
ai-agents

How to Run an AI Agent on a Schedule With Your Laptop Closed

Construct, an AI agent platform, published a guide showing how to run scheduled AI agent tasks in its cloud workspace so jobs fire with the laptop closed, with plans priced at $9 a month for 3 scheduled tasks, $59 for 10…

22:14
2026-10-19
induction.ai
large-language-models

Caching in Gemini 4 Argon has some quirks

Induction AI's testing of Gemini 4 Argon found Google's new model caches prompts predictably at the documented 4096-token threshold, unlike Gemini 3.1 Pro Preview, which the company found dependable only after 9000 token…

07:00
2026-10-19
idratherbewriting.com
ai-tools

Why docs still need an owner — podcast with CT Smith about WTFM

Technical writer CT Smith told a podcast with Fabrizio Ferri-Benedetti that a layered pipeline of Vale hooks, skills, model reviews and sandbox fixtures lets Claude Code handle about 40% of her documentation tickets, a f…

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