229 stories
TL;DR Muse Wonder and Muse Wonder Full are a frontier model family from Meta built for agentic work, released on 12 October 2026 with a 1M-token context window and a thirteen-page model card published the same day.
Some information, such as exam questions or bid prices, must remain unreadable until an agreed time, even if it has already been delivered. KAIST researchers have used changes in the electric current inside a semiconductor to develop encryption in which information is revealed only after a set…
Long-running agents degrade as context piles up. Learn how offloading, summarization, skills, subagents, and memory keep your agent's context window focused.
Prompt injection turns AI agents against their owners. Learn direct and indirect attacks, real exploits like EchoLeak and GitHub MCP, and the containment defenses that actually hold up.
From September 29 to October 1, VidSummit 2026 brought the global video creator community together in the Dallas area of Texas. Now in its 13th year, the annual conference welcomed approximately 3,000–4,000 creators and industry professionals for more than 100 keynotes, panel discussions, and…
Introducing Hindsight™, a new approach to agent memory. Best in the world on benchmarks. Best in production for your agents.
The article explains the difference between continuous evaluation, which tests agent performance, and continuous learning, which turns past experience into reusable lessons that change future behavior, and describes how the platform Reflexio combines both approaches to help AI agents avoid…
A step-by-step guide on measuring AI agent behavior improvement, covering how to establish a baseline, select task-specific metrics such as success rate and retries, compare results before and after changes, and verify whether learning leads to lasting gains without regressions.
Tool output was 84% of a coding agent's context in a September 2026 study. How to tell context is the problem, and where to route the work instead.
Vertex AI Agent Builder pricing checked Oct 13, 2026: Gemini 3.8 Flash at $0.75/$3.75, Claude and open models, every agent meter, free tier, 3 worked bills.
Automate email triage with Hermes Agent and Gmail: App Password setup, the new EMAIL_AUTHSERV_ID setting, SOUL.md rules, triage skills and safety.
A local embedding model turns your text into vectors on hardware you control, so no document or query leaves your machine to get embedded.
A new object-storage-native engine for Hindsight’s agent memory, built for fast retrieval, high-throughput ingest, and lower cost at scale.
Announcing consumption-based pricing for short-term memory in Amazon Bedrock AgentCore Amazon Bedrock AgentCore memory now prices short-term memory (STM) based on the data your agents ingest, retrieve, and store, replacing the previous flat rate per event.
Ant Group is testing a new version of its LingGuang AI assistant that adds long-term memory and the ability to carry out tasks proactively, Sina Tech reported on October 11.
Long-term memory has been widely adopted in LLM-based agents to support persistent interaction and personalized assistance. Long-term multi-party interactions, however, accumulate substantially more detailed information, with decisions repeatedly updated and states evolving across participants and…
A post this week called context-window compaction a "200k-token lobotomy" and patched it with external state files named after Memento. It is a good write-up, and the naming is honest about the stakes. But it also made the underlying problem easier to see than the fix does.
AI agent Gmail access without the risk: 8 restricted Gmail scopes explained, a separate agent inbox, drafts instead of sends, and a 1-minute revoke.
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