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AI Agent Roundup β€” October 28, 2026

AI Agent Roundup β€” October 28, 2026

By BytesAgain Β· Published October 28, 2026 Β·

Here are today's most interesting finds from across the AI agent ecosystem.

1. Mirendil Launches Fern 0.1, Its First Model, With 10M-Token Context

Mirendil released Fern 0.1, its first model, pretrained from scratch with a 10M-token context window. It targets agentic AI R&D work, scores 100% on RULER single needle at 10M, but trails frontie

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2. Nebius cut rollout collection time by 66.9% β€” here’s what changed

In AI agent training, you can pay for powerful GPUs and still spend much of your time waiting. Agents need The post Nebius cut rollout collection time by 66.9% β€” here’s what changed appeared first on

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3. What Cloakroom would and wouldn't have done in October's incidents

<p>Disclosure: I built Cloakroom, an open-source tool that masks secrets before AI coding agents see them.</p>

<p>October had four incidents that put developer and agent keys at ris

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4. limitcast 0.16: find the notes Claude Code never loads, and split big memory files

<p>Claude Code keeps notes for each project in a <code>MEMORY.md</code> index plus topic files, and it reads only the start of that index at the beginning of every session. limitcast

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5. 23 jobs run by AI agents, 5 by me, 1 by nobody: the org chart of a one-person studio

<p>I run 14 ventures with no employees. That claim is cheap. What is less cheap is writing down every job a company needs and putting a name next to each one.</p>

<p>So I did. The t

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