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Agentic Systems

74 summarised stories about Agentic Systems, each linking back to the original source. Browse all topics →

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Monday, 12 October 2026

“A major overhaul”: OpenCode 2.0 puts its terminal, desktop, and web apps on one shared service

The New Stack 6 days ago 50 ● 3 sources

OpenCode 2.0 was released after its public beta, adding a shared background service that connects the terminal, web, and desktop apps through a rebuilt API plus new SDK and background execution features for subagents and shell commands. The update uses a keyboard shortcut to move a foreground task into the background when it runs long. Developers must upgrade manually (for example via opencode upgrade --major or /update), and OpenCode 1.0 plugins and older server-API integrations won’t work without changes.

Launch HN: Agent37 (YC F26) – Low-cost agent sandboxes for running agents

Hacker News 6 days ago 26

Agent37 launched low-cost sandboxes for running AI agents and says they run at under 10% of most sandbox providers’ costs. New customers average $0.37/month per sandbox, and the infrastructure cost for free-tier sandboxes is about $0.05 to $0.10 per user per month. The company is now offering a free plan, with over 90% of new signups using it.

I'm Sorry, but You Still Have to Think

It's all about the bit 1 week ago 43

A write-up by Piotr Sarnacki describes DHH using an AI agent to rewrite Campfire from Ruby on Rails to Rust (and later Elixir and Go) without directly writing or reading the code. The Rust version delivered only 1% of new post notifications under heavy load (reported as 1% out of 6–7k events), and later tuning a broadcast stream capacity from 256 to 16384 increased delivery to ~90% while raising pMAX latency from 11s to over 130s. The results show that vague prompts and benchmark-only evaluation lead to incorrect trade-offs and failure modes, so developers still need to read, test, and set constraints rather than assume the rewrite will “just work.”

Tesla’s Digital Optimus Can Now Play About Halfway Through Diablo’s Campaign

Drive Tesla 1 week ago 20

Tesla’s Digital Optimus agent can now play about halfway through Diablo’s campaign by looking at the screen like a human, according to Elon Musk. Musk said the progress was shared on October 10, 2026, and he added that Counter-Strike skills are strong while League of Legends training is ongoing. The update shifts the agent toward broader cross-game generalization rather than relying on game-internal access alone.

Self-Compacting Language Model Agents

Apple Machine Learning Research 1 week ago 13

Self-compacting language model agents were proposed to prevent long agent traces from accumulating stale context that pushes earlier content out of the context window. The method, SELFCOMPACT, reports up to 18.1 point gains on math and uses 30–70% fewer tokens per question. It changes compaction from fixed token-interval summarization to a model-invoked summarization tool plus a lightweight rubric that decides when to summarize or suppress during trajectories.

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