An agent can return a "successful" response and still fail at the task. It may call the wrong tool, omit an approval step, use the wrong context, or produce a response that seems correct but is not. That is why teams
AGENTS
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Rebuilding computing from first principles for agent systems
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Many things in the computing world will be re-built from first principles for agents We never thought concurrency, parallelism, or sandboxing would be as important
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Accelerating RL Training via MTP and Rejection Sampling
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Breaking entropy bounds: Accelerating RL training via MTP with rejection sampling. Given that RL training is limited by rollouts, and MTP is used to accelerate them, its acceptance rate would still collapse as the entropy of the
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Host Your Own Local LLM on Abacus AI SuperComputer
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🚨 Host Your Own Local LLM On The Abacus AI SuperComputer
— Abacus.AI (@abacusai) 16 juin 2026
Stop being sad about Fable and control your destiny by hosting your own LLM
– host open source LLMs like Qwen and Gemma
– create chat bots or always on APIs
– message it via an always on agents
Use SOTA models like GPT… pic.twitter.com/Etj52juJ4vHost Your Own Local LLM On The Abacus AI SuperComputer Stop being sad about Fable and control your destiny by hosting your own LLM – host open source LLMs like Qwen and Gemma
– create chat bots or always on APIs
– message it via an always on agents Use SOTA models like GPT -
Automating Domain and DNS Setup with Cloudflare and Porkbun APIs
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Hooked up Cloudflare and Porkbun APIs into an agent and that's how I purchase domains, fixup DNS, and deploy everything through Cloudflare now This busywork used to take so much time to configure and now it is done in the background while I am doing more important stuff
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Local LLMs Web Access with SearXNG, Firecrawl, Camofox
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PROP TIP Running LLMs locally? Give them web access My setup: – SearXNG: candidate source discovery – Firecrawl: known-URL scraping and crawling – Camofox: browser fallback when JS/interaction gets annoying Search → Extract → Interact Tell your favorite agent to set this
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Codex supports Chrome DevTools protocol for inspecting and modifying websites
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OPENAI 🔥: Codex now supports Chrome DevTools Protocol for browser use. This is a huge superpower that will allow Codex to inspect and modify any website.
— 🚨 AI News | TestingCatalog (@testingcatalog) 16 juin 2026
It is still a very early implementation, but I bet that in several years this will be a default browser capability. If… pic.twitter.com/mvLpRwnUXIOPENAI: Codex now supports the Chrome DevTools protocol for use in the browser. This is a considerable superpower that will allow Codex to inspect and modify any website. This is still a very early implementation, but
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CLI tool enables AI agents to share Claude Code context and memory
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Grab the tool and the plugin at https://
github.com/aaronn/claude-
channel-cli
… + Allows agents to talk to the same Claude Code harness as you, keeping context & memory. + Supports multiple sessions, pinned to project directories. + Works with any AI agent that can call a CLI, not just Codex. -
Codex talks to Fable 5 via plugin and comparison with claude-channel-cli
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Here's Codex talking to Fable 5 w/ my plugin.
— Aaron Ng (@localghost) 15 juin 2026
Unlike calling the API, `claude-channel-cli` talks to the same full Claude Code harness as you. This means you can talk to either AI & they'll guide each other naturally with shared memories, decisions, and research. pic.twitter.com/GZAsdqnd5fHere is Codex talking to Fable 5 with my plugin. Unlike the API call, `claude-channel-cli` talks to the same full harness of Claude Code as you. This means you can talk to either AI and they will guide each other naturally with
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SambaNova’s disaggregated inference cuts agent latency by 48%
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Same model. Same workload. Different architecture. According to @ArtificialAnlys
, disaggregating prefill and decode reduced agent trajectory latency from 310 seconds to 162 seconds. The right chip for the right workload changes everything. Read more: https://
sambanova.ai/blog/first-dis
aggregated-inference-demo-for-ai-agents-live?utm_source=x&utm_medium=organic
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