For Cursor to communicate with MagicPath, it needs our agent skill. Just paste this inside the Cursor chat. "Install this skill npx skills add https://
github.com/magicpathai/ag
ent-skills
… –skill magicpath" The agent will walk you through the installation, logging into our app and the CLI. If you
AGENTS
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Integrating MagicPath AI Agent Skill with Cursor for Code Automation
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AI Agents Need to Learn from Executions for Meaningful Functionality
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I've been waiting for something like this for a while. Agents that don't learn from their executions make no sense.
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Self Improving AI beats Karpathy’s autoresearcher by improving itself
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Self Improving AI (SIA) beats Karpathy's autoresearcher agent by improving itself!
— Sumanth (@Sumanth_077) 28 mai 2026
SIA is a Self Improving AI framework to autonomously improve the performance of any AI system (Model / Agent) on a benchmark task.
Most agent frameworks are static. Fixed harness, fixed model… https://t.co/bk4BaLqsCE pic.twitter.com/kiByM7J0KvSelf Improving AI (SIA) beats Karpathy's autoresearcher agent by improving itself! SIA is a Self Improving AI framework to autonomously improve the performance of any AI system (Model / Agent) on a benchmark task. Most agent frameworks are static. Fixed harness, fixed model
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Apple prepares major Siri revamp with dedicated app
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Apple prepares to announce a major Siri revamp soon, along with a new dedicated Siri app, according to Bloomberg. > These are preview renders prepared by Bloomberg > A new Siri will likely be released in early September Expectations x100
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AutoScientists: Decentralized AI Agents for Scientific Research
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Banger paper from Harvard. AutoScientists drops the central planner entirely. Agents interpret shared experimental data, self-organize around promising directions, evaluate proposals before resource allocation, and document successes AND failures. Decentralized AI co-scientists
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Systematic failures in long agent runs: repetition, forgetting, high API bill
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You have probably seen this with Claude Code or any long agent run: – it repeats work
– it forgets a decision
– it argues with stale instructions
– it misses the exact file you mentioned earlier
– the API bill keeps climbing That is not random. -
Generative Supervision for Embodied Intelligence
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GEM
— AK (@_akhaliq) 28 mai 2026
Generative Supervision Helps Embodied Intelligence pic.twitter.com/IlGPbxkwHSGEM Generative Supervision Helps Embodied Intelligence
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General-Purpose AI Agent Surpasses Karpathy’s Auto-Researcher by Self-Improvement
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A GENERAL-PURPOSE AGENT SURPASSED KARPATHY'S AUTORESEARCHER It wasn't designed for research. It simply improved itself until it achieved it The framework behind it is called SIA by Hexo Labs and it's open source → The agent updates its own logic
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Agent Context Expansion Shifts AI Token Pricing Economics
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As agents use more context, input tokens have become the majority of price-equivalent token costs.
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Developers Using AI Agents for Large Pull Requests
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Developers are using agents to write more "mega PRs."