AI has just crossed a threshold: recursive self-improvement. Models write the code that trains them, discover the algorithms that will make them better, design the chips that run them… The machine improves the machine, which will improve the machine.
AGI
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Microsoft Makes Agent Skills Self-Evolving
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Handwritten skills are dead. Microsoft just taught them to self-evolve.
— AlphaSignal (@AlphaSignalAI) 7 juin 2026
Most agent skill docs are handwritten and brittle. They rarely improve once shipped.
Microsoft Research just released a paper fixing this.
It treats the skill file as a frozen agent's trainable state. A… pic.twitter.com/wG1DsD353jHandwritten skills are obsolete. Microsoft has now enabled them to self-evolve. Most agent skill documents are manually written and fragile. They rarely improve after deployment. Microsoft Research has just published a paper addressing this issue. It treats the skill file as a trainable state of a frozen agent.
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Google Unveils New LLM for 8GB RAM
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Google just dropped a new LLM! You can run it locally on just 8GB RAM. Let's fine-tune this on our own data (100% locally):
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Solution for training world models as causal agents
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This is a solution for how world models should be trained so they become proper causal agents. This solution was developed by @AdaptiveAgents and myself over the years. We are familiar with the literature. Thanks for the link.
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LLMs are not conscious, two true versions
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LLMs are not conscious.
LLMs are not not conscious.
Both are true. -
CEO Billionaire Proposes Proof-Gated Evolution Constitution for AI: GoalOS
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RSI was missing a constitution. Not “AI improves itself.” Proof-gated evolution: Aim → Act → Prove → Evolve. No proof, no evolution.
No eval, no propagation.
No rollback, no release. AEP-001: GoalOS https://
github.com/MontrealAI/pro
of-gradient/blob/main/docs/standards/AEP-001/GoalOS_Proof-of-Evolution-Constitution_AEP001_v12.1_Institutional_Final.pdf
… #GoalAI #MontrealAI #QuebecAI -
Proof-Carrying Evolution for Safe AI Self-Improvement
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The RSI era should not be ungated self-modification. It should be proof-carrying evolution: Every agent action emits proof.
Every proof enters a Selection Gate.
Only what passes eval, risk, scope, canary, monitoring, and rollback earns propagation. Private intelligence stays -
Sakana AI hiring frontier researchers for RSI core team
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We’ve been laying the foundations for RSI over the last 2 years. Now, I am looking for a select group of distinguished frontier researchers and engineers to join our core RSI team. https://
sakana.ai/careers/member
-of-technical-staff-rsi-lab/
… If you have a proven track record at the frontier, but find yourself -
Anthropic’s Claude Mythos preview outperforms humans in research direction 64% of the time
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The most interesting result in Anthropic's latest paper isn't the 8x increase in code output.
It's this:
Claude Mythos Preview suggested a better research direction than humans 64% of the time.
We're moving beyond AI that writes code.
We're approaching AI that helps decide