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
SAFETY
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Proof-Carrying Evolution: Secure AI Propagation via Strict Selection Gates
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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 -
RSI missing constitution; MontrealAI unveils proof-gated evolution 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
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Why Healthcare Still Isn’t Ready for AI
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Why Healthcare Still Isn’t Ready for AI
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @HaroldSinnott @fogoros @iainljbrown @NandoDF @katecrawford @drhassanrashidi @YuHelenYu -
5 Security Layers for Shipping AI to Production
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These 5 security layers are non-negotiable when shipping AI to production (don't ship to production without these) Layer 1: Input. Validate and sanitize everything coming in. Block prompt injection at the door. Layer 2: Policy. Your model shouldn't have full access to your
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RSI Nears, Safety Debate Becomes Serious
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Yeah true. However as RSI comes closer safety is actually a serious debate
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Children may prefer Claude over Netflix, raising concerns about adaptation speed
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𝗬𝗼𝘂𝗿 𝗰𝗵𝗶𝗹𝗱 𝗺𝗮𝘆 𝗻𝗼𝘁 𝗮𝘀𝗸 𝗳𝗼𝗿 𝗡𝗲𝘁𝗳𝗹𝗶𝘅 𝗻𝗲𝘅𝘁. 𝗧𝗵𝗲𝘆 𝗺𝗮𝘆 𝗮𝘀𝗸 𝗳𝗼𝗿 𝗖𝗹𝗮𝘂𝗱𝗲.
— Pascal Bornet (@pascal_bornet) 6 juin 2026
I’ll be honest: this makes me uncomfortable.
Not because children are using AI, but because many of them may adapt to it faster than we do.
For years, I… pic.twitter.com/LnD2jpdbsY𝗬𝗼𝘂𝗿 𝗰𝗵𝗶𝗹𝗱 𝗺𝗮𝘆 𝗻𝗼𝘁 𝗮𝘀𝗸 𝗳𝗼𝗿 𝗡𝗲𝘁𝗳𝗹𝗶𝘅 𝗻𝗲𝘅𝘁. 𝗧𝗵𝗲𝘆 𝗺𝗮𝘆 𝗮𝘀𝗸 𝗳𝗼𝗿 𝗖𝗹𝗮𝘂𝗱𝗲. I’ll be honest: this makes me uncomfortable. Not because children are using AI, but because many of them may adapt to it faster than we do. For years, I
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First self-creating models and ongoing RSI progression
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Just a quick reminder: already in February, we had the first models that were "instrumental in creating themselves." RSI is a progression that has been ongoing for some time.
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Anthropic’s pause proposal aims for dominance, not humanity’s good
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As for me, I think Anthropic's recent pause proposal is not something being suggested to help humanity. It is being put in place to better position Anthropic to dominate. For more see: https://
open.substack.com/pub/bobgourley
/p/anthropics-pause-proposal-is-about
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Claude API may have leaked user inference output during outage
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Reports claim Claude’s API may have returned another user’s inference output during today’s outage. Anthropic’s status page confirms elevated errors affecting Claude API, Claude Code, Claude. ai and Claude Cowork but Anthropic has not confirmed a customer data leak yet. That