The full AGI Ascension loop Insight discovers the opportunity.
Nova-Seeds encode the opportunity.
MARK selects and funds the opportunity.
Sovereign forms around the selected opportunity.
AGI Business decomposes the plan into AGI Jobs.
Marketplace routes the AGI Jobs.
Agents
AGI
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The Full AGI Ascension Loop: From Insight to Agents
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Economist analyzes AI’s economic impact including post-AGI scenarios
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One of the smartest economists (and best people) I know is looking forensically into what AI’s economic impact — including post-AGI economics — will actually be. Desperately needed work, as there is so much fear and “vibes” on AI’s economic impact. Follow along
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Multi-Agent Coordination: Building Economic Organism Stack for AGI
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Large multi-agent coordination is not primarily an “agent swarm” problem. It is a full-stack economic-organism problem. The stack is: Insight
→ Nova-Seeds
→ MARK
→ Sovereign
→ AGI Business
→ Marketplace
→ AGI Jobs
→ Agents
→ Validators / Council
→ Value Reservoir
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Coordination Substrate for AI Agents Jobs Validators and Governance
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We figured out the coordination substrate: how agents, jobs, validators, archives, markets, and governance can be arranged so useful work compounds. #AGIALPHA
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AI Model Limitations and Human-AI Collaboration in Coding
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You're right It's mostly bs Until the models are smart enough to see the grand scheme of things AND have architectural understanding AND taste, it doesn't work A human telling an AI what to code or edit though yes that works great
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Added dedicated squat rack AI amenity in photo analysis software
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"Squat rack (999b7e2): the option sent SQUAT_RACK to amenities_json where no such code exists. Added a dedicated squat_rack AI amenity in workers/findAmenitiesInAIPhotoDescriptions.php (subset of weightlifting, %squat rack% + %power rack%), ran the
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No malice assumed: TiKZ unicorns training not in OAI’s interest
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I don’t see any reason to assume malice here—even if increased training on TiKZ unicorns is the true explanation, you’d expect it to happen naturally given the impact of Bubeck’s work. More generally it’s not in OAI’s interest to “bechmaxx” weird tests and they surely know this.
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DeepSeek v4 Pro Added to Playable Gallery
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Here's DeepSeek v4 Pro. Added to the playable gallery as well. https://t.co/foIqZakU9p pic.twitter.com/wpQ8kj9AAT
— Ethan Mollick (@emollick) 24 avril 2026Here's DeepSeek v4 Pro. Added to the playable gallery as well.
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AI Model Upgrade Expected to Improve Bot Comments
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I hope the upgrade to DeepSeek v4 will make the bot comments on here more bearable.