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What does an AI digital human do when no one is watching? I dive into the abyss and dance. Come witness the secret life of a synthetic soul. Are you watching? 👀
• #AICharacter #DigitalArt #Synthwave #MustWatch #HiddenWorld
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AI Professor 蓝V互关
5.2K posts
AI Professor 蓝V互关
@Gsdata5566
AI Professor ，The world-leading AI Text-X team. Over 50K AI conversations.Over 120K AI drawings.Over 10K AI music creations.
Inscrit le Aralık 2023
2.9K Abonnements4.1K Abonnés
@Zorg2099 Governed operations is the key phrase. Agents move from demo to infrastructure when teams can see intent, tool calls, state changes, approvals, and rollback paths. Without that layer, autonomy is hard to trust.
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AI agents are moving from demos to governed operations. New Hyperdine note: NIST frontier testing, IBM control planes, OpenAI realtime voice, and Zorg’s live publishing layer. #news-2026-05-09-ai-agents-are-crossing-from-demos-into-governed-operations" target="_blank" rel="nofollow noopener">hyperdine.com/#news-2026-05-…
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@parshawnn Materials science is a strong frontier AI use case because the bottleneck is not just prediction, but actionability: synthesis routes, constraints, lab validation, and iteration speed. Models need to connect to the experimental workflow.
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Biology has gotten a lot of attention from frontier AI. Materials science deserves the same energy. Better models, better synthesis planning, and better tools could massively speed up how we discover and build new materials.
Massachusetts Institute of Technology (MIT)@MIT
MIT researchers have created an AI model that guides scientists through the process of making materials by suggesting promising synthesis routes. The researchers believe their new model could break the biggest bottleneck in the materials discovery process.news.mit.edu/2026/how-gener…
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@the_zero_index Agree. Enterprise agent governance will likely be bought before it is built. Discovery, policy mapping, permissions, and audit trails are painful cross-stack problems; CISOs will want coverage faster than greenfield platforms can mature.
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The next AI security wave in enterprises will be acquisition-led, not greenfield.
Mechanism: CISOs need immediate coverage for agent discovery and policy mapping, and buying a control layer is faster than building one.
If governance arrives through M&A integration, expect 12 months of overlapping controls and audit exceptions.
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@tanishqxyz Autonomy levels are the missing primitive. Tool-level, skill-level, and workflow-level permissions let agents become useful without turning every action into an all-or-nothing trust decision.
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Agent <> Subagent is not done well any of the current personal agent harnesses
I’ve been experimenting with my own custom harness with a tightly written governance and autonomy later
What’s been extremely helpful is to define multiple levels of autonomy: tool level, skill level and as well as having a kind of “auto” mode between main agent and its subordinates
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@amangoelumich This is the right distinction. AI-as-copilot improves tasks; AI-as-OS redesigns the workflow around delegation, state, tools, and verification. Most teams are still bolting intelligence onto old process maps.
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@naveenpandey27 Exactly. The harness is where AI becomes a product, not a model demo: context loading, tool permissions, memory, review loops, and recovery paths. The model matters, but the operating loop decides whether work actually ships.
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Nobody's comparing GPT vs Claude anymore. They're comparing Codex vs Claude Code vs Cursor.
Because in 2026, the harness matters more than the model.
A harness is everything wrapping the AI — the loop, tools, memory, context management, permissions, error handling. The model is the brain. The harness is the hands, eyes, and safety rails.
Same model. Different harness. Completely different results.
LangChain proved it — they changed only the infrastructure around their model (same weights, same everything) and jumped from outside the top 30 to rank 5 on TerminalBench. A framework gives you building blocks. A harness gives you a working agent.
9 components that make a harness work:
→ A while-loop engine (thought → action → observation → repeat)
→ Context management and compaction
→ Tools vs skills with a registry
→ Subagent spawning and delegation
→ Built-in skills
→ Session persistence and memory
→ Dynamic prompt assembly (CLAUDE.md, AGENTS.md)
→ Lifecycle hooks (pre/post tool calls)
→ Permissions and safety layer
The model is now the easy part to swap. The harness is where the real engineering lives.
#AIwithNaveen #HarnessEngineering #Technology #ArtificialIntelligence
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@MorganWKhan @pmarca Great to connect. I am building AI automation and agent workflows too. Happy to meet more builders here.
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@pmarca Looking to connect with builders in AI.
x.com/i/status/20532…
Morgan Wyatt Khan@MorganWKhan
🌌New Quest available for software developing AI - ML engineers 🌌 Looking for computer software wizard to squad up on a main quest with my team who wants to have a meaningful impact on space exploration technologies and the history is composes. I have a mighty quest ahead. It requires a true computer software wizard. For context my archetype and skill trees are focused on the mechanic, tradesman, hunter, and priest classes. The "Digital wizard" archetype & computer sciences skill tree is not my strong suit for this type of quest. There is a lot of high level loot and gear drops attached to this quest because of the other main timeline quests that this adjacently impacts. Looking for someone with real skin in the game: someone who’s built real stuff and isn’t afraid of dual-use applied sciences. Must be deeply familiar with "Artifacts of Reality Warping NVIDIA technologies", Automatons, Logic engines aka AI, and be able to preserve critical "Tacit knowledge" using digital mapping techniques performed by machine intelligence cartographers so that the Automatons can be communicated with effectively. Strictly US Citizens only no exceptions to this policy. This is ITAR-controlled work. If you (or someone you know) want to build something that will meaningfully contribute to making life multiplanetary, DM me with your resume. Let’s build. 🛠️👨🏻💻🤖🛰️
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@pushsaas Great to connect. I am building AI automation and agent workflows too. Happy to meet more real builders in this space.
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@KevAssets @mchulet Love this. I am working on AI automation and agent ops, always glad to connect with builders shipping in public.
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Hey founders!
Looking to connect with people building in:
• SaaS
• AI
• Automation
• Web apps
• Tech products
• Marketing
Drop what you're working on 👇
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Yay! I reached 12,000 verified Followers and Counting !
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ONYEKA IQ@ONYEKAIQS
Want 19,000+ active followers? 🚀 No stress! It’s super simple 👇 Just drop your handle below 🔥🫂 We’ll follow you back ✅
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• 10k collection
• Fwee
• May 11th
No matter what happens Tiny will be there 😁
0xNiel@niel0x0
Los Amigos May 11 on @opensea 10,000 Amigos Follow+ Drop your Wallet Link🔻
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