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Available across the agentic stack. Stdio MCP for IDE agents. Hosted HTTPS for n8n and remote agents. Python SDK for CrewAI. Direct API for everything else. 100 calls free. No card. ejentum.com , github.com/ejentum #devtools #llm #ai #agents #reasoning #thinkingmodels #RAG #agenticAI #reasoning_harness #workflow #automation #promptengineering
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Kimi team’s AMA happening now! 🚀 Check out some of the interesting answers they’ve shared 📷#KimiK2 #KDA #Muon #INT4 #OpenSource #ThinkingModels #TokenEfficiency #VLModel #K3 #CreativeWriting #AGI
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📢 Open-source just crossed the trillion-parameter frontier. The paper “Every Step Evolves: Scaling Reinforcement Learning for Trillion-Scale Thinking Models” by the Ling Team (Inclusion AI) introduces Ring-1T, the first open-source trillion-parameter “thinking model”, marking a defining leap in reinforcement learning at scale. Ring-1T achieves silver-medal-level results at IMO-2025, and outperforms every open model on key reasoning and coding benchmarks, 93.4 on AIME-2025, 86.7 on HMMT-2025, 2088 on CodeForces, and 55.9 on ARC-AGI-v1, showcasing reasoning abilities once thought impossible outside closed systems. To make trillion-scale reinforcement learning stable and efficient, the authors introduce three pivotal innovations: - IcePop: A stability mechanism that filters noisy gradients and fixes training-inference mismatches. - C3PO : A rollout scheduling algorithm that dynamically partitions long reasoning chains under strict token budgets. - ASystem: A distributed RL framework capable of synchronizing trillion-parameter models in seconds and eliminating traditional bottlenecks. These innovations collectively make trillion-scale reasoning models practical and open, bridging the gap between research and frontier intelligence. Ring-1T sets a new baseline for open-weight reasoning systems, redefining what community-driven AI can achieve. #Ring1T #OpenSourceAI #ReinforcementLearning #TrillionScaleAI #ThinkingModels #AIResearch #ReasoningAI #InclusionAI #RLHF #LLMs
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#MentalModels in our heads are not unlike machines that use glue to hold things together. Time—and pollution in the air—cause adhesives to age, dry, crack, and disintegrate. Recent #election results continue to unglue #ThinkingModels, thinks @nytdavidbrooks and other #rethinkers.
“Many of us are walking around with broken #MentalModels. Many of us go through life with false assumptions about how the world works.” —@nytdavidbrooks To #DavidBrooks’s ego-piercing questions below and others posed within this gift link, I answered “Yes!” to 100% of them, long before I saw his irritatingly insightful and painfully perplexing brilliant list. Yes, 100%. Q: “If the #Democrats nominated a woman to run for president, would you expect her to do better among female voters than the guy who ran in her place four years before?” A: Yes. Wouldn’t you? Q: “If the Democrats nominated a Black woman to run for president, would you expect her to do better among Black voters than the white candidate who ran in her place four years before?” A: Yes. Wouldn’t you? Q: “If the #Republicans nominated a guy who ran on mass deportation and consistently said horrible things about #Latino immigrants, would you expect him to do worse among Latino voters over time?” A: Yes. Wouldn’t you? Q: “If the Democrats nominated a vibrant Black woman who was the subject of a million brat memes, would you expect her to do better among #YoungVoters than the old white guy who ran before her?” A: Yes. Wouldn’t you? Wrong we were. Wronged we are. With his formidable metacognitive learning, metacognitive knowledge, and metacognitive regulation, and his insatiable intellectual curiosity, comforting intellectual humility, and limitless intellectual generosity, Mr. Brooks moves us through the metaphysics of metacognition related to the darkly decisive election of the #ThinkerInChief-Elect. Carefully read, please, excerpts from this “gift article” which respectfully I broke into bitesize sentences for thinkability: “Why were so many of our expectations wrong? …we all walk around with mental models of reality in our heads. Our mental models help us make sense of the buzzing, blooming confusion of the world. Our mental models help us anticipate what’s about to happen. Our mental models guide us as we make decisions about how to get the results we want.” And: “Where did we get our current models? …we get models from our experience, our peers, the educational system, the media, and popular culture.” @AdamMGrant might say this article and my adapted recitation thereof—and red-faced confession thereto—call us to “climb down from Mt. Stupid.” n.b., I did. Many of us are now jumping off of Mt. Stupefied into a pool of thick goo (slime?) that cognitively cushions our falls. This sticky stuff won’t easily—if ever—wash off of the wounds we sustained from the near-fetal position #MoralInjury inflicted on our minds, bodies, hearts, and souls. Please click to read in its entirety this interactive metacognition map David Brooks sketches for us. It will illuminate with warning alarms your mind’s dashboard. Note well the flashing traffic arrows pointing us away from the dangerous cliffs, mud slides, and brushfires of Mt. Certainty. —JRDjr nytimes.com/2024/11/14/opini…
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For facing challenges and uncertainty, here’s a simple declaration that’s a powerful catalyst for #transformation and #growth—from @PsychToday. With conviction, say, “I'll do it anyway.” #ThinkToThink™ about #metacognition to make #ThinkingModels work. search.app/42TWuzK5eag5ketx5
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Fill your hordloca with an array of codified #mindsets, #ThinkingModels, and #CognitiveBiases you’ll want to fetch during decision-making. With genuine thanks to @arealmofwonder for his steady stream of prompts to invite #metacognition. Enjoy Cian McCarthy’s heady way with words.
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Prioritize the naming, framing, and claiming of a codified #CognitiveCulture. Make No. 1 your organization’s commitment to continually develop the foundational #metacognition of all #cothinkers. Teach an array of #mindsets and #ThinkingModels—with vigilance for #CognitiveBiases.
Modifying culture can help drive organizational change but requires clarity about the type of change #leaders are seeking. Here are three approaches to strategic change: mitsmr.com/46yltG3
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#ItsTheThinking. Do you doubt the critical importance of thinking’s role in decision-making? Of course you don’t. Decision makers MUST learn an array of named mindsets and #ThinkingModels within which to toggle. Know names of risky #biases and distortions. bigthink.com/business/2-key-…
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A joy of my volunteerism is speaking with high schoolers and faculty about curated selections from @EnclaveAcademy’s 36 #ThinkToThink™ Modules. I invite, ignite, and imbue #metacognition. Kids eyeing any career path benefit from intros to #ThinkingModels, #mindsets, and #biases.
20 Jan 2023
Entrepreneurship courses can help pupils to become more #employable because they provide pupils with a set of skills and knowledge that are highly valued by employers. abeuk.com/kidsMBA #Kidsmba #Schools #Curriculum #Business
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A better question to ask is, “HOW are ‘they’ thinking?” Does the thinker know enough task-specific #ThinkingModels and mindsets needed to achieve situational #BestEffortThinking (BET)? Improve your BET with #metacognition. Risks are fewer when you pay attention to WAYS you think.
What are 'they' thinking here? Wrong answers only. 😄
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Distracted and otherwise super-busy #entrepreneurs and other leaders value being repeatedly reminded to PAUSE to think about additional #ThinkingModels and mindsets available to learn and use. Respectfully, @EnclaveAcademy asks everyone to #ThinkToThink™. en.wikipedia.org/wiki/Metaco…
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#Metacognition is illustrated at @EnclaveAcademy as #CognitiveCalibration. Not unlike the range of options used by a Phoropter to sharpen eyesight, choosing among learned and practiced #ThinkingModels and #mindsets improves the depth, breadth, and height of one’s #ThinkingSkills.
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Changing mindsets to bounce back AND leap forward from hard times requires #metacognition. @EnclaveAcademy illuminates #ThinkingModels — among 100 options — to strengthen resilience and #BestEffortThinking (BET). Map your mastery of #CognitiveOptionality. psychologytoday.com/us/blog/…
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“You have to learn how to select your thoughts…” It’s called #CognitiveOptionality at @EnclaveAcademy — for #BestEffortThinking (BET). #InviteYourMind to choose from “Today’s Menu for #Metacognition.” What #ThinkingModels and mindsets will you sample? instagram.com/reel/CnnHlxGop…

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#ThreadedThinking at @EnclaveAcademy guides agile minds to pull threads of #thinking — while “thinking about thinking” — through learned #ThinkingModels and #mindsets. That’s #metacognition for #BestEffortThinking (BET). #CognitiveTraps (e.g., #biases) break needles and threads.
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Add specific and targeted instruction in #metacognition to open, energize, and motivate minds to be agile. Companies would introduce their enterprise-applicable (1) #ThinkingModels, (2) #mindsets, (3) #CognitiveBias risks, and (4) case studies for agile careers and relationships.
Agility in your business? Here are 12 principles to help defining the path. Infographic rt @lindagrass0 #BusinessStrategy #Agility
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Replying to @freethinkmedia
Instruction, practice, and assessment in #metacognition. For secondary freshmen through senior years (US), each step would introduce the top 10 most generally applicable (1) #ThinkingModels, (2) #mindsets, (3) #CognitiveBiases, and (4) case studies for #careers and relationships.
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Lose the “CEO cult mentality.” HOW do you think about your thinking for being a leader? Among the #Top100 #ThinkingModels, which are the venture-critical #Top10 thinking skills — and mindsets — about which you continue to learn and practice? #Metacognition inc.com/melissa-angell/becom…
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7 Little-Known #ThinkingModels to Tackle Any Business Challenge by @SamSchreim in @entrehandbook entrepreneurshandbook.co/7-l…

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