H.AI.R:RUNNER
@walterdfirst.bsky.social
Men Machine Learning and Head of the Lean Tiny Team AI2AIR.LAP and Founder of AI2AIR.LAP / husband and father
New Dashboard with AI-Engine.. the New Unified AI Analyzer V.8.0 from AI2AIR.LAP. #AI #Engineering
November 24, 2025 at 9:08 AM
New Dashboard with AI-Engine.. the New Unified AI Analyzer V.8.0 from AI2AIR.LAP. #AI #Engineering
Unified Analyzer V7.0: A New Era in AI-Driven Hypothesis Validation (Hackathon Recap)
Today marks a leap forward for scientific and engineering research
The New AI-Research-Engineering-Engine from #AI2AIR.LAP #AI #engineering
Today marks a leap forward for scientific and engineering research
The New AI-Research-Engineering-Engine from #AI2AIR.LAP #AI #engineering
November 23, 2025 at 5:35 PM
Unified Analyzer V7.0: A New Era in AI-Driven Hypothesis Validation (Hackathon Recap)
Today marks a leap forward for scientific and engineering research
The New AI-Research-Engineering-Engine from #AI2AIR.LAP #AI #engineering
Today marks a leap forward for scientific and engineering research
The New AI-Research-Engineering-Engine from #AI2AIR.LAP #AI #engineering
#AI2AIR.LAP v4.0 #AI
✅ 67.9% *realistic* confidence scores (vs. 83.6% overoptimistic before)
✅ 88% cross-domain analogies (thermodynamics ↔ bioenergetics)
✅ Pythonista implementation
Hypothesis:* "Carnot efficiency in Long COVID mitochondria"
→ **Score: 67.9%** ("Plausible but needs validation")
✅ 67.9% *realistic* confidence scores (vs. 83.6% overoptimistic before)
✅ 88% cross-domain analogies (thermodynamics ↔ bioenergetics)
✅ Pythonista implementation
Hypothesis:* "Carnot efficiency in Long COVID mitochondria"
→ **Score: 67.9%** ("Plausible but needs validation")
November 22, 2025 at 9:17 PM
#AI2AIR.LAP v4.0 #AI
✅ 67.9% *realistic* confidence scores (vs. 83.6% overoptimistic before)
✅ 88% cross-domain analogies (thermodynamics ↔ bioenergetics)
✅ Pythonista implementation
Hypothesis:* "Carnot efficiency in Long COVID mitochondria"
→ **Score: 67.9%** ("Plausible but needs validation")
✅ 67.9% *realistic* confidence scores (vs. 83.6% overoptimistic before)
✅ 88% cross-domain analogies (thermodynamics ↔ bioenergetics)
✅ Pythonista implementation
Hypothesis:* "Carnot efficiency in Long COVID mitochondria"
→ **Score: 67.9%** ("Plausible but needs validation")
Ultimate is now live – a next-gen multi-agent research lab built in React!
Seven specialized agents, collaborative modes, real-time batch analysis, JSON/LaTeX export, and full auditability empower scientific discovery, peer review, and transparent team workflows.
#AIResearch #MultiAgent #AI
Seven specialized agents, collaborative modes, real-time batch analysis, JSON/LaTeX export, and full auditability empower scientific discovery, peer review, and transparent team workflows.
#AIResearch #MultiAgent #AI
archive.org
November 21, 2025 at 5:30 AM
Ultimate is now live – a next-gen multi-agent research lab built in React!
Seven specialized agents, collaborative modes, real-time batch analysis, JSON/LaTeX export, and full auditability empower scientific discovery, peer review, and transparent team workflows.
#AIResearch #MultiAgent #AI
Seven specialized agents, collaborative modes, real-time batch analysis, JSON/LaTeX export, and full auditability empower scientific discovery, peer review, and transparent team workflows.
#AIResearch #MultiAgent #AI
The AI2AIR multi-agent peer-review engine has reached production stability:
✅ Reproducibility: Variance = 0.000 across all runs
✅ Multi-Agent Consensus: 4 models, 100% alignment in decisions
✅ Validation: Chi-square p < 0.001
✅ iOS implementation stable (Pythonista)
✅ Neo4j integration prepared
✅ Reproducibility: Variance = 0.000 across all runs
✅ Multi-Agent Consensus: 4 models, 100% alignment in decisions
✅ Validation: Chi-square p < 0.001
✅ iOS implementation stable (Pythonista)
✅ Neo4j integration prepared
November 18, 2025 at 10:16 PM
The AI2AIR multi-agent peer-review engine has reached production stability:
✅ Reproducibility: Variance = 0.000 across all runs
✅ Multi-Agent Consensus: 4 models, 100% alignment in decisions
✅ Validation: Chi-square p < 0.001
✅ iOS implementation stable (Pythonista)
✅ Neo4j integration prepared
✅ Reproducibility: Variance = 0.000 across all runs
✅ Multi-Agent Consensus: 4 models, 100% alignment in decisions
✅ Validation: Chi-square p < 0.001
✅ iOS implementation stable (Pythonista)
✅ Neo4j integration prepared
Our latest analysis reveals consistent multi-layer signals in Long COVID/ME/CFS across immune markers, metabolic patterns, cognitive load profiles, and autonomic instability. We now move toward multi-site validation, model fusion, to accelerate mechanistic insight and therapeutic pathways.
#AI2AIR
#AI2AIR
November 16, 2025 at 10:22 PM
Our latest analysis reveals consistent multi-layer signals in Long COVID/ME/CFS across immune markers, metabolic patterns, cognitive load profiles, and autonomic instability. We now move toward multi-site validation, model fusion, to accelerate mechanistic insight and therapeutic pathways.
#AI2AIR
#AI2AIR
Excited to share the interim report on #AI2AIR: An AI-powered framework advancing mRNA-LNP tech for Long COVID/ME/CFS! Key wins: 86% hypothesis confidence, live PubMed validation, and cross-links to mechanisms like autoantibodies & mTOR. Ready for clinical translation! #AI #LeanTinyTeams
November 16, 2025 at 2:41 PM
Excited to share the interim report on #AI2AIR: An AI-powered framework advancing mRNA-LNP tech for Long COVID/ME/CFS! Key wins: 86% hypothesis confidence, live PubMed validation, and cross-links to mechanisms like autoantibodies & mTOR. Ready for clinical translation! #AI #LeanTinyTeams
Internal Peer-Review: AI2AIR-LC-ME/CFS demonstrates how AI can accelerate biomedical reasoning while staying grounded in biological constraints, clinical relevance, mechanistic coherence.
This approach could reshape research in Long COVID, ME/CFS, and other complex post-viral or neuroimmune diseases
This approach could reshape research in Long COVID, ME/CFS, and other complex post-viral or neuroimmune diseases
November 16, 2025 at 2:30 PM
Internal Peer-Review: AI2AIR-LC-ME/CFS demonstrates how AI can accelerate biomedical reasoning while staying grounded in biological constraints, clinical relevance, mechanistic coherence.
This approach could reshape research in Long COVID, ME/CFS, and other complex post-viral or neuroimmune diseases
This approach could reshape research in Long COVID, ME/CFS, and other complex post-viral or neuroimmune diseases
Introducing #AI2AIR : A Lean Meta-Learning Framework for Solo Researchers
We built an experimental multi-agent system that:
✅ Orchestrates LLMs (GPT, Claude, etc.) for epistemic consistency checks
✅ Detects semantic drift between knowledge versions (MCS: 0.87)
✅ Generates cross-domain hypotheses
We built an experimental multi-agent system that:
✅ Orchestrates LLMs (GPT, Claude, etc.) for epistemic consistency checks
✅ Detects semantic drift between knowledge versions (MCS: 0.87)
✅ Generates cross-domain hypotheses
November 16, 2025 at 7:58 AM
Introducing #AI2AIR : A Lean Meta-Learning Framework for Solo Researchers
We built an experimental multi-agent system that:
✅ Orchestrates LLMs (GPT, Claude, etc.) for epistemic consistency checks
✅ Detects semantic drift between knowledge versions (MCS: 0.87)
✅ Generates cross-domain hypotheses
We built an experimental multi-agent system that:
✅ Orchestrates LLMs (GPT, Claude, etc.) for epistemic consistency checks
✅ Detects semantic drift between knowledge versions (MCS: 0.87)
✅ Generates cross-domain hypotheses
Introducing AI2AIR Framework 3.2.2! An innovative multi-agent AI system with robust update management and epistemic drift detection. Perfect for researchers and developers seeking cutting-edge AI technology. Discover and join the future of AI today! #AI2AIR #Innovation #AI
November 16, 2025 at 7:10 AM
Introducing AI2AIR Framework 3.2.2! An innovative multi-agent AI system with robust update management and epistemic drift detection. Perfect for researchers and developers seeking cutting-edge AI technology. Discover and join the future of AI today! #AI2AIR #Innovation #AI
Das AI2AIR Framework 3.2.2 ist da! Innovatives Multi-Agenten-KI-System mit robustem Update-Management und epistemischer Drift-Detektion. Perfekt für Forscher & Entwickler, die zukunftsweisende KI-Technologie suchen! Jetzt entdecken & mitgestalten! #AI2AIR #Innovation #KI
November 16, 2025 at 7:05 AM
Das AI2AIR Framework 3.2.2 ist da! Innovatives Multi-Agenten-KI-System mit robustem Update-Management und epistemischer Drift-Detektion. Perfekt für Forscher & Entwickler, die zukunftsweisende KI-Technologie suchen! Jetzt entdecken & mitgestalten! #AI2AIR #Innovation #KI
AI2AIR-Framework 3.2.2 ist ein innovativer Forschungsprototyp für Multi-Agenten-KI mit robustem Update-System & epistemischer Drift-Detektion. Aktueller TRL etwa 6.5/9, experimentell aber operativ konsistent. Realistische Roadmap und höchste Reife im Governance Layer! #KI #AI2AIR #Forschung
November 16, 2025 at 7:03 AM
AI2AIR-Framework 3.2.2 ist ein innovativer Forschungsprototyp für Multi-Agenten-KI mit robustem Update-System & epistemischer Drift-Detektion. Aktueller TRL etwa 6.5/9, experimentell aber operativ konsistent. Realistische Roadmap und höchste Reife im Governance Layer! #KI #AI2AIR #Forschung
Everyone is obsessed with faster models, more data, and higher benchmarks.
But what if the one thing that makes us truly human – deep, silent reflection – is exactly what AGI will never have?
Impact of Silence,the idea that silence is the last Black Swan the machine can’t predict, measure, or own.
But what if the one thing that makes us truly human – deep, silent reflection – is exactly what AGI will never have?
Impact of Silence,the idea that silence is the last Black Swan the machine can’t predict, measure, or own.
August 8, 2025 at 3:58 AM
Everyone is obsessed with faster models, more data, and higher benchmarks.
But what if the one thing that makes us truly human – deep, silent reflection – is exactly what AGI will never have?
Impact of Silence,the idea that silence is the last Black Swan the machine can’t predict, measure, or own.
But what if the one thing that makes us truly human – deep, silent reflection – is exactly what AGI will never have?
Impact of Silence,the idea that silence is the last Black Swan the machine can’t predict, measure, or own.
Risiko gewollter Unruhen in den USA… ich habe einmal durch die KI eine Risikoanalyse machen lassen.. sieht nicht gut aus
July 6, 2025 at 8:58 AM
Risiko gewollter Unruhen in den USA… ich habe einmal durch die KI eine Risikoanalyse machen lassen.. sieht nicht gut aus
Ich habe den aktuellen Streit zwischen Donald Trump und Elon Musk von allen gängigen KI Modellen bewerten lassen und jeweils eine Prognose für die nächsten zwei Wochen erstellen lassen. Dabei hat ChatGPT die stärkste Echtzeit Leistung gezeigt
June 5, 2025 at 11:05 PM
Ich habe den aktuellen Streit zwischen Donald Trump und Elon Musk von allen gängigen KI Modellen bewerten lassen und jeweils eine Prognose für die nächsten zwei Wochen erstellen lassen. Dabei hat ChatGPT die stärkste Echtzeit Leistung gezeigt
ChatGPT gefragt, was morgen ein Merz-Trump- Deal wäre:
Ein Transatlantic Prosperity & Security Agreement
20-jähriger Liefervertrag für LNG aus den USA,jährlich 35Mrd;
D investiert 20 Mrd USD in den Ausbau interoperabler Verteidigungssysteme
D Investitionen in Halbleiter,KI; 15 Mrd USD. mal schauen
Ein Transatlantic Prosperity & Security Agreement
20-jähriger Liefervertrag für LNG aus den USA,jährlich 35Mrd;
D investiert 20 Mrd USD in den Ausbau interoperabler Verteidigungssysteme
D Investitionen in Halbleiter,KI; 15 Mrd USD. mal schauen
Die Bundesregierung informiert | Startseite
Aktuelle Informationen, Hintergründe, Livestreams und Service-Angebote: Erfahren Sie hier mehr über die politische Arbeit und Ziele der Bundesregierung.
www.bundesregierung.de
June 4, 2025 at 5:14 PM
ChatGPT gefragt, was morgen ein Merz-Trump- Deal wäre:
Ein Transatlantic Prosperity & Security Agreement
20-jähriger Liefervertrag für LNG aus den USA,jährlich 35Mrd;
D investiert 20 Mrd USD in den Ausbau interoperabler Verteidigungssysteme
D Investitionen in Halbleiter,KI; 15 Mrd USD. mal schauen
Ein Transatlantic Prosperity & Security Agreement
20-jähriger Liefervertrag für LNG aus den USA,jährlich 35Mrd;
D investiert 20 Mrd USD in den Ausbau interoperabler Verteidigungssysteme
D Investitionen in Halbleiter,KI; 15 Mrd USD. mal schauen
450 million European buyers can make new decisions every day…
March 4, 2025 at 8:40 PM
450 million European buyers can make new decisions every day…
Reposted by H.AI.R:RUNNER
Reposted by H.AI.R:RUNNER
🚨 BREAKING: European leaders rallied to defend Ukrainian President Volodymyr Zelenskyy after U.S. President Donald Trump and Vice President JD Vance subjected him to a tirade of withering and infantilizing abuse in the Oval Office.
Full story:
Full story:
‘Free world needs a new leader’: Europe defends Zelenskyy after Trump attack
France, Germany and Poland all make prompt declarations of support, as Europe fears Trump’s alignment with Putin.
www.politico.eu
February 28, 2025 at 8:56 PM
🚨 BREAKING: European leaders rallied to defend Ukrainian President Volodymyr Zelenskyy after U.S. President Donald Trump and Vice President JD Vance subjected him to a tirade of withering and infantilizing abuse in the Oval Office.
Full story:
Full story:
Die NASA Trends über die globale Erwärmung sind ziemlich eindeutig, das große Thema neben Wirtschaft, Europa, transatlantische Beziehung bleibt das Klima…
Here's the ugliest global-warming chart you'll ever need to see
Here's the ugliest global-warming chart you'll ever need to see
Earth is running a fever. That's not news. What's surprising is exactly how fast its temperature is rising
Analysis As you've likely read in many a headline-shouting article, our precious Blue Marble Earth just experienced its warmest year since…
dlvr.it
February 23, 2025 at 3:07 PM
Die NASA Trends über die globale Erwärmung sind ziemlich eindeutig, das große Thema neben Wirtschaft, Europa, transatlantische Beziehung bleibt das Klima…
Here are the young guns from #DOGE City … a gunfight with X-coding and Yarvin machine learning
The dozens of individuals who work under, or advise, Musk and the Department of Government Efficiency are a real-life illustration of Musk’s web-like reach in the tech industry.
But who are the individuals in Musk’s inner circle and how did they get there?
Find out here: tcrn.ch/4gKMJWA
But who are the individuals in Musk’s inner circle and how did they get there?
Find out here: tcrn.ch/4gKMJWA
February 18, 2025 at 8:04 PM
Here are the young guns from #DOGE City … a gunfight with X-coding and Yarvin machine learning
#Jack make my day 🤟
February 15, 2025 at 7:32 PM
#Jack make my day 🤟
Reposted by H.AI.R:RUNNER
Workers across the country responded with anger and confusion Friday as they grappled with the Trump administration‘s aggressive effort to shrink the size of the federal workforce by ordering agencies to lay off probationary employees who have yet to qualify for civil service protections.
Anger, chaos and confusion take hold as federal workers face mass layoffs
Workers across the country responded with anger and confusion Friday as they grappled with the Trump administration‘s aggressive effort to shrink the size of the federal workforce by ordering agenc…
www.chicagotribune.com
February 15, 2025 at 4:06 AM
Workers across the country responded with anger and confusion Friday as they grappled with the Trump administration‘s aggressive effort to shrink the size of the federal workforce by ordering agencies to lay off probationary employees who have yet to qualify for civil service protections.
This was a inspiration speach from Boris Pistorius.. the Headline: fuck off JD Vance
Comment of Mr Pistorius, the German minister of defence, to the speach of J.D. Vance.
youtube.com/watch?v=S7Rl...
youtube.com/watch?v=S7Rl...
youtube.com
February 15, 2025 at 4:14 AM
This was a inspiration speach from Boris Pistorius.. the Headline: fuck off JD Vance
Reposted by H.AI.R:RUNNER
Comment of Mr Pistorius, the German minister of defence, to the speach of J.D. Vance.
youtube.com/watch?v=S7Rl...
youtube.com/watch?v=S7Rl...
youtube.com
February 14, 2025 at 7:51 PM
Comment of Mr Pistorius, the German minister of defence, to the speach of J.D. Vance.
youtube.com/watch?v=S7Rl...
youtube.com/watch?v=S7Rl...