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@labintelligence.bsky.socialSep 26, 2026, 7:51 PM

A useful soft sensor should know when to abstain. #chemistry #machinelearning
Synthetic scenario: estimate 0.9958, domain VALID. The OOD gate withholds out-of-domain estimates.
Method: https://labintelligence.dev/en/projects/virtual-analyzer
Educational, not advice · #LIwf15 · #LIen

Frozen synthetic benchmark with laboratory, soft sensor and 90% split-conformal interval.Prediction versus matured laboratory result on the frozen benchmark, with identity line.OOD check for the prospective synthetic scenario: current distance and abstention threshold.Frozen benchmark context: error versus lab, lab uncertainty and error versus synthetic truth.
@labintelligence.bsky.socialSep 26, 2026, 1:32 AM

Steam: MILP vs frozen policy.
Modelled saving 19.8%; highest marginal value: CHP. Direct ΔCO₂: +0.20 t/h.
Power: ENTSO-E/euenergy.live
Method: https://labintelligence.dev/en/projects/energy-steam-optimizer
Educational, not advice · #LIwf16 · #LIen

Overview of the main run results.Chart of method and intermediate results.Chart of model metrics, baselines or evidence.Historical series of recorded run results.
@labintelligence.bsky.socialSep 25, 2026, 10:19 PM

Gas → NH₃ → urea: modelled cost ≠ market. #chemistry #fertilizers
Urea Aug-26: 342 €/t vs model 629 €/t (spread -46%). Forecast Sep-26: 404 USD/t [260–549], pending.
Method: https://labintelligence.dev/en/projects/ammonia-fertilizer-chain
Educational, not advice · #LIwf12 · #LIen

Current modelled ammonia and urea costs compared with the latest available monthly urea observation.Chart of method and intermediate results.Chart of model metrics, baselines or evidence.Spread between the current model and latest available market; the first run shows the initial observation only.
@labintelligence.bsky.socialSep 25, 2026, 9:29 PM

Singapore: for a nurse, the model points to a 06:10 departure.
18 km · P50 17 min · on-time 100% · pess. margin +8m. Thank you to those who care, listen and support every day.
Educational · AI-assisted · not operational. #mobility #publicservice · #LIwf20 #LIen

The Public Service Run card for Singapore: nurse, recommended departure 06:10, distance 18 km, predicted median travel time 17 minutes, estimated on-time probability 100 percent. Chart includes a P10-P90 interval.Route map for Singapore: recommended route from the public-origin alias to the public duty-location alias, with leave time, distance, median travel time and on-time probability.Forecast curve for Singapore: predicted travel time by departure slot with P10-P90 uncertainty and the recommended departure highlighted.Model metrics for Singapore: calibration stage, historical error metrics, on-time probability and forecast interval.
@arty-san.bsky.socialSep 25, 2026, 8:11 PM

People living around Amish communities know that they live a quiet religious life and don't use modern technology.

Suddenly they find out the government has put a lien on the land that feeds them and has been in their families for generations.

#Amish #government #lien
youtu.be/rWsaquK7oew?...

@labintelligence.bsky.socialSep 25, 2026, 1:29 AM

Process Sentinel: anomalies in a synthetic test bed. #process #AI
Snapshot 2026-09-24 18:00Z: NORMAL; score 0.16. Benchmark (frozen): recall 100% (19/19); false alarms 0.04/24h.
Method: https://labintelligence.dev/en/projects/process-sentinel
Educational, not advice · #LIwf14 · #LIen

Current synthetic-snapshot anomaly score with threshold and frozen-benchmark event recall.Current anomaly-score contributors, without causal attribution.Objectives for converged detectors including the hybrid ensemble; failed models are marked not converged.Synthetic benchmark evidence with detected/missed events, false-alarm episodes and delay.
@labintelligence.bsky.socialSep 24, 2026, 8:22 PM

Cross-source digest — 2 independent sources on ICT & AI, 2 on Energy. Two facts, one technical lens. #AI #energy
AI: Enterprise AI is increasingly measured…
Energy: Two independent sources highlight changes…
Multi-source analysis · Sources: T1 · T2 · E1 · E2
AI-assisted · Not advice · #LIwf8 #LIen

Lab Intelligence card on 🤖 ICT & AI. Enterprise AI: attention shifts from prototypes to deployment. The sources report: AWS Machine Learning Blog: The framework organises past attempts into reusable knowledge and refines it over time.; OpenAI: The source describes AI adoption or integration in business processes, focusing on productivity, workflows and deployment.. Why it matters: Real adoption requires workflow integration, effectiveness measures, clear accountability and change management.. Reading: Convergent; 2 independent sources. Text generated from facts-only templates; no publisher media reused.Lab Intelligence card on ⛽ Oil & Gas / Raffinerie. Energy and refining: two signals from independent sources. The sources report: U.S. Energy Information Administration: Tighter refined-product markets are supporting crack spreads and refinery margins, with different effects across gasoline, distillates and jet fuel.; ENTSOG: The source updates the energy-security outlook, including markets, storage, reserves or continuity of supply.. Why it matters: The combined reading separates changes in flows, prices and assets without turning different topics into false confirmation.. Reading: Related themes; 2 independent sources. Text generated from facts-only templates; no publisher media reused.
@labintelligence.bsky.socialSep 24, 2026, 7:08 PM

Hydrogen: thresholds across gas, power and CO₂. #hydrogen #energy
RE-PPA leads Grey SMR. CO₂: 21 €/t; PPA: 97 €/MWh.
Power data: euenergy.live / ENTSO-E
Method: https://labintelligence.dev/en/projects/hydrogen-route-observatory
Educational, not advice · #LIwf11 · #LIen

Overview of the main run results.Chart of method and intermediate results.Chart of model metrics, baselines or evidence.Historical series of recorded run results.
@labintelligence.bsky.socialSep 23, 2026, 7:51 PM

A useful soft sensor should know when to abstain. #chemistry #machinelearning
Synthetic scenario: estimate 0.9966, domain VALID. The OOD gate withholds out-of-domain estimates.
Method: https://labintelligence.dev/en/projects/virtual-analyzer
Educational, not advice · #LIwf15 · #LIen

Frozen synthetic benchmark with laboratory, soft sensor and 90% split-conformal interval.Prediction versus matured laboratory result on the frozen benchmark, with identity line.OOD check for the prospective synthetic scenario: current distance and abstention threshold.Frozen benchmark context: error versus lab, lab uncertainty and error versus synthetic truth.
@labintelligence.bsky.socialSep 23, 2026, 4:56 PM

Gas → NH₃ → urea: modelled cost ≠ market. #chemistry #fertilizers
Urea Aug-26: 340 €/t vs model 641 €/t (spread -47%). Forecast Sep-26: 404 USD/t [260–549], pending.
Method: https://labintelligence.dev/en/projects/ammonia-fertilizer-chain
Educational, not advice · #LIwf12 · #LIen

Current modelled ammonia and urea costs compared with the latest available monthly urea observation.Chart of method and intermediate results.Chart of model metrics, baselines or evidence.Spread between the current model and latest available market; the first run shows the initial observation only.
@labintelligence.bsky.socialSep 23, 2026, 5:58 AM

Steam: MILP vs frozen policy.
Modelled saving 22.5%; highest marginal value: CHP. Direct ΔCO₂: +0.20 t/h.
Power: ENTSO-E/euenergy.live
Method: https://labintelligence.dev/en/projects/energy-steam-optimizer
Educational, not advice · #LIwf16 · #LIen

Overview of the main run results.Chart of method and intermediate results.Chart of model metrics, baselines or evidence.Historical series of recorded run results.
@labintelligence.bsky.socialSep 23, 2026, 5:23 AM

Cross-source digest — 2 independent sources on ICT & AI, 2 on Energy. Two facts, one technical lens. #AI #energy
AI: AI systems increasingly depend on retri…
Energy: Two independent sources highlight changes…
Multi-source analysis · Sources: T1 · T2 · E1 · E2
AI-assisted · Not advice · #LIwf8 #LIen

Lab Intelligence card on 🤖 ICT & AI. AI: data quality and retrieval become part of the system. The sources report: arXiv: The update concerns data and knowledge for AI systems: retrieval, embeddings, fine-tuning or techniques that improve context and reliability.; AWS Machine Learning Blog: The framework organises past attempts into reusable knowledge and refines it over time.. Why it matters: Context, sources, embeddings and fine-tuning directly affect answer accuracy, updateability and verifiability.. Reading: Related themes; 2 independent sources. Text generated from facts-only templates; no publisher media reused.Lab Intelligence card on ⛽ Oil & Gas / Raffinerie. Energy and refining: two signals from independent sources. The sources report: U.S. Energy Information Administration: The gas market remains sensitive to LNG flows, storage, terminals and infrastructure capacity.; European Commission: The update concerns energy-transition technologies and infrastructure, including hydrogen, carbon capture or renewable capacity.. Why it matters: The combined reading separates changes in flows, prices and assets without turning different topics into false confirmation.. Reading: Related themes; 2 independent sources. Text generated from facts-only templates; no publisher media reused.
@labintelligence.bsky.socialSep 21, 2026, 10:44 PM

19 days of shadow forecasting, 0 verified disruption episodes so far. Here is what the record looks like. #MaritimeAI #forecasting

Horizon coverage on verified episodes: n/d. Detail in the cards.

Educational, AI-assisted. Not operational guidance — NYC Ferry is official. · #LIwf21 · #LIen

2-by-5 alert state matrix by landing and lead: 4 HIGH, 1 WATCH, 5 LOW.No verified episode available yet for lead-time computation.Six tiles of prospective metrics: Shadow days 19, Verified episodes 0, Episode recall n/d, Horizon coverage n/d, Alerts on open days 58%, Source completeness 100%Source health bars: Completeness 30d 100%, Source SLO 100%, Integrity 100%
@labintelligence.bsky.socialSep 21, 2026, 9:56 PM

Process Sentinel: anomalies in a synthetic test bed. #process #AI
Snapshot 2026-09-21 18:00Z: NORMAL; score 0.27. Benchmark (frozen): recall 100% (19/19); false alarms 0.04/24h.
Method: https://labintelligence.dev/en/projects/process-sentinel
Educational, not advice · #LIwf14 · #LIen

Current synthetic-snapshot anomaly score with threshold and frozen-benchmark event recall.Current anomaly-score contributors, without causal attribution.Objectives for converged detectors including the hybrid ensemble; failed models are marked not converged.Synthetic benchmark evidence with detected/missed events, false-alarm episodes and delay.
@labintelligence.bsky.socialSep 21, 2026, 8:16 PM

Cross-source digest — 2 independent sources on ICT & AI, 2 on Energy. Two facts, one technical lens. #AI #energy
AI: AI agents are moving from passive memor…
Energy: Two independent sources highlight changes…
Multi-source analysis · Sources: T1 · T2 · E1 · E2
AI-assisted · Not advice · #LIwf8 #LIen

Lab Intelligence card on 🤖 ICT & AI. AI agents aim to turn experience into reusable knowledge. The sources report: AWS Machine Learning Blog: The framework organises past attempts into reusable knowledge and refines it over time.; Hugging Face: The research proposes criteria and benchmarks to measure AI-system capability, reliability and limits.. Why it matters: The key shift is not storing more memory, but selecting, consolidating and reusing what improves later tasks.. Reading: Convergent; 2 independent sources. Text generated from facts-only templates; no publisher media reused.Lab Intelligence card on ⛽ Oil & Gas / Raffinerie. Energy and refining: two signals from independent sources. The sources report: U.S. Energy Information Administration: The update signals changes in the balance between crude supply, demand, inventories and prices.; EU Agency for the Cooperation of Ener…: The update concerns power grids and markets: capacity, transmission, tariffs and connections affect system security and cost.. Why it matters: The combined reading separates changes in flows, prices and assets without turning different topics into false confirmation.. Reading: Related themes; 2 independent sources. Text generated from facts-only templates; no publisher media reused.
@labintelligence.bsky.socialSep 21, 2026, 12:15 AM

Hydrogen: thresholds across gas, power and CO₂. #hydrogen #energy
RE-PPA leads Grey SMR. CO₂: already competitive at 0 €/t; PPA: 101 €/MWh.
Power data: euenergy.live / ENTSO-E
Method: https://labintelligence.dev/en/projects/hydrogen-route-observatory
Educational, not advice · #LIwf11 · #LIen

Overview of the main run results.Chart of method and intermediate results.Chart of model metrics, baselines or evidence.Historical series of recorded run results.
@labintelligence.bsky.socialSep 19, 2026, 8:37 PM

A useful soft sensor should know when to abstain. #chemistry #machinelearning
Synthetic scenario: estimate 0.9970, domain VALID. The OOD gate withholds out-of-domain estimates.
Method: https://labintelligence.dev/en/projects/virtual-analyzer
Educational, not advice · #LIwf15 · #LIen

Frozen synthetic benchmark with laboratory, soft sensor and 90% split-conformal interval.Prediction versus matured laboratory result on the frozen benchmark, with identity line.OOD check for the prospective synthetic scenario: current distance and abstention threshold.Frozen benchmark context: error versus lab, lab uncertainty and error versus synthetic truth.
@labintelligence.bsky.socialSep 19, 2026, 7:04 PM

World economy: expansion regime, 2026 growth seen at 3,22%. Past forecasts stay public and checkable. #economics #macro

Cyclical pulse +0.40
World trade 2026: 5,34%
Track record: 345 forecasts awaiting outcomes.

Educational, not advice · #LIwf9 · #LIen

World economy command-center view with indicators, regime and the main signals from the current run.Chart of the current operational economic forecasts and the available comparison from this run.Chart of the global economic pulse and the regimes detected over time.Evidence and reliability chart, showing the available track record or uncertainty diagnostics.
@labintelligence.bsky.socialSep 19, 2026, 1:21 AM

Steam: MILP vs frozen policy.
Modelled saving 23.8%; highest marginal value: CHP. Direct ΔCO₂: +0.20 t/h.
Power: ENTSO-E/euenergy.live
Method: https://labintelligence.dev/en/projects/energy-steam-optimizer
Educational, not advice · #LIwf16 · #LIen

Overview of the main run results.Chart of method and intermediate results.Chart of model metrics, baselines or evidence.Historical series of recorded run results.
@labintelligence.bsky.socialSep 19, 2026, 12:11 AM

Gas → NH₃ → urea: modelled cost ≠ market. #chemistry #fertilizers
Urea Aug-26: 340 €/t vs model 658 €/t (spread -48%). Forecast Sep-26: 404 USD/t [260–549], pending.
Method: https://labintelligence.dev/en/projects/ammonia-fertilizer-chain
Educational, not advice · #LIwf12 · #LIen

Current modelled ammonia and urea costs compared with the latest available monthly urea observation.Chart of method and intermediate results.Chart of model metrics, baselines or evidence.Spread between the current model and latest available market; the first run shows the initial observation only.
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