Mô hình Canonical JSON xác định định dạng JSON ổn định, quyết định cho trạng thái AI. Đảm bảo đầu vào giống nhau → JSON byte‑for‑byte giống hệt, hỗ trợ cache, diff, replay, kiểm thử snapshot & tránh vendor lock‑in. FACET tuân thủ chuẩn này để tăng tính tái tạo và tuân thủ. #CanonicalJSON #AI #Facets #Deterministic #JSON #AICompliance #CôngNghệ #JSONChuẩn #AI #ĐịnhDanh
#deterministic
Geologically-Driven Migration of Landmines and Explosive Remnants of War - A Feature Focusing on the Western Balkans
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https://doi.org/10.3390/geosciences13060178 <-- shared 2023 paper
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https://www.kpbs.org/news/2014/05/20/balkan-floods-expose-deadly-mines-from-1990s <-- shared 2014 media example
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[mechanics/process I know I (fortunately) don’t consider - but fascinating!]
#landmine #unexplodedordnance #explosiveordnance #abandonedexplosiveordnance #IED #improvisedexplosivedevice #military #minefield #war #publicsafety #flood #flooding #landslide #WesternBalkans #balkans #Bosnia #Herzegovina #Serbia #Croatia #stochastic #deterministic #model #modeling #war #battlefield #ordanance #injury #fatality #massmovement #landsurface #processes #engineeringgeology #geology #geology #soil #debrisflow #water #hydrology #risk #hazard #hydromorphology #morphology #geomorphometry #spatialanalysis #GIS #spatial #mapping #riskmapping #fieldsurvey #spatiotemporal #research #hazardmap #planning #polict #landuse #emergency #publichealth #riskmanagement
Knowledge sharing, documentation, and process are the key to efficiency and work-life-balance. Not a plinko machine.
4/ Because the Mind is the idea of the Body, it is perfectly "parallel" to it. Whatever happens to the Body (which is subject to the #deterministic laws of #physics/#nature) is perfectly and simultaneously reflected in the Mind as a corresponding sequence of ideas (thoughts).
It looks like a situation where careful deterministic programming by someone with some understanding of both sides of the transaction should work.
Two matching modules might work even better.
They might even help people who find that difficult a little.
Throwing books about other things into a bucket and picking out scraps does not seem a superior approach.
#ThinkingMachines Lab, founded by #MiraMurati, is working on making #AImodels more #consistent by addressing the randomness in their responses. The lab’s research suggests that controlling the way GPU kernels are orchestrated during inference processing can lead to more #deterministic AI models. https://techcrunch.com/2025/09/10/thinking-machines-lab-wants-to-make-ai-models-more-consistent/?eicker.news #tech #media #news
How #deterministic #AIagents from #Kubiya enhanced #AIOps for failure analysis at A+E Global Media. https://www.techtarget.com/searchitoperations/podcast/AE-Global-Media-boosts-AIOps-with-deterministic-AI
A blog post (updated) on the dangers of Generative AI and Agentic AI in Physical Process Control
I've gotten in this habit of building all software to be #deterministic. And I mean ALL software. 😅
Functional languages make this easier. But they still don't capture state of systems you rely on. Like time or random number generators. 🫠 The things that truly break apart. 🙃
Abstracting non deterministic properties to calls you inject can make a world of difference. It helps then being able to evaluate why you get an error for api outside of your control. And yes time is an api. 😏
Obelisk – a WASM-based deterministic workflow engine
#HackerNews #Obelisk #WASM #deterministic #workflow #engine #tech #innovation #programming
Deterministic simulation testing for async Rust
#HackerNews #Deterministic #simulation #testing #async #Rust #RustLang #Testing #Techniques #DevCommunity
Evaluating Drought Risk Of The Red River Of The North Basin Using Historical And Stochastic Streamflow Upstream From Emerson, Manitoba
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https://pubs.usgs.gov/publication/sir20255002 <-- shared link to USGS publication
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https://waterdata.usgs.gov/nwis <-- USGS National Water Information System (NWIS) database - USGS water open data for the Nation
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#GIS #spatial #mapping #deterministic #waterbalance #stochasticweather #model #modeling #RedRiver #USA #Canada #spatialanalysis #spatiotemporal #waterresources #streamgage #NorthDakota #Manitoba #streamflow #flood #flooding #watersupply #agriculture #farming #ecology #drought #extremeweather #meteorology #basin #subbasin #risk #hazard #gauge #flow
@USGS
At the fundamental (#quantum) level, Nature is #probabilistic. Much of #computing is about modelling natural phenomena and it relies on semiconductor physics, which is inherently quantum mechanical. Yet, much of present day computing hobbles on #deterministic algorithms.🤷♂️
✍️Simple and #deterministic spectral #concentrationbound for #localHamiltonians #by Nilin Abrahamsen
A new argument suggests that quantum mechanics may be more deterministic than previously thought, reigniting the debate on the relationship between physics and free will. The discussion centres around whether the indeterminacy at the quantum level leaves room for free will or if the universe is fundamentally deterministic.
#QuantumMechanics #FreeWill #Deterministic
https://www.scientificamerican.com/article/does-quantum-physics-rule-out-free-will/
i wonder if it's possible to make a video game that would teach kids the intuition behind the "butterfly effect" by making each subsequent level's initial conditions determined by the outcome of the previous level, in such a way that the gameplay would guide you towards understanding that tiny decisions made on the first level will have huge consequences on level two, etc. #chaos #butterflyEffect #chaosTheory #deterministic #systems #nonlinear #differentialEquations #bifurcation cc @JamesGleick
Crazy how much difference the right data structure / #algorithm for a task makes.
This week I learned about #Deterministic #Finite #Automata and #Nondeterministic Finite Automata just to redo my clunky #AdventOfCode2023 day 12 challenge, written in #Rust #RustLang
Runtime for part 1 dropped from 1-2secs to milliseconds. Part 2 also milliseconds 😮
Are there any good Rust crates for DFAs/NFAs?
Many people solved that problem with #Dynamic #Programming - something else for the learn list 😉
Declarative, Imperative, Configuration, Data, Executable, Predicate Logic, Deterministic, Idempotent, Math, Logic
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ACM.451 What matters when it comes to security and supply chains
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#declarative #imperative #deterministic #logic #idempotent #supplychain
Look, if functioning as a person requires your brain to believe it's got #freeWill then whether the universe is #deterministic or not is academic.
I don't think you can properly function as an automaton. Free will is baked in at a very basic level. You can *believe* you have no free will, but you cannot *behave* that way.
Thanks to my #Reformed upbringing for making me think about this shit before the simulation theory jackasses started popping up everywhere.
'Policy Gradient Methods Find the Nash Equilibrium in N-player General-sum Linear-quadratic Games', by Ben Hambly, Renyuan Xu, Huining Yang.
http://jmlr.org/papers/v24/21-0842.html
#stochastic #deterministic #games
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