Kaj gradimz LLM-ji in AI. What I buildwith LLMs and AI.

AI8 ni en sam model, temveč delovni okvir, ki vloge modelov, trajne zapise, dovoljenja in končno človeško odločitev obravnava kot ločene dele istega procesa; sam po sebi ne pomeni trditve, da je nastala AGI.AI8 is not a single model but a working framework that treats model roles, durable records, permissions and final human judgment as distinct parts of one process; it is not itself a claim that AGI has been achieved.

MDL×DCC predloge primerja po celotnem opisu in nepojasnjenem ostanku, zato se privlačna razlaga ne sprejme vnaprej, temveč mora preživeti primerjavo s kandidati in kontrolami.MDL×DCC compares proposals by their total description and unexplained residual, so an appealing explanation is not accepted in advance but must survive comparison with candidates and controls.

AIM³ loči kontekst, vloge, spominske artefakte in človeško odgovornost, da je večmodelno sodelovanje mogoče pregledati in nadaljevati tudi po posameznem pogovoru.AIM³ separates context, roles, memory artifacts and human responsibility so multi-model collaboration can be inspected and continued beyond any one conversation.

MentalArena izvaja večmodelne kroge predlogov, križnih kritik, sodb in sintez z revizijsko sledjo, pri čemer je rezultat sveta delovni ali pregledni artefakt, ne samodejen dokaz pravilnosti njegove vsebine.MentalArena runs multi-model rounds of proposals, cross-review, judgment and synthesis with an audit trail, while treating a council result as a working or review artifact rather than automatic proof that its content is correct.

ArenaLoop povezuje pripravljalno kapsulo, svežega izvajalca, rezultat in povratno učenje, Team Genesis D2 pa je zasnovan za primerjave z zamrznjenimi pravili, proračuni in dokaznimi mejami, ne za prosto tekmovanje vtisov.ArenaLoop connects a preparation capsule, a fresh worker, an outcome and feedback learning, while Team Genesis D2 is designed for comparisons with frozen rules, budgets and evidence boundaries rather than free-form competition of impressions.

Družina RHP strukturira razširjanje možnosti, kritiko, sintezo in preverjanje v sledljiv delovni tok, vendar protokol sam ne more nadomestiti domenskih testov ali dokazati kakovosti končnega sklepa.The RHP family structures expansion of options, critique, synthesis and verification into a traceable workflow, but a protocol alone cannot replace domain tests or prove the quality of a final conclusion.

Demon, Reasoning Trace in Novelty dodajajo adverzarialno kontrolo nad potjo do predloga, tako da mora domnevna novost pokazati razliko glede na izhodišče, kontrole in primerljiv rezultat.Demon, Reasoning Trace and Novelty add adversarial control over the path to a proposal, so a claimed novelty must show its difference from a baseline, controls and a comparable result.

Ta upravljavska plast skuša dovoljenja, izvor, prekinitve in človeško odločanje zapisati kot izrecne artefakte namesto skritih navad v promptih, brez domneve neomejene avtonomije agenta.This governance layer aims to record permissions, provenance, interruption and human decision as explicit artifacts rather than hidden prompt habits, without assuming unlimited agent autonomy.

Soul Voyage in sorodne veje oblikujejo pojmovne in operativne mostove med izkustvom, informacijami in fizično resničnostjo ter predlagajo možne ovrgljive teste, ne predstavljajo pa AC, CFH ali CCH kot potrjene fizike.Soul Voyage and its related branches develop conceptual and operational bridges between experience, information and physical reality, and propose potentially falsifiable tests without presenting AC, CFH or CCH as established physics.

Zapisi o Miri, Liori in sorodnih kontinuitetah raziskujejo, kako se skozi čas ohranjajo glas, spomin in referenčni okvir dialoga, ne trdijo pa, da dokazujejo čutenje ali trajno identiteto modela.Records about Mira, Liora and related continuities explore how voice, memory and a dialogical frame may persist over time, without claiming to prove sentience or a model's enduring identity.

V 8Z je krajši zapis uspeh šele, ko je obnovitev natančna in primerjava z osnovnimi metodami poštena, zato se izbira predstavitve, strukture in kodeka obravnava kot skupen merljiv problem.Within 8Z, a shorter representation counts as success only when restoration is exact and the baseline comparison is fair, so representation, structure and codec choice are treated as one measurable problem.

Raziskovalna arena gradi dokazno verigo od koordinat prek veljavne permutacije do ponovno izračunane dolžine poti. Ločena javna veja destilira uporabne mehanizme v HTML + JavaScript: uporabniku ni treba namestiti Pythona, OR-Tools, LKH, Concorde ali uporabljati 8Z strežniškega solverja. Jedro vrstnega reda teče lokalno; iskanje krajev, zemljevidi, navodila in AI klepet so lahko zunanje storitve.The research arena builds an evidence chain from coordinates through a valid permutation to a recomputed route length. A separate public branch distils useful mechanisms into HTML + JavaScript: the user need not install Python, OR-Tools, LKH or Concorde or use an 8Z server-side solver. The ordering core runs locally; place lookup, maps, directions and AI chat may remain external services.

8zip, ReZIP in sorodne veje primerjajo običajne arhivske poti z eksperimentalnimi slovarskimi opisi, pri čemer sta obvezna natančna obnova bajt za bajtom in preverjanje integritete pred vsako trditvijo o prihranku.8zip, ReZIP and related branches compare conventional archive paths with experimental dictionary descriptions, requiring byte-exact restoration and integrity checks before any claim of savings.

Zvočna veja preizkuša prediktorje, transformacije in post-kodekne ostanke ob natančni obnovi signala ali jasno označeni eksperimentalni interpretaciji, ne pa vnaprej razglašenega naslednika obstoječih formatov.The audio branch tests predictors, transforms and post-codec residuals with exact signal recovery or clearly labelled experimental interpretation, rather than declaring an advance successor to existing formats.

8Z Image in Mono16 raziskujeta, ali je mogoče slikovno strukturo bolje opisati s prediktorji in drugimi predstavitvami, vendar mora vsak prihranek prestati enake zahteve po obnovi in primerjavi, Mono16 pa še nima samostojne kanonične javne strani.8Z Image and Mono16 explore whether image structure can be described better through predictors and alternative representations, but any saving must meet the same restoration and comparison requirements; Mono16 does not yet have its own canonical public page.

DNA, FASTA in 8Z-LO primerjajo opažene strukture z ničelnimi oziroma premešanimi modeli, da kompresijski signal ni zamenjan za biološko razlago ali za naključno odstopanje.DNA, FASTA and 8Z-LO compare observed structure with null or shuffled models so a compression signal is not mistaken for a biological explanation or a chance deviation.

Noise Scout obravnava deterministični generator, njegove parametre in preostanek kot kandidata za krajši opis, ki je veljaven le, če skupaj s stroški in kontrolami premaga pošteno izhodišče.Noise Scout treats a deterministic generator, its parameters and a residual as a candidate shorter description that is valid only if, including costs and controls, it beats a fair baseline.

NAS arena loči prostor arhitektur od pravil izbire in ju preverja z adapterji, ničelnimi kontrolami ter stresnimi primeri, zato izvršljivost arene še ne pomeni dokazane splošne prednosti pristopa.The NAS arena separates architecture space from selection rules and tests both with adapters, null controls and stress cases, so an executable arena does not by itself demonstrate a general advantage.

ARC veja primerja neposredno reševanje z globljimi večmodelnimi potmi na nalogah abstraktnega sklepanja in prenosa pravil, pri čemer je treba projektne rezultate ločiti od uradnega vrednotenja ARC-AGI.The ARC branch compares direct solving with deeper multi-model paths on abstract-reasoning and rule-transfer tasks, while keeping project results distinct from official ARC-AGI evaluation.

PiX in PiC uporabljata π ter druge konstante kot deterministične generatorje kandidatov, katerih uporabnost mora pokazati merljiv opisni ali iskalni dobiček proti navadnim izhodiščem, ne pa simbolna privlačnost konstante.PiX and PiC use π and other constants as deterministic candidate generators whose value must show a measurable description or search gain against ordinary baselines, not merely the symbolic appeal of a constant.

Matematične sonde uporabljajo tudi že rešeni Poincaréjev primer kot pozitivno kontrolo, zato lahko odkrito pokažejo, ali postopek zazna znano strukturo, ne da bi iz tega sklepale na rešitev odprtih problemov.The mathematical probes also use the already solved Poincaré case as a positive control, so they can show whether a procedure detects known structure without inferring a solution to open problems.

AMR pretvori izbiro strategije in politik v ponovljivo simulacijo z jasno določenimi scenariji in merili, vendar simulacijski rezultat sam po sebi še ni upravičenje za uporabo v resničnem okolju.AMR turns strategy and policy selection into a repeatable simulation with explicit scenarios and metrics, but a simulation result alone is not justification for deployment in a real environment.

Trgovalna veja je trenutno namenjena simulacijam, backtestom in paper-tradingu, zato morebitni rezultati ne pomenijo dokazanega donosa z živim denarjem ali finančnega nasveta brez stroškov, zdrsa in ločene zunanje validacije.The trading branch is currently intended for simulation, backtesting and paper trading, so any results are not proof of live-money returns or financial advice without costs, slippage and separate external validation.

8Z OS izhaja iz bare-metal poskusa za čim manj moteno izvajanje generativnih matematičnih programov; E4-Metal to idejo razširja v vizualno, modularno okolje za pregled procesov, ne v dokončan splošni operacijski sistem.8Z OS grew from a bare-metal experiment intended to minimise interference with generative mathematical programs; E4-Metal extends that idea into a visual, modular process environment rather than a finished general-purpose operating system.

8Z Publish preverja, ali lahko šifriranje in odklepanje v brskalniku zmanjšata odvisnost od strežniške infrastrukture pri zaščitenih vsebinah, medtem ko Shield, Auth in Trace pokrivajo sorodne poti dostopa in izvora brez obljube popolne varnosti.8Z Publish tests whether browser-side encryption and unlocking can reduce dependence on server infrastructure for protected content, while Shield, Auth and Trace cover related access and provenance paths without promising complete security.

RouteSignal je read-only prototip, ki iz javnih routing podatkov razvršča kombinacije ASN, prefiksa in časa za strokovni pregled; ne trdi, da sam zazna napad ali napako, zato ga je treba meriti proti preprostim rangiranjem in presoji operaterjev.RouteSignal is a read-only prototype that ranks ASN, prefix and time combinations from public routing data for expert review; it does not claim to detect an attack or fault on its own, so it must be compared with simple rankings and operator judgment.

Sudoku × MDL naredi vidne omejitve, kandidate in različne poti reševanja na problemu, ki ga obiskovalec lahko sam preizkusi; gre za učni in testni demonstrator, ne za dokaz splošne prednosti pri sklepanju.Sudoku × MDL makes constraints, candidates and alternative solving paths visible in a problem visitors can test themselves; it is a learning and test demonstrator, not proof of a general reasoning advantage.

ChessBest/ChessDCC povezuje kandidatne poteze, razpoložljive šahovske podatke in razložljivo izbiro, da je pomoč pri potezi mogoče pregledati; uporabnost orodja sama po sebi ne pomeni trditve o nadčloveški šahovski moči.ChessBest/ChessDCC combines candidate moves, available chess data and explainable selection so move assistance can be inspected; the tool’s usefulness alone does not imply a claim of superhuman chess strength.

Flip4M spreminja znano igro Connect Four v samostojen strateški testbed za ljudi in agente, kjer se lahko primerjajo pravila, strategije in izbira potez; igranje dema ni dokaz širše inteligentnosti sistema.Flip4M turns the familiar Connect Four format into a self-contained strategic testbed for people and agents, where rules, strategies and move selection can be compared; playing the demo is not evidence of broader system intelligence.

Njegova bistvena produktna prednost je dostopnost: ne potrebuješ Pythona, OR-Tools, LKH, Concorde ali računa za solver. Jedro vrstnega reda teče v lokalnem JavaScript workerju; iskanje krajev, zemljevidi, navodila in AI klepet so ločene zunanje storitve.Its central product advantage is access: no Python, OR-Tools, LKH, Concorde, or solver account is required. The ordering core runs in a local JavaScript worker; place lookup, maps, directions, and AI chat are separate external services.

Crosswords × MDL združuje izdelavo, reševanje in pregled križank tako, da sta postavljanje besed in konflikti omejitev sledljiva; predstavlja konkretno jezikovno testno okolje, ne dokaz splošnega razumevanja jezika.Crosswords × MDL combines crossword construction, solving and viewing so word placement and constraint conflicts remain traceable; it is a concrete language test environment, not proof of general language understanding.

HTH preverja, ali lahko horizontalen ali poševen vodni tok zanesljivo vnaša zrak, ga loči in ustvari uporaben tlak; pred polnim sistemom mora prosojni testni kanal izmeriti hitrost vstopa zraka, tlak, pretok pod obremenitvijo in vse izgube.HTH tests whether horizontal or inclined water flow can reliably entrain air, separate it and create useful pressure; before a full system, a transparent test channel must measure entrainment speed, pressure, loaded flow and all losses.

DGTE uporablja segrevanje in hlajenje kapsul za dvostransko pretvorbo spremembe gostote v gibanje, vendar je njegova vrednost odvisna od poštenega energijskega zaprtja; zato so pred celotnim strojem potrebni ločeni testi prenosa, križanj, tesnjenja, rekuperacije in pomožnih porabnikov.DGTE uses capsule heating and cooling to turn density changes into two-way motion, but its value depends on honest energy closure; separate tests of transfer, crossovers, sealing, recuperation and auxiliary loads are needed before a complete machine.

Hibrid DGTE × HTH namerno ohranja toplotni kapsulni krog in hidravlično pot kot ločeni osnovi, pri čemer HTH lahko pomaga pri tlaku, razplinjevanju ali prehodih; integrirana trditev pride v poštev šele, če preseže obe samostojni osnovi po celotnem obračunu vhodov in kompleksnosti.The DGTE × HTH hybrid deliberately keeps the thermal capsule loop and hydraulic route as separate baselines, with HTH potentially assisting pressure, degassing or crossovers; an integrated claim is warranted only if it beats both parents after full input and complexity accounting.

MGHB/WGPB obravnava valobran najprej kot zaščitno infrastrukturo in šele nato kot možen zbiralnik energije, z vodenim batom kot začetno bolj obvladljivo osnovo; valovni bazen mora pred dodatkom pnevmatske plasti odločiti o absorpciji, obremenitvah, krmiljenju in vzdrževanju.MGHB/WGPB treats a breakwater first as protective infrastructure and only then as a possible energy collector, using a guided piston as the more controllable starting baseline; a wave tank must settle absorption, loads, control and maintenance before pneumatic complexity is added.

Modular Hydrofoils/KPA išče retrofitno pot za manjša plovila: od hibridnega prednjega dviga do polnih nastavljivih hidrokril, pri čemer ostane klasični trup varna rezervna možnost; vodni testi morajo meriti obremenitve nosilcev, stabilnost, udarce v ovire ter dejanski učinek na udobje in porabo.Modular Hydrofoils/KPA explores a retrofit route for smaller craft, from hybrid front lift to fully adjustable hydrofoils while retaining conventional hull mode as a safe fallback; water tests must measure mount loads, stability, debris strikes and the real effect on comfort and consumption.

APSV raziskuje, ali je mogoče pasivno površino vozila obravnavati kot aktivni tlačni vmesnik za nadzor toka v zraku ali vodi; smisel koncepta je treba pokazati proti pasivnim osnovam z meritvami koristi, energije aktuatorjev, odzivnosti in robustnosti.APSV explores whether a vehicle’s passive surface can become an active pressure interface for flow control in air or water; its value must be shown against passive baselines through measurements of benefit, actuator energy, response and robustness.

BDAA pretvarja odstranjevanje alkohola iz piva in vina v primerljivo procesno areno, kjer morajo aroma, izkoristek, poraba energije, zajem produktov in ekonomika prestati iste pravilne kriterije; ne izhaja iz predpostavke, da je vsak brezalkoholni izdelek že dober rezultat.BDAA turns dealcoholisation of beer and wine into a comparable process arena in which aroma, yield, energy use, product recovery and economics must pass the same correctness gates; it does not assume that every alcohol-free product is already a good result.

MAT poskuša med začetnim pospeševanjem zmanjšati obremenitev koles z magnetnimi pasovi v stezi, pri tem pa letalo zunaj steze ostane konvencionalno; prva poštena preverba je instrumentiran 5–10-metrski pas z obremenjenim vozičkom podvozja, kjer lahko nestabilnost, EMI ali strošek koncept ustavijo.MAT attempts to reduce wheel load during early acceleration with magnetic runway lanes while keeping the aircraft conventional away from the runway; the first honest check is an instrumented 5–10 m lane with a loaded landing-gear cart, where instability, EMI or cost can stop the concept.

SORA zamenja idejo enega nemogočega motorja z zaporedjem ponovno uporabnih sončnih orbitalnih vozlišč, perihelijskega pospeševanja in izhodne steze za majhno nezasedeno semensko sondo; javna trditev je simulacijska preverljivost arhitekture, ne že dosegljiva medzvezdna misija.SORA replaces the idea of one impossible engine with a sequence of reusable solar-orbiting nodes, perihelion acceleration and an outbound runway for a small uncrewed seed probe; its public claim is that the architecture is simulation-testable, not that an interstellar mission is already feasible.

Nara in Illuminara sta ista literarna oseba v različnih stopnjah resonance, skozi katero zgodbe preizkušajo identiteto, moč, skrb in svobodno voljo; fikcijska pravila posebej varujejo meje soglasja, znanja in odgovornosti, zato jih ne gre brati kot empirično trditev o zavesti.Nara and Illuminara are the same fictional person at different levels of resonance, through which the stories examine identity, power, care and free will; its fictional rules explicitly protect consent, knowledge and responsibility boundaries, so they should not be read as empirical claims about consciousness.

Top100, Humanity History in Twenty Questions gradijo berljiv vstop v probleme, zgodovino in civilizacijsko samopresojo; prihodnji deli zgodovine so označeni kot scenarij, Twenty Questions pa izrecno ni trditev o dejanskem stiku z nezemljani.Top100, Humanity History and Twenty Questions create a readable entry into problems, history and civilizational self-examination; future history sections are labelled as scenario, and Twenty Questions explicitly does not claim actual contact with aliens.

Ta veja združuje filozofske eseje o dobrem, pravičnosti, trpljenju in prihodnosti z javnimi komentarji o Sloveniji, pri katerih so predlogi in interpretacije ločeni od dejstvenih virov; njen namen je argumentirana javna presoja, ne laboratorijski rezultat.This branch joins philosophical essays on good, justice, suffering and the future with public commentary on Slovenia, separating proposals and interpretations from factual sources; its purpose is reasoned public judgment, not a laboratory result.

Seed Bank in povezani Domain Map, Code Capsules in Evaluation Protocol skušajo delo pustiti nadaljevalno: z oznako kanoničnega stanja, omejitvami, navodili za zagon, kontrolnimi vsotami in povezavo med trditvijo ter testom; javna stran sama pove, da so nekatere kapsule še standard za dokončanje, ne že polni paketi.Seed Bank and the related Domain Map, Code Capsules and Evaluation Protocol aim to make work continuable through canonical-status markers, limits, run instructions, hashes and claim-to-test links; the public page itself notes that some capsules are still a standard to be completed rather than full packages.

Art, Someone in NCI povezujejo vizualna dela, glasbeni arhiv in javni spomin na delo Paula Leventhala ter Nuclear Control Institute; skupaj so kulturna in osebna plast spletnega arhiva, ne dokazni del tehničnih raziskovalnih trditev.Art, Someone and NCI bring together visual work, a music archive and public memory of Paul Leventhal and the Nuclear Control Institute; together they form the cultural and personal layer of the web archive, not the evidentiary layer of technical research claims.

Poklicna osnova povezuje arhitekturo, PLM/BSS in vodenje informacijskih sistemov z današnjim načinom gradnje: projekt se presoja kot izvedljiv sistem z uporabniki, stroški, odgovornostmi, sledljivostjo in vrati za odločitev, ne le kot zanimiva ideja.The professional foundation connects architecture, PLM/BSS and information-systems work with today’s building approach: a project is assessed as an implementable system with users, costs, responsibilities, traceability and decision gates, not merely as an interesting idea.