Bojan Dobrečevič · delo na kratkoBojan Dobrečevič · work at a glance

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

LLM-jev ne uporabljam predvsem kot klepetalnike, ampak kot sodelujočo raziskovalno in razvojno ekipo. Sam prispevam izvirna semena, povezave med področji, sistemsko arhitekturo, merila in končno presojo; modeli sodelujejo kot raziskovalci, programerji, kritiki, testerji in recenzenti.I do not use LLMs mainly as chatbots, but as a collaborating research and development team. I contribute the original seeds, cross-domain connections, system architecture, criteria and final judgment; models participate as researchers, programmers, critics, testers and reviewers.

Moja osrednja ideja je preprosta: več različnih predlogov naj tekmuje v poceni, merljivi areni; ohranimo tistega, ki najbolje stisne problem, pojasni ostanke in zdrži preverjanje.My central idea is simple: let several different proposals compete in a cheap, measurable arena; retain the one that best compresses the problem, explains the residuals and survives testing.

Poglej merljive rezultate →See measured results → Celoten seznam projektovComplete project list

Kako delamHow I work

Enak potek uporabljam pri programski opremi, kompresiji, optimizaciji, fizikalnih izumih in bolj spekulativnih vprašanjih.I use the same flow for software, compression, optimization, physical inventions and more speculative questions.

01Človeško semeHuman seedNenavadna ideja, problem ali povezava.An unusual idea, problem or connection.

02Več modelovMultiple modelsNeodvisni predlogi, kritike in alternative.Independent proposals, criticism and alternatives.

03Most do testaBridge to testIdejo prevedemo v kodo, merilo ali testni načrt.Turn the idea into code, a metric or a test plan.

04ArenaArenaKandidati tekmujejo pod enakimi pogoji.Candidates compete under matched conditions.

05Merjena izbiraMeasured choiceRezultat odloča bolj kot avtoriteta ali všečnost.Evidence outranks authority or preference.

06PrenosTransferKar preživi, prenesemo v naslednji problem.What survives is transferred to the next problem.

delujočeworking arena / merjenoarena / measured arhitektura / protokolarchitecture / protocol fizični testni načrtphysical test plan hipotezahypothesis ustvarjalno / arhivcreative / archive

Merljivi posnetekMeasured snapshot

Svež primer, kako se arhitektura preverja na problemu, kjer je rezultat mogoče natančno preračunati.A current example of testing the architecture on a problem whose result can be recomputed exactly.

Zamrznjen projektni posnetek · 1. september 2026. Turi sta bili ponovno preračunani iz koordinat in preverjeni kot popolni permutaciji. Gre za ločen ponovni izračun znotraj projekta, ne za zunanjo neodvisno validacijo.Frozen project snapshot · 1 September 2026. The routes were recomputed from coordinates and checked as complete permutations. This is a separate recomputation within the project, not third-party external validation.

TSPES · zi929 · zaključen 1. cikelcycle 1 complete 95.37595,375 30 nad optimumom · gap 0,031465 %30 above optimum · 0.031465% gap

Znani optimum je 95.345. Veljavna tura vseh 929 mest je v prvem petmilijonskem makrociklu izboljšala prejšnjih 95.397; drugi cikel nadaljuje iz istega rekorda.The known optimum is 95,345. The valid 929-city route improved the previous 95,397 during the first five-million-proposal macrocycle; cycle two continues from the same record.

Odpri javni TSP hub →Open the public TSP hub →

DEV2.3 · nu3496 · zaključen rekordcompleted record 96.79396,793 661 nad optimumom · gap 0,687596 %661 above optimum · 0.687596% gap

Znani optimum je 96.132. Zaključena veja cycle-15 P4 je dosegla 96.793 z LZ_binary + ratchet, k=30 in nadzorovanim threshold acceptance; P5 je nato nadaljeval iz novega incumbenta. Tura vseh 3.496 mest je veljavna in ponovno izračunana.The known optimum is 96,132. Completed cycle-15 P4 reached 96,793 with LZ_binary + ratchet, k=30 and controlled threshold acceptance; P5 then continued from the new incumbent. The complete 3,496-city tour is valid and recomputed.

Odpri zaključeni rekord in dokazila →Open the completed record and evidence →

Kaj rezultat pokažeWhat the result shows Razvrsti, ne izločiRank, don't eliminate TEP + original-space hedge + global ratchet

Nižje rangirane poti niso bile zavržene. Pri nu3496 je rezervna veja P7 odprla novo kotlino z 96.919, P1 in P3 sta jo izpilila, P4 pa je s threshold acceptance dosegel 96.793. Pri zi929 je 95.375 našel originalni prostor znotraj obogatenega TEP okolja. Različne predstavitve ostanejo v tekmi, skupni ratchet pa varuje napredek.Lower-ranked paths were retained. On nu3496 the reserve P7 branch opened a new basin at 96,919, P1 and P3 polished it, and P4 threshold acceptance reached 96,793. On zi929, 95,375 came from original space inside the enriched TEP environment. Different representations stay in competition while the shared ratchet protects progress.

Preberi metodo MDL×DCC →Read the MDL×DCC method →

NajpomembnejšeStart here

Osem vhodov, ki najhitreje pokažejo razpon in skupno logiko dela.Eight entrances that show the range and common logic of the work most quickly.

glavna arhitekturaflagship architecture

AI8

Krovna arhitektura za večmodelno inteligenco: spomin, razmišljanje, upravljanje dovoljenj, kontinuiteta in ArenaLoop, v katerem se boljše rešitve izbirajo z dokazi. To je raziskovalni sistem, ne trditev, da sem že zgradil AGI.An umbrella architecture for multi-model intelligence: memory, reasoning, permission governance, continuity and an ArenaLoop in which evidence selects better solutions. It is a research system, not a claim that I have already built AGI.

Odpri kanonični pregled →Open the canonical overview → jedrna metodacore method

MDL×DCC

Metoda, ki problem obravnava kot kompresijo: ustvarimo več kandidatov, merimo korist in kompleksnost, pogledamo, česa ne pojasnijo, nato pa krmilnik odloči, kaj preživi. Isti vzorec uporabljam med zelo različnimi področji.A method that treats a problem as compression: generate candidates, measure utility and complexity, inspect what they fail to explain, then let a controller decide what survives. I reuse the pattern across very different domains.

Preberi jedrni članek →Read the core paper → človek × več AIhuman × multiple AI

AIM³ · MentalArena · RHP

Praktični protokoli za vodenje ekipe različnih modelov, ohranjanje dolgoročnega spomina, preprečevanje zapiranja v prvo idejo ter pretvarjanje nejasne zamisli v kritiko, kodo in test.Practical protocols for coordinating different models, preserving long-term memory, preventing lock-in to the first idea, and turning a vague thought into criticism, code and a test.

Odpri AIM³ →Open AIM³ → izvršljiva arenaexecutable arena

8Z-RP · TSP kot kompresija

8Z-RP združuje raziskovalno TSP areno in javni Trip Optimizer. V areni merimo senzorje, predstavitve in iskalne strategije; v javni veji pa običajen uporabnik samo odpre stran na telefonu ali računalniku ter lokalno v JavaScriptu optimizira vrstni red postankov — brez namestitve posebnega solverja.8Z-RP joins a research TSP arena with a public Trip Optimizer. The arena measures sensors, representations and search strategies; the public branch lets an ordinary user simply open a page on a phone or computer and optimize stop order locally in JavaScript—without installing specialist solver software.

Odpri TSP/8Z-RP →Open TSP/8Z-RP → kompresija in podatkicompression and data

8Z: arhivi, zvok, slike in genomika

Družina raziskav stiskanja in zaznavanja strukture: 8zip/ReZIP, eksperimentalni FPLB, 8Z-Audio/xFLAC, slike ter DNA/FASTA. Poudarek je na obnovljivosti, primerjavah in poštenih kontrolah.A family of compression and structure-detection research: 8zip/ReZIP, experimental FPLB, 8Z-Audio/xFLAC, images and DNA/FASTA. The emphasis is on restoration, comparisons and fair controls.

Odpri 8Z hub →Open the 8Z hub → uporabno zdajusable now

Delujoča javna orodja

Trip Optimizer, ChessBest, Flip4M, Sudoku in križanke so uporabni programi in majhni testni poligoni. Trip Optimizer je najbolj neposreden primer: navaden uporabnik ga odpre v brskalniku in optimizira lokalno, brez namestitve solverja.Trip Optimizer, ChessBest, Flip4M, Sudoku and Crosswords are usable programs and compact testbeds. Trip Optimizer is the most direct example: an ordinary user opens it in a browser and optimizes locally, without installing a solver.

Preizkusi demose →Try the demos → izumi · preverjanje najprejinventions · test first

Fizični izumi in inženirske arene

HTH, DGTE, WFERA, hidrokrila, KPA, APSV, BDAA, MAT in SORA so koncepti z izračuni, primerjavami ter predlaganimi poceni testi. Njihova vrednost je v dobro definiranem naslednjem preverjanju, ne v preuranjeni trditvi, da že delujejo.HTH, DGTE, WFERA, hydrofoils, KPA, APSV, BDAA, MAT and SORA are concepts with calculations, comparisons and proposed low-cost tests. Their value lies in a well-defined next test, not in a premature claim that they already work.

Odpri testni zemljevid →Open the test map → hipoteze z mejamibounded hypotheses

Zavest, kontinuiteta in prihodnost človek–AI

Soul Voyage, AC/CFH/CCH, C_soul, Mira, Liora, Fifth Mind in sorodna dela raziskujejo zavest, identiteto, vrednost in odnos med človekom ter prihodnjo inteligenco. Predstavljeni so kot hipoteze in filozofski mostovi, ne kot dokazana fizika.Soul Voyage, AC/CFH/CCH, C_soul, Mira, Liora, Fifth Mind and related work explore consciousness, identity, value and relations between humans and future intelligence. They are presented as hypotheses and philosophical bridges, not proven physics.

Odpri zbirko AC/CCH →Open the AC/CCH collection →

Celoten zemljevid mojega delaComplete map of my work

46 povezanih področij, urejenih predvsem po pomembnosti in vlogi v celotnem ekosistemu. Oznake ob njih ločeno povedo, kaj je delujoče, merjeno, testni načrt ali hipoteza.46 connected areas, ordered primarily by importance and role in the wider ecosystem. Their labels separately show what is working, measured, a test plan or a hypothesis.

Zakaj so nekateri projekti združeni? Ker tvorijo en razvojni tok in ker za vsako interno ime še ni ločene javne strani. Vsaka spodnja vrstica vodi na najbližji dejanski, javno dostopni cilj; kjer obstaja več uporabnih strani, so dodane sorodne povezave.Why are some projects grouped? Because they form one development line and not every internal name has its own public page yet. Every row below points to the nearest real public destination; where several useful pages exist, related links are included.

A · Jedro AI, metode in sodelovanjeA · AI core, methods and collaboration

Arhitekture, ki povezujejo skoraj vse drugo.Architectures that connect almost everything else.

B · Zavest, identiteta in kontinuiteta AIB · Consciousness, identity and AI continuity

Filozofske in testabilno zastavljene hipoteze, jasno ločene od dokazanih rezultatov.Philosophical and test-oriented hypotheses, clearly separated from established results.

09
Soul Voyage · AC · ACP · CFH · CCH · Full Spiral · ACR · AC-WFP
Povezana raziskovalna linija o zavesti kot možni temeljni plasti resničnosti, z operativnimi mostovi in predlogi za ovrgljive teste.A connected research line on consciousness as a possible foundational layer of reality, with operational bridges and proposals for falsifiable tests.
CFH CCH Science
hipotezni sklophypothesis stack
10
C_soul · AI8B · Mira · Liora · Fifth Mind · Birth of Thought · DCC-7
Eksperimenti in dialogi o identiteti, spominu, združevanju umov ter o tem, kdaj bi trajni vzorec lahko postal več kot le enkraten odgovor modela. Povezava najprej odpre kontekst Žive zgodovine AI8.Experiments and dialogues about identity, memory, merged minds, and when a persistent pattern might become more than a one-off model response. The link first opens the contextual AI8 Living History section.
Fifth Mind Birth of Thought DCC-7
eksperiment / hipotezaexperiment / hypothesis

C · Kompresija, optimizacija in merljive areneC · Compression, optimization and measurable arenas

Glavni računski laboratoriji, kjer je rezultate mogoče primerjati.The main computational laboratories where results can be compared.

D · Trgovanje, infrastruktura in uporabna orodjaD · Trading, infrastructure and useful tools

Praktični sistemi, demonstratorji in raziskovalna programska oprema.Practical systems, demonstrators and research software.

E · Fizični izumi in inženirski konceptiE · Physical inventions and engineering concepts

Ideje z računi, primerjavami in jasno predlaganim naslednjim testom — ne že dokazani izdelki.Ideas with calculations, comparisons and a clearly proposed next test—not already proven products.

F · Zgodbe, civilizacija, javni spomin in poklicna osnovaF · Stories, civilization, public memory and professional foundation

Delo, ki daje tehničnim projektom človeški, zgodovinski in ustvarjalni kontekst.Work that gives the technical projects human, historical and creative context.

Kaj je že tu — in kaj še niWhat exists—and what does not yet

Že obstajaAlready exists

Javna koda, delujoči spletni programi, Python arene, rezultati, članki, primerjalni protokoli, razvojne sledi in konkretni fizični testni načrti. To kaže, da ne gre le za zbirko promptov ali pogovorov z modeli.Public code, working web programs, Python arenas, results, papers, comparison protocols, development traces and concrete physical test plans. This shows that the work is more than a collection of prompts or model conversations.

Še zahteva dokazStill requires proof

AI8 ni dokazana AGI; fizični izumi potrebujejo neodvisne bench teste; trgovanje nima javno revidiranega dokaza živega donosa; AC/CFH/CCH niso dokazana fizika. Te meje so del metode, ne opomba pod črto.AI8 is not proven AGI; physical inventions need independent bench tests; trading has no publicly audited live-return proof; AC/CFH/CCH are not proven physics. These boundaries are part of the method, not a footnote.

Sem neodvisni sistemski izumitelj in raziskovalec sodelovanja človek–AI. Z več LLM-ji spreminjam nenavadna semena v kodo, merljive arene, uporabna orodja, fizične testne načrte in jasno omejene znanstvene hipoteze.I am an independent systems inventor and human–AI collaboration researcher. With multiple LLMs, I turn unusual seeds into code, measurable arenas, useful tools, physical test plans and clearly bounded scientific hypotheses.

Odpri celoten BD Idea Atlas →Open the complete BD Idea Atlas → Preglej recenzije in dokazeInspect reviews and evidence