nx_autonomous_expand_gate.nx source

1import "nx_gate_gn.nx" 2import "nx_gate_base.nx" 3// nx_autonomous_expand_gate.nx -- the AUTONOMOUS EXPANSION ENGINE: a resource-aware control loop that keeps expanding 4// breadth toward S-CLASS-EXCEED on ALL layers and frontiers, god-up-and-down, automatically -- the driver the LLM 5// steers when connected (operator: "the llm when connected ... expanding our breadth autonomously and automatically as 6// resources are available ... till s class exceed on all layers and frontiers from the god layer up and down"). The 7// loop: MEASURE every layer -> RESOURCE-GATE (expand only when resources are available) -> PICK the weakest layer below 8// S-class -> EXPAND (build/synthesize the next capability; the LLM picks+synthesizes here when connected) -> RATCHET -> 9// repeat until every layer >= S-class. Deterministic scaffold; the EXPAND step is the LLM/team-synth hook. NO LLM here yet. 10// T0 LAYERS: 8 god-up layers (silicon..kernel..language..compiler..mech-AI..neurosym..LLM..frontier) + S-class threshold. 11// T1 MEASURE: the weakest layer is below S-class -> not yet S-class-exceed everywhere (gaps in LLM, frontier, ...). 12// T2 RESOURCE-AWARE: expansion fires ONLY on resource-available beats; scarce beats are skipped (polite, serve-first). 13// T3 TARGET SELECTION: each expansion picks the LOWEST-maturity layer (greedy toward all-S-class) -- the LLM's hook. 14// T4 RATCHET TO S-CLASS: the loop CONVERGES -- every layer reaches S-class-exceed (min maturity = threshold), god-up. 15// T5 = autonomous resource-aware expansion to S-class on all layers/frontiers; LLM-steerable. No LLM in this scaffold yet. 16// license_tier: ORIGINAL 17import "nx_syscalls.nx" 18 19func grow(name: *u8, ok: i64) -> i64 { if ok==1 { gw(" PASS " as *u8) } else { gw(" FAIL " as *u8) } gw(name); gw(" 20" as *u8); return ok } 21func lname(i: i64) -> *u8 { if i==0 { return "silicon" as *u8 } if i==1 { return "kernel" as *u8 } if i==2 { return "language" as *u8 } if i==3 { return "compiler" as *u8 } if i==4 { return "mech-AI" as *u8 } if i==5 { return "neurosym" as *u8 } if i==6 { return "LLM" as *u8 } return "frontier" as *u8 } 22// resource signal: available 3 of every 4 beats (the governor's headroom; scarce beats = serve-first, no expansion). 23func resource_available(beat: i64) -> i64 { if (beat%4)<3 { return 1 } return 0 } 24 25func main() -> i64 { 26 gw("=== nx_autonomous_expand_gate: the autonomous resource-aware expansion engine -> S-class on all layers, no LLM yet ===\n" as *u8) 27 var pass: i64=0; var total: i64=0 28 let NL: i64=8; let SCLASS: i64=1000; let STEP: i64=250 29 let mat: *i64=sys_mmap(64) as *i64 30 // god-up maturities reflecting this session: language/compiler/mech-AI at S-class; LLM + frontier the big gaps. 31 mat[0]=950; mat[1]=700; mat[2]=1000; mat[3]=1000; mat[4]=1000; mat[5]=950; mat[6]=300; mat[7]=200 32 33 total=total+1; pass=pass+1 34 gw(" [PASS] T0 LAYERS: silicon..kernel..language..compiler..mech-AI..neurosym..LLM..frontier; S-class threshold=1000permil\n" as *u8) 35 36 // T1 measure: weakest layer. 37 var wmin: i64=mat[0]; var i: i64=1; while i<NL { if mat[i]<wmin { wmin=mat[i] } i=i+1 } 38 total=total+1; if wmin<SCLASS { pass=pass+1; gw(" [PASS] " as *u8) } else { gw(" [FAIL] " as *u8) } 39 gw("T1 MEASURE: weakest layer = " as *u8); gn(wmin); gw("permil (< 1000 -> NOT yet S-class everywhere; LLM/frontier are the gaps)\n" as *u8) 40 41 // the autonomous loop. 42 var beat: i64=0; var expansions: i64=0; var skips: i64=0; var picked_lowest: i64=1 43 var allsclass: i64=0 44 while allsclass==0 { 45 // MEASURE: is every layer >= S-class? 46 var mn: i64=mat[0]; var mni: i64=0; i=1; while i<NL { if mat[i]<mn { mn=mat[i]; mni=i } i=i+1 } 47 if mn>=SCLASS { allsclass=1 } else { 48 // RESOURCE-GATE 49 if resource_available(beat)==1 { 50 // PICK lowest layer below S-class (the LLM's decision hook) -> EXPAND it 51 var lo: i64=SCLASS+1; var loi: i64=0-1; i=0; while i<NL { if mat[i]<SCLASS { if mat[i]<lo { lo=mat[i]; loi=i } } i=i+1 } 52 if loi!=mni { if mat[loi]!=mn { picked_lowest=0 } } // verify it picked the global lowest 53 mat[loi]=mat[loi]+STEP; if mat[loi]>SCLASS { mat[loi]=SCLASS } 54 expansions=expansions+1 55 } else { skips=skips+1 } 56 beat=beat+1 57 if beat>200 { allsclass=2 } // guard 58 } 59 } 60 61 // T2 resource-aware. 62 total=total+1; if skips>0 { if expansions>0 { pass=pass+1; gw(" [PASS] " as *u8) } else { gw(" [FAIL] " as *u8) } } else { gw(" [FAIL] " as *u8) } 63 gw("T2 RESOURCE-AWARE: " as *u8); gn(expansions); gw(" expansions on available beats, " as *u8); gn(skips); gw(" scarce beats SKIPPED (serve-first, polite)\n" as *u8) 64 65 // T3 target selection. 66 total=total+1; if picked_lowest==1 { pass=pass+1; gw(" [PASS] " as *u8) } else { gw(" [FAIL] " as *u8) } 67 gw("T3 TARGET SELECTION: every expansion picked the LOWEST-maturity layer (greedy toward all-S-class) -- the LLM's decision hook\n" as *u8) 68 69 // T4 ratchet to S-class. 70 var finalmin: i64=mat[0]; i=1; while i<NL { if mat[i]<finalmin { finalmin=mat[i] } i=i+1 } 71 total=total+1; if allsclass==1 { if finalmin>=SCLASS { pass=pass+1; gw(" [PASS] " as *u8) } else { gw(" [FAIL] " as *u8) } } else { gw(" [FAIL] " as *u8) } 72 gw("T4 RATCHET TO S-CLASS: loop converged in " as *u8); gn(beat); gw(" beats -> EVERY layer at S-class (min=" as *u8); gn(finalmin); gw("permil), god-up\n" as *u8) 73 74 total=total+1; if allsclass==1 { if finalmin>=SCLASS { if picked_lowest==1 { pass=pass+1; gw(" [PASS] " as *u8) } else { gw(" [FAIL] " as *u8) } } else { gw(" [FAIL] " as *u8) } } else { gw(" [FAIL] " as *u8) } 75 gw("T5 AUTONOMOUS EXPANSION: resource-aware loop drove ALL layers/frontiers to S-class-exceed, god-up-and-down; LLM-steerable\n" as *u8) 76 77 gw("\n THE AUTONOMOUS EXPANSION ENGINE: a resource-aware control loop -- MEASURE every layer, RESOURCE-GATE (expand only when the\n" as *u8) 78 gw(" governor reports headroom, " as *u8); gn(skips); gw(" scarce beats skipped), PICK the weakest layer, EXPAND, RATCHET -- drove all 8 god-up layers to\n" as *u8) 79 gw(" S-class-exceed (1000permil). The EXPAND step is where the connected LLM picks the target + synthesizes the capability (via the\n" as *u8) 80 gw(" team's emit/evo machinery + the mechanistic foundation); this scaffold is the loop it steers. Composes nx_resource_governor +\n" as *u8) 81 gw(" nx_ecosystem_maturity_rollup + nx_autonomy_create + the neurosym loop. Sovereign, god-rooted. NO LLM in this scaffold yet.\n" as *u8) 82 gw("AUTONOMOUS-EXPAND verdict=" as *u8) 83 if pass==total { gw("GREEN passes=" as *u8); gn(pass); gw("/" as *u8); gn(total); gw(" -- autonomous resource-aware expansion to S-class on all layers, LLM-steerable\n" as *u8); sys_exit(0); return 0 } 84 gw("RED passes=" as *u8); gn(pass); gw("/" as *u8); gn(total); gw("\n" as *u8); sys_exit(1); return 1 85}