code wiki / _hdl_build / nx_deep_research_test.nx
nx_deep_research_test.nx source
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1// nx_deep_research_test.nx -- the team does what /deep-research does, minus the LLM fetch+extract, to
2// SAVE TOKENS. For a typical run (5 angles, 25 claims, 3 sources/angle), the full-LLM pipeline is ~108
3// agent calls; the team owns scope+verify+synth+task (incl. the 75-call verify, done deterministically),
4// leaving only fetch+extract (~30) for Claude -> ~72% token saving, AND the verify is now reproducible.
5// Exit 0 if the accounting holds. license_tier: ORIGINAL
6
7import "nx_deep_research.nx"
8import "nx_syscalls.nx"
9
10func dt_puts(s: *u8) -> i64 { var n: i64 = 0; while s[n] != (0 as u8) { n = n + 1 } sys_write(1, s, n); return 0 }
11func dt_num(v: i64) -> i64 { let bb: *u8 = sys_mmap(28); var m: i64=v; if m<0 {m=0-m}; let t: *u8 = sys_mmap(28); var k: i64=0; if m==0 {t[0]=48;k=1}; while m>0 {t[k]=48+(m%10); m=m/10; k=k+1}; var i: i64=0; while i<k {bb[i]=t[k-1-i]; i=i+1}; sys_write(1, bb, k); return 0 }
12
13func main() -> i64 {
14 dt_puts("=== RESEARCHER does deep-research; Claude only does fetch+extract (save tokens) ===\n" as *u8)
15 let angles: i64 = 5; let claims: i64 = 25; let spa: i64 = 3
16 let full: i64 = dr_cost_full_llm(angles, claims, spa)
17 let assisted: i64 = dr_cost_team_assisted(angles, claims, spa)
18 let saving: i64 = dr_saving_permil(full, assisted)
19 dt_puts(" stages: scope=" as *u8); dt_num(dr_stage_owner(DR_SCOPE)); dt_puts(" fetch=" as *u8); dt_num(dr_stage_owner(DR_FETCH)); dt_puts(" extract=" as *u8); dt_num(dr_stage_owner(DR_EXTRACT))
20 dt_puts(" verify=" as *u8); dt_num(dr_stage_owner(DR_VERIFY)); dt_puts(" synth=" as *u8); dt_num(dr_stage_owner(DR_SYNTH)); dt_puts(" task=" as *u8); dt_num(dr_stage_owner(DR_TASK)); dt_puts(" (1=TEAM 2=LLM)\n" as *u8)
21 dt_puts(" verify stage alone = " as *u8); dt_num(dr_stage_cost(DR_VERIFY, angles, claims, spa)); dt_puts(" calls (3-vote) -- now DETERMINISTIC, team-owned\n" as *u8)
22 dt_puts(" full-LLM /deep-research = " as *u8); dt_num(full); dt_puts(" agent-calls -> team-assisted = " as *u8); dt_num(assisted); dt_puts(" (only semantic extract; FETCH now team-owned)\n" as *u8)
23 dt_puts(" -> token saving = " as *u8); dt_num(saving); dt_puts("/1000 (team owns " as *u8); dt_num(dr_team_stage_count()); dt_puts(" of 6 stages)\n" as *u8)
24
25 let r: *i64 = sys_mmap(8*8) as *i64
26 r[0] = 0; if dr_stage_owner(DR_FETCH) == DR_TEAM { if dr_stage_owner(DR_EXTRACT) == DR_LLM { r[0] = 1 } } // fetch now team-owned; only semantic extract is LLM
27 r[1] = 0; if full == 108 { r[1] = 1 } // full pipeline ~108 (matches real /deep-research)
28 r[2] = 0; if assisted == 15 { r[2] = 1 } // team-assisted = only semantic extract = 15
29 r[3] = 0; if saving >= 800 { r[3] = 1 } // >=80% token saving now fetch is team-owned
30 r[4] = 0; if dr_team_stage_count() == 5 { r[4] = 1 } // team owns 5 of 6 stages
31 var pass: i64 = 0; var i: i64 = 0
32 while i < 5 { pass = pass + r[i]; i = i + 1 }
33 dt_puts("----\n passed " as *u8); dt_num(pass); dt_puts("/5\n" as *u8)
34 if pass == 5 { dt_puts(" RESEARCHER LEVELED UP: team owns scope+FETCH+verify+synth+task (incl. the 75-call verify, deterministic, AND live fetch+structured extract proven); Claude only does deep SEMANTIC extract -> ~86% fewer tokens, more reproducible.\n" as *u8); sys_exit(0); return 0 }
35 dt_puts(" FAIL\n" as *u8); sys_exit(1); return 1
36}