topic: research
110 modules sharing the research name family (derived from the tree's prefix discipline).
The 'research' topic family in the Nishi sovereign ecosystem supports structured, autonomous, and citable research workflows. It integrates the _research_run pipeline for end-to-end execution, nx_research_answer for generating grounded outputs, and nx_research_auto for self-driving inquiry. These modules enable a system where research is both data-driven and knowledge-accumulative, with nx_research_backlog managing prioritized topics and nx_research_auto_test ensuring reliability. The family fosters a continuous, evidence-based research cycle within the ecosystem.
auto-narrated by the local model from this topic's module headers; links verified against the wiki index.
narrated overview -- maintained by the narration lane, module links verified against this wiki.
| module | description | lines | funcs |
|---|---|---|---|
| _research_run.nx | end-to-end research pipeline runner (the SOVEREIGN half). | 24 | 3 |
| nx_research_answer.nx | GROUNDED, CITED research-answer primitive: "research that cannot hallucinate." | 115 | 7 |
| nx_research_auto.nx | the AUTONOMOUS research loop (operator: "keep building the teams ability to | 51 | 1 |
| nx_research_auto_test.nx | ACCEPTANCE GATE for the autonomous research loop. Proves the team | 63 | 4 |
| nx_research_autodrive.nx | the autonomous research loop WIRED TO REAL DATA: the system's own genealogy. | 87 | 5 |
| nx_research_backlog.nx | the RESEARCHER's TOPIC BACKLOG (operator: "id like the researcher to be | 76 | 7 |
| nx_research_backlog_test.nx | ACCEPTANCE GATE for the Researcher's gap-prioritized topic backlog. | 75 | 3 |
| nx_research_basis.nx | the RESEARCHER leg as a real, growable, CITED knowledge | 69 | 4 |
| nx_research_basis_test.nx | proves the Researcher's knowledge base: every | 44 | 2 |
| nx_research_benchmark.nx | the Nishi REFEREE independently benchmarks the team's deep-research vs Claude's | 83 | 8 |
| nx_research_chem_gate.nx | the research-engine reproducibility loop in a SECOND domain: CHEMISTRY (operator: | 66 | 7 |
| nx_research_chem_parse_gate.nx | broaden the chemistry discoverer from hardcoded element-matrices to a real | 172 | 18 |
| nx_research_chipfab.nx | the NISHI RESEARCHER handling the chip-fab arc (operator: "i want you | 92 | 10 |
| nx_research_chipfab_test.nx | ACCEPTANCE GATE for the Researcher's chip-fab arc. | 42 | 3 |
| nx_research_cleanup.nx | SOVEREIGN deletion of the 7 copy-paste nx_*_research_fetch organs, now SUPERSEDED by | 31 | 6 |
| nx_research_conduct.nx | the NISHI-NATIVE autonomy wiring: admit the research CYCLE through the CONDUCTOR | 43 | 3 |
| nx_research_corroborate.nx | the research DEPTH-rigor layer: independent | 124 | 7 |
| nx_research_corroborate_gate.nx | liar-kill gate for research corroboration. | 43 | 1 |
| nx_research_critic.nx | run the NISHI CRITIC (nx_critic: Popper/Kuhn/Lakatos adversarial-scientific grading) | 68 | 5 |
| nx_research_crossval.nx | MULTI-SOURCE CROSS-VALIDATION: the one refutation sub-axis peers lead (the matrix: | 147 | 3 |
| nx_research_crossval_gate.nx | gate for nx_research_crossval (multi-source cross-validation, the refutation | 222 | 7 |
| nx_research_cycle.nx | THE AUTONOMOUS SELF-IMPROVING CYCLE. One invocation runs the whole researcher loop in | 85 | 6 |
| nx_research_deliver.nx | close the DELIVERY loop for ONE section (the researcher), honestly. The | 97 | 9 |
| nx_research_digest.nx | end-to-end EXTRACTIVE research digest (sovereign, | 70 | 2 |
| nx_research_digest_gate.nx | end-to-end digest on a controlled corpus. | 104 | 2 |
| nx_research_discover_chem_gate.nx | DISCOVERY in CHEMISTRY (operator: "discover new capabilities through | 106 | 9 |
| nx_research_discover_gate.nx | the research loop crosses from REPRODUCTION to DISCOVERY (operator: | 211 | 19 |
| nx_research_discover_matmul_gate.nx | DISCOVERY widened to the matrix-multiplication family, the direct | 256 | 20 |
| nx_research_discover_phys_gate.nx | DISCOVERY in PHYSICS, completing the math+chem+physics symmetry | 99 | 8 |
| nx_research_dynamics2_gate.nx | the time-stepping dynamics substrate scales to a MULTI-DOF system: two | 81 | 9 |
| nx_research_dynamics_gate.nx | TIME-STEPPING dynamics simulation, sovereign + fixed-point (no float), with a | 94 | 8 |
| nx_research_engine.nx | the SHARED sovereign research fetch->extract->bank ENGINE. Rule-15 DRY: ONE copy of the | 351 | 28 |
| nx_research_engine_gate.nx | s-class gate for the shared research engine (nx_research_engine). Proves the | 60 | 5 |
| nx_research_exceed.nx | the head-to-head SCOREBOARD proving the Nishi researcher S-class EXCEEDS | 97 | 7 |
| nx_research_exceed_register.nx | GOVERNED registration of the head-to-head exceed scoreboard. | 46 | 2 |
| nx_research_exceed_test.nx | ACCEPTANCE GATE for the head-to-head scoreboard. Uses the REAL | 71 | 3 |
| nx_research_extract.nx | the Researcher's EXTRACT stage: parse FACTS from fetched text by PATTERN | 59 | 6 |
| nx_research_extract_sovereign_test.nx | the SOVEREIGN half of the | 77 | 3 |
| nx_research_fetch.nx | the Nishi RESEARCHER's sovereign web-fetch for the SPEED / BEAT-CUDA arc. Reuses the | 113 | 5 |
| nx_research_fetch_cli.nx | the RUNNABLE DRIVER for rf_fetch_bank. | 95 | 3 |
| nx_research_fetch_ext.nx | DYNAMIC / GROWABLE fetch extensions (operator 2026-07-07: "make the fetcher | 97 | 4 |
| nx_research_fetch_test.nx | the RESEARCHER actually does FETCH + EXTRACT (no Claude limiting). | 44 | 3 |
| nx_research_fetch_wiki_test.nx | SOVEREIGN research-target fetch. | 133 | 2 |
| nx_research_flip_discover_gate.nx | the FLAGSHIP discovery: genuinely DISCOVER a faster matrix-multiplication | 214 | 15 |
| nx_research_flip_scale_gate.nx | does the sovereign flip-graph discoverer SCALE past the 2x2 toy case? | 180 | 15 |
| nx_research_flow_gate.nx | TEETH for the rivers-to-ocean research surface. | 155 | 6 |
| nx_research_fork_fetch.nx | RESEARCHER GROWTH rung: PROCESS-ISOLATED fetch. Each source is fetched in a FORKED | 82 | 7 |
| nx_research_freshness.nx | AUTONOMOUS FRESHNESS REVIEW on a cadence. Previously-researched veins get | 191 | 10 |
| nx_research_gaps.nx | THE CLEAN OPEN-GAPS DIGEST (the actionable feedback signal to operator + Claude). The | 96 | 6 |
| nx_research_gate.nx | THE RESEARCHER REGRESSION GATE (testing capability, not a feature). Re-verifies the | 98 | 6 |
| nx_research_grow.nx | THE SELF-GROWING RESEARCHER INDEX (R4 self-grow loop) WITH CONTENT-DEDUP + CROSS-TOPIC | 318 | 14 |
| nx_research_grow_full.nx | ECOSYSTEM-NATIVE driver: grow the researcher index until it has caught up to the | 88 | 5 |
| nx_research_ingest_test.nx | the Researcher basis GROWS under governance. A | 76 | 2 |
| nx_research_integrate.nx | the INTEGRATED research/benchmark loop (operator: "integrate the fetch systems -- what | 82 | 8 |
| nx_research_investigate.nx | S4: the INVESTIGATION LOOP over the S1-S3 research cycle (recursive self-growth, | 55 | 3 |
| nx_research_investigate_gate.nx | liar-kill gate for S4 the INVESTIGATION LOOP controller (deterministic, $0). | 83 | 5 |
| nx_research_isqrt_gate.nx | sovereign integer square root: Newton's method ITERATIVELY DISCOVERS floor(sqrt(N)), | 83 | 9 |
| nx_research_journal.nx | RES-R6: a CRASH-RESUMABLE research session journal. | 219 | 8 |
| nx_research_journal_gate.nx | the REFEREE for RES-R6 (crash-resumable journal). | 315 | 7 |
| nx_research_judgment_bench.nx | the first AGGREGATE honest measurement of the unified researcher's JUDGMENT. | 133 | 6 |
| nx_research_ka.nx | R4 FULL: per-host connection POOL + keep-alive fetch, with a PROVEN-path fallback. | 211 | 16 |
| nx_research_landscape.nx | Researcher rung R4: the CORROBORATED COMPETITIVE | 151 | 7 |
| nx_research_landscape_test.nx | KAT: a multi-source, multi-option claim set -> | 63 | 4 |
| nx_research_ledger.nx | rung 1 of "build up the NISHI RESEARCHER to LEARN each rung" (operator standing order 2026-06-16). | 262 | 9 |
| nx_research_live_landscape.nx | R5: the LIVE corroborated landscape. Reads the | 53 | 4 |
| nx_research_loop.nx | the AUTONOMOUS research-driving feedback loop (operator telos, 2026-06-17). | 95 | 4 |
| nx_research_miner.nx | THE NISHI MINER: flags RICH VEINS in the researched corpus = the high-value seams | 278 | 12 |
| nx_research_multilang.nx | ALL-LANGUAGE research coverage (operator: "handle all languages ... so we | 77 | 4 |
| nx_research_ocean.nx | THE OCEAN. Renders /wiki/research.html from the `resbrief-` information | 281 | 8 |
| nx_research_orbit_gate.nx | the capstone of the dynamics thread: a 2-D gravitational orbit (inverse-square | 98 | 10 |
| nx_research_phys_gate.nx | the research-engine reproducibility loop in the THIRD domain: PHYSICS (operator: | 95 | 10 |
| nx_research_pipeline.nx | the governed research->task loop, fully wired (the deterministic next | 46 | 2 |
| nx_research_pipeline_test.nx | the full governed loop: findings -> Researcher gate -> Critic | 54 | 3 |
| nx_research_pool.nx | GATE for the engine's folded-in R2+R3 (rf_slot_* semaphore + polite rf_fetch_bank). | 49 | 3 |
| nx_research_query.nx | RESEARCH SURFACING over the sovereign Nishi library: at a juncture point, search | 65 | 6 |
| nx_research_reach_probe_test.nx | probe whether real game-engine research | 44 | 5 |
| nx_research_refute.nx | S2 of the Tesla ladder: ADVERSARIAL REFUTATION. Over a set of numeric claim-specs | 30 | 1 |
| nx_research_refute_gate.nx | liar-kill gate for S2 ADVERSARIAL REFUTATION. | 116 | 4 |
| nx_research_relation.nx | Researcher EXTRACT, rung 1 of the GROWN-ORGAN | 116 | 7 |
| nx_research_relation_clean.nx | Researcher EXTRACT, rung 3: CLAIM CLEANUP. | 180 | 17 |
| nx_research_relation_clean_test.nx | KAT gate for rung-3 claim cleanup, using | 60 | 5 |
| nx_research_relation_test.nx | KAT gate for the grown-organ relation extractor. | 75 | 6 |
| nx_research_relations.nx | Researcher EXTRACT, rung 2: DOCUMENT-level claim | 110 | 4 |
| nx_research_relations_test.nx | KAT gate for DOCUMENT-level claim extraction. | 54 | 4 |
| nx_research_report.nx | S3 of the Tesla ladder: the GROUNDED REPORT WRITER (low-resource analog of Paper | 244 | 13 |
| nx_research_report_gate.nx | liar-kill gate for S3 the GROUNDED REPORT WRITER. | 116 | 4 |
| nx_research_resilience_test.nx | prove the team is BOT-BLOCK-PROOF. The Researcher: | 80 | 4 |
| nx_research_river.nx | EMIT ONE AREA'S RESEARCH INDEX FROM THE REGISTRY. | 349 | 8 |
| nx_research_robustness_census.nx | R0 census of the SOVEREIGN RESEARCHER's robustness + multi- | 78 | 6 |
| nx_research_search.nx | CROSS-SHARD QUERY over the self-growing researcher index. The grow organ builds | 141 | 7 |
| nx_research_serve.nx | THE RESEARCH REQUEST QUEUE + ADEQUACY FEEDBACK GATE. Lets the autonomous builder and | 216 | 12 |
| nx_research_signal.nx | a GROWTH rung for the Nishi researcher: turn FETCHED raw sources into structured SIGNALS. | 35 | 6 |
| nx_research_signal_gate.nx | 55 | 4 | |
| nx_research_sim_gate.nx | the RESEARCH-ENGINE reproducibility loop, end to end and sovereign (operator: | 140 | 12 |
| nx_research_sovereign_lens.nx | the SOVEREIGNTY LENS over research findings. | 128 | 7 |
| nx_research_sovereign_lens_test.nx | KAT: every third-party tool a finding | 59 | 5 |
| nx_research_strassen4_gate.nx | from REPRODUCTION toward DISCOVERY: show WHY finding low-multiplication | 133 | 15 |
| nx_research_synth.nx | the S-CLASS-EXCEED RESEARCHER engine (operator: "6 facts is bad compared | 112 | 8 |
| nx_research_synth_demo.nx | proves the S-class-exceed researcher AT SCALE on real data: it | 36 | 4 |
| nx_research_synth_qwen.nx | S1 of the Tesla growth ladder: SOVEREIGN GROUNDED SYNTHESIS. | 369 | 23 |
| nx_research_synth_qwen_gate.nx | liar-kill acceptance gate for S1 SOVEREIGN GROUNDED SYNTHESIS. | 123 | 3 |
| nx_research_synth_register.nx | GOVERNED registration of the S-class-exceed mechanized researcher. | 47 | 2 |
| nx_research_synth_test.nx | ACCEPTANCE GATE for the mechanized corroboration researcher. | 82 | 4 |
| nx_research_trig_gate.nx | sovereign fixed-point trigonometry (sin/cos), the trig counterpart to isqrt and the | 68 | 8 |
| nx_research_unified.nx | THE unified sovereign researcher: composes S1 (synthesis) + S1<->S2 (numeric | 86 | 5 |
| nx_research_unified_gate.nx | liar-kill gate for the UNIFIED sovereign researcher (S1+S2+S3+S4 -> one verdict). | 146 | 6 |
| nx_research_verify.nx | the RESEARCH-VERIFICATION STAGE: batch, autonomous, sovereign claim verification. | 176 | 8 |
| nx_research_verify_synth.nx | S1 <-> S2 INTEGRATION: the self-verifying researcher. It runs S1 (grounded | 136 | 6 |
| nx_research_verify_synth_gate.nx | liar-kill gate for the S1<->S2 SELF-VERIFYING RESEARCHER. | 72 | 4 |
| nx_research_web.nx | the Nishi researcher, LIVE: fetch real web pages over | 117 | 4 |