Multi-Element-Spectral-Intelligence-Engine-MESIE-

Master hub for MESIE, MAESI, and NeuroAIX. Routes to all native skills and tools. Triggers: mesie, maesi, neuroaix, spectral engine, octopus, fingerprint, monte carlo. Use when user asks to run MESIE or needs the tool catalog.

Your local math proof caretaker — mini heart + mini brain, zero 3rd party. Triggers: logic prover, proof, solus math, theorem. Use for /mesie-logic-prover or MESIE/MAESI/NeuroAIX tasks.

Your X-ray math caretaker — z-depth, spectral decompose, phi-harmonics, fully local. Triggers: pattern forge, solus math, spectral decompose, xray, z-depth. Use for /mesie-pattern-forge or MESIE/MAESI/NeuroAIX tasks.

Hosts Logic Prover + Pattern Forge as autonomous caretakers inside MAESI SDK. Triggers: caretaker, mini brain, mini heart, organism, solus, sovereign. Use for /mesie-solus-organism or MESIE/MAESI/NeuroAIX tasks.

Eight-arm controller; EMBED/MATCH default to AISVectorPolyglot (vector + Rust/Python). Triggers: eight arms, internal api, multi-arm, octopus, polyglot arms. Use for /mesie-octopus or MESIE/MAESI/NeuroAIX tasks.

Polyglot test/use/integration: Python, Rust, Julia, Motoko, TypeScript + vector + AIS + 3rd-party AI. Triggers: ais, julia, motoko, polyglot, rust, third party ai, typescript, vector bridge. Use for /mesie-polyglot or MESIE/MAESI/NeuroAIX tasks.

Determinism and match/embed throughput. Triggers: benchmark, determinism, speed. Use for /mesie-benchmark or MESIE/MAESI/NeuroAIX tasks.

2 native tools for data. Triggers: benchmarks, bundled data, data quality, fix data, references, repair references. Use for /mesie-data or MESIE/MAESI/NeuroAIX tasks.

2 native tools for deploy. Triggers: catalog, cloudflare, deploy, edge api, skills map, tool list, worker. Use for /mesie-deploy or MESIE/MAESI/NeuroAIX tasks.

Terrain, robotics, orbital, power, seismic analysis suites. Triggers: domains, power, robotics, seismic suites, terrain. Use for /mesie-domains or MESIE/MAESI/NeuroAIX tasks.

2 native tools for embed-library. Triggers: embed folder, embed library, index corpus, my library. Use for /mesie-embed-library or MESIE/MAESI/NeuroAIX tasks.

Vectorize a spectral record with SpectralVectorizer. Triggers: embed, embedding, vectorize. Use for /mesie-embed or MESIE/MAESI/NeuroAIX tasks.

Monte Carlo benchmark across 10 enterprise use cases. Triggers: enterprise, monte carlo, sla benchmark. Use for /mesie-enterprise or MESIE/MAESI/NeuroAIX tasks.

TF → salient → LSH → approximate nearest neighbors. Triggers: ann, fingerprint, lsh, salient, time-frequency. Use for /mesie-fingerprint or MESIE/MAESI/NeuroAIX tasks.

3 native tools for generate. Triggers: generate fas, generate psd, orientation, rotdnn, synthetic psd. Use for /mesie-generate or MESIE/MAESI/NeuroAIX tasks.

2 native tools for internal. Triggers: engine bus, engine registry, engines, internal api, internal bus, message envelope, nine engines. Use for /mesie-internal or MESIE/MAESI/NeuroAIX tasks.

Search technical + research catalogs. Triggers: knowledge, research, technical library. Use for /mesie-knowledge or MESIE/MAESI/NeuroAIX tasks.

Virtual chip framing + embedded library report. Triggers: laptop, research report, virtual chip. Use for /mesie-laptop or MESIE/MAESI/NeuroAIX tasks.

2 native tools for maesi. Triggers: batch match, fast compute, maesi, maesi sdk, neuroaix sdk, speedup, virtual chip. Use for /mesie-maesi or MESIE/MAESI/NeuroAIX tasks.

2 native tools for match. Triggers: compare spectra, match, rank, rank candidates, retrieval, similarity, top-k. Use for /mesie-match or MESIE/MAESI/NeuroAIX tasks.

2 native tools for neuroaix. Triggers: brain regions, cognitive, connectome, memory adapter, neuroaix. Use for /mesie-neuroaix or MESIE/MAESI/NeuroAIX tasks.

50 days back + 50 forward orbital-edge analysis. Triggers: 50 day, orbital, satellite edge. Use for /mesie-orbital or MESIE/MAESI/NeuroAIX tasks.

2 native tools for test. Triggers: ci, pytest, sdk test drive, smoke test, test. Use for /mesie-test or MESIE/MAESI/NeuroAIX tasks.

Validate spectral JSON against MESIE schema levels 1-6. Triggers: quality check, schema, validate. Use for /mesie-validate or MESIE/MAESI/NeuroAIX tasks.