Verification-first methodology for the Special Panels for Serious Crimes of the Dili District Court (UNTAET, 2000–2006).
Special Panels for Serious Crimes of the Dili District Court (SPSC, 2000-2006) research, drafting, and analysis.
Verification-first methodology for the Special Tribunal for Lebanon. Citations are verified against the STL legacy archive and legal-tools.org. Covers the Ayyash et al.
Reverse engineering and mechanism-comparison research — when the docs run out, read the artifact itself and prove how the thing actually works.
Research specialization domains, compile references, analyze best practices, and gather comprehensive knowledge for new specialization creation.
Independent model QA expert who audits ML and statistical models end-to-end - from documentation review and data reconstruction to replication, calibration testing, inter — from…
Following what organisms do — behavior, metamorphosis, host-plant relationships, social dynamics, and the long-form ethograms that reveal how species actually live.
Arquiva uma change concluída no workflow experimental do specskills. Valida conclusão de artefatos e tarefas, avalia sincronização de delta specs, e move o diretório para archive…
Use when you have paired MS/MS spectra (known compound and its structural analog) with assigned precursor m/z, charge, and SMILES; you want to quantify which parts of the…
Use when after running GNPS molecular networking, SIRIUS compound identification,
Use when you have deconvolved GC-MS spectra in GNPS_GC input-compatible format and want to construct a molecular network to identify relationships between unknown compounds and…
Use when you have centroided mzML files from LC–MS experiments and need to perform targeted metabolomics or lipidomics analysis.
Use when you have raw lipidomic and metabolomic spectral data files from a Multi-ABLE barocycler-based concurrent multiomics experiment and need to normalize ion intensities,…
Use when when you have raw LC-MS/MS DDA spectral data (positive and/or negative ionization modes) paired with sample metadata (originating taxon), and you need to detect molecular…
Use when you have completed a GNPS1 (METABOLOMICS-SNETS, METABOLOMICS-SNETS-V2, FEATURE-BASED-MOLECULAR-NETWORKING) or GNPS2 (classical_networking_workflow,…
Use when when you have a trained or untrained chemprop base model (graph convolution + readout layers) and need to extend it to predict infrared spectral properties rather than…
Use when you have a high-resolution LC-MS/MS spectrum or pre-computed molecular fingerprint from a small-molecule sample and need to retrieve a systematic structural…
Use when when you have an experimental tandem mass spectrum (peaks with m/z and intensity values) and wish to identify which fragments or chemical subformulae each peak…
Use when when you have downloaded fragment records from separate experimental and predicted online databases and need to verify that each fragment can be traced back to a valid…
Use when when you have metabolomics intensity data with metabolites grouped by fragmentation spectral similarity (Molecular Families or Mass2Motifs) and need to rank or score…
Use when you have multiple mass spectral library files in different formats (MSP, MGF, MOL folders) from sources like NIST, MoNA, RIKEN, or GNPS, and need to produce a single…
Use when you have an experimental or public MS/MS spectrum (e.g., from MassBank in msp format, or a raw centroid-mode chromatogram) and need to create a reusable library entry for…
Use when you have deconvolved GC-MS spectra (from overlapping chromatographic peaks) in MGF or mzTab format and want to group chemically related compounds, visualize their…
Use when you have extracted MS1 and MS2 scans (in mzML/mzXML format) from raw chromatogram files and possess user-provided metadata (retention time, m/z, compound name, m — from…
Use when after isotopologue and adduct grouping has been completed and you need to associate MS2 spectra with consolidated feature groups in DDA LC-MS experiments.
Use when you have MS/MS spectra in MGF or similar format and a reference library of molecular structures (SMILES or SDF), and your goal is to retrieve the most likely structures…
Use when you have loaded an MsmsSpectrum object from a proteomics or metabolomics dataset and need to focus the analysis window on a specific m/z range relevant to your experiment…
Use when when you have aligned peak-alignment data from a preceding molecular networking task (structured as a table with peak intensity, m/z, retention time, and alignment…
Use when after peak picking across individual spectra in an MSImagingExperiment,
Use when you have a molecular structure (SMILES, InChI, or chemical formula) and need to predict which fragments will appear with high intensity in a tandem MS spectrum, or when…
Use when after loading raw m/z peak data (in MetaboAnalyst, MetaboShiny native, or Metabolights format) and merging it with sample metadata (batch IDs, concentration values,…
Use when you have extracted MS1 and MS2 scans in mzML/mzXML format from raw chromatogram files and a structured metadata file (containing retention time, m/z, compound name,…
Use when after extracting and optionally combining MS2 spectra from a chromatographic peak (e.g., at a known m/z value like 304.1131), you need to determine which compound(s) in a…
Use when when you have detected LC-MS/MS features (MS1 peaks with MS2 fragmentation spectra) from untargeted metabolomics experiments and seek to organize them into a chemical…
Use when after acquiring MS/MS spectral data from untargeted metabolomics experiments and having candidate transformed structures from biotransformation rule application.
Use when when you have paired MS/MS spectra with known structural similarity labels (Tanimoto scores from molecular fingerprints) and need to predict structural similarity for new…
Use when you have a query MS/MS spectrum and need to identify the -matching library spectrum from a large spectral database, particularly when the research goal requires…
Use when you have preprocessed 1D ¹H and/or ¹³C NMR spectra from an unknown organic compound with ≤19 heavy atoms, and you need to recover its molecular structure (both formula…
Use when when you need to prepare mass spectra and molecular structures for joint modeling in a BART or transformer-based sequence model, and you lack a unified representation…
👻 | Unified planning entry point - researches, assesses complexity, routes to workflow - primary agent
Use when you have tandem MS spectra from structurally related or known compounds and need to decide which similarity metric will maximize correct ranking of related molecules in a…
Use when when you have a USI (Universal Spectrum Identifier) string referencing a spectrum in a public metabolomics repository (GNPS Molecular Networking, GNPS Spectral Libraries,…
Use when when you need to quantify and compare the filtering efficacy of mutually exclusive noise-threshold methods on the same input mass spectrum, or when validating that a…
Use when you have raw MS/MS spectra in MGF or other standard formats that need to be ingested into a machine learning pipeline for cross-modal matching against molecular…
Use when you have parsed LC-MS/MS spectral data (precursor m/z, ionization mode, collision energy, and a list of fragment m/z and intensity pairs) and need to submit it to the…
Orchestrate deep research across any topic with epistemic rigor. Use when the user needs to investigate a question, verify claims, research a topic in depth, fact-check…
Experimentelle: Schriftsatz-, Brief- und Memo-Bausteine: konkreter Spezialworkflow mit Sachverhaltsklärung, Rechtsrahmen, Belegen, Risikoampel und verwertbarem Output.
Spiega slide di lezioni universitarie (PDF di corsi, dispense, handout, lecture notes) a livello didattico profondo, ricostruendo ogni passaggio con esempi numerici invece di…
Spezialisierter Agent für Abenteuerstruktur, Akte, Szenen, Spannungsbögen und Abenteuer-Hooks. Erstellt das Grundgerüst eines Pen-&-Paper-Abenteuers nach bewährten dramaturgischen…
Implementation blueprint from spike experiments for Patchbay. Validated patterns, requirements, and verified knowledge for building patchbay:ingest, patchbay:research, and the…
Unified Python framework for extracellular electrophysiology. Load 20+ formats (SpikeGLX, OpenEphys, NWB, Intan, Maxwell, Blackrock), preprocess, run 10+ sorters (Kilosort4,…
Manage experimental spike projects in a centralized, searchable location. Use when you need to create, find, or navigate to spike/experiment directories.
Use when learning or applying deep RL from OpenAI's Spinning Up: MDPs, policy gradients, VPG, TRPO, PPO, DDPG, TD3, SAC, debugging RL code that fails silently, or multi-seed…
Operate pre-spec or in-mission research workflows while keeping findings tied to mission decisions.
Sponsor and ad-read research on podcasts and YouTube: who sponsors a show, or which shows a brand sponsors, how often, since when. Uses arcmira.
Conduct structured research for feature development, technology evaluation, or problem investigation.
Use when targeting 《体育与科学》(Sports & Science, Jiangsu) — a CSSCI sport-science journal distinctive for reflective, interdisciplinary, theory-forward and methodologically self-aware…
Generates structured summaries of sports law cases covering contract disputes, doping violations, and governance controversies.
OMEGA — Self-Learning Sports Analysis Agent. Dixon-Coles + 10-Themen-Framework + ¼-Kelly Staking. Strukturierte Fußball-Value-Bet-Analyse mit Wettsteuer (5.3% DE).
Use when executing and reporting the analysis for a Social Psychology Quarterly (SPQ) manuscript so it survives expert, masked review — honest uncertainty, robustness, sound…