Hierarchical memory architecture combining short-term, long-term, and episodic memory layers. Based on Mem0 research showing 26% accuracy improvement.
Use when immediately after parsing and validating raw LC-MS/MS data files (mzML, mzXML, or vendor formats) when you need to prepare spectral data for fragmentation tree…
Use this when the user wants to solve a large, multi-faceted project by breaking a distal goal into a sequence of abstract middle-states, sub-goals, or typed nodes like research…
Run the heavier pre-apply verification harness for a SENSITIVE change, one that is gate-blind on correctness (a fit or semantic property no existence gate can check), delicate at…
Guidance and workflow for planning, writing, submitting, revising, and publishing scientific manuscripts in high-impact journals.
High-performance data processing patterns from 5 repos. O(n log n) array algorithms, lazy evaluation chains, statistical computation on raw data, streaming JSON parsing for large…
Use when you have implemented or are evaluating an algorithmic or system optimization (e.g., MASST+) that claims to reduce execution time, and you need to quantify and…
Use when you have high-resolution MS2 data in .ms2 format from lipid A samples and need to perform automated structure annotation to identify lipid A molecular variants and their…
Quickly judges whether a biomedical paper is worth deep reading by screening for question fit, design quality, sample adequacy, methodological novelty, and reproducibility value.
Extract slide visual grammar from high-end web and design references for HTML-first academic or technical decks, focusing layout, whitespace, evidence imagery, color rhythm,…
Comprehensive, research-backed Hinge dating profile optimization. Use when someone wants to improve their Hinge profile, audit an existing profile, write better prompts/captions,…
Detect hints about unreleased AI research or capabilities from lab researcher communications. Use when analyzing tweets, posts, or interviews from people at major AI labs — from…
Detect hints about unreleased AI research or capabilities from lab researcher communications. Use when analyzing tweets, posts, or interviews from people at major AI labs — from…
Implements HIPAA Privacy Rule requirements for research uses of protected health information under 45 CFR §164.512(i).
Use when the user asks Codex for HippocampusMD vault statistics, graph metrics, growth, link density, inbox state, queue state, or a shareable snapshot.
Review an offer letter and any post-termination restrictions — Right to Work compliance, Written Statement of Particulars, employment status, restrictive covenant enforceability,…
Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images.
Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images.
Lightweight WSI tile extraction and preprocessing. Use for basic slide processing, tissue detection, tile extraction, and stain normalization for H&E images.
WSI processing for digital pathology. Tissue detection, tile extraction (random, grid, score-based), filter pipelines for H&E/IHC. For dataset prep, tile-based DL, slide QC.
Build comprehensive histone mark maps by aggregating narrowPeak data across multiple ENCODE experiments, donors, and labs.
Statistical methods for calling hits in CRISPR screens. Covers MAGeCK, BAGEL2, drugZ, and custom approaches for identifying essential and resistance genes.
Use when when you need to establish a reproducible inventory of compounds for LC-MS/MS simulation studies, particularly to determine how many unique molecular formulas fall within…
Use when when you need to create in silico LC-MS/MS experiments with diverse chemical backgrounds for testing fragmentation strategies or acquisition controllers, and you want the…
Emperor Time's thumb chain — restoration. Router for four aspects: triage (stop digging, snapshot, bracket the breakage), reproduce-and-bisect (make it fail on demand, isolate the…
Supreme diagnose-research-implement-verify engine. Combines devTeam (calibrated diagnosis with regression guard) and profTeam (adaptive agents with ROI tracking) in a convergent…
Use when changing, debugging, or reviewing homelab Ceph, Ceph CSI, RGW, RBD StorageClasses, PVCs, S3 buckets, object storage credentials, or storage-related backup paths.
Manage multi-tier AI inference clusters for homelabs. Health monitoring, expert MoE routing, automatic node recovery, and model deployment across Ollama and llama.cpp nodes.
Generate a status dashboard for self-hosted services, Docker containers, and homelab infrastructure.
Automated service deployment with validation, templating, and verification - use when deploying new services, updating existing deployments, or troubleshooting deployment issues
Use when working with Proxmox homelab infrastructure - Terraform provisioning, Ansible configuration, or Nix devshells. Covers LXC containers, services, secrets, and IaC workflows.
Readiness checklist for homelab VLAN segmentation, local DNS filtering, and WireGuard-style remote access before changing router, firewall, DHCP, or VPN configuration.
Home network architecture from scratch — gateway placement, switch and AP selection, IP addressing scheme design, DHCP scoping, and common setup mistakes for homelab beginners.
Use when adding a new application to the Federico Serini homelab Kubernetes cluster — covers tunnel creation, manifest scaffolding, SOPS-encrypted secrets, and Flux GitOps wiring…
Pi-hole installation, blocklist management, DNS-over-HTTPS setup, DHCP integration, local DNS records, and troubleshooting broken DNS resolution on a home network.
Use when planning, documenting, or debugging Proxmox, PBS, Ceph, VM/LXC, node, storage, or backup operations in this homelab.
Segmenting home networks into VLANs for IoT, guest, trusted, and server traffic using UniFi, pfSense/OPNsense, and MikroTik — including switch trunk config, firewall rules, and…
WireGuard VPN server setup, peer configuration, key generation, split tunneling vs full tunnel routing, and remote access to a home network from mobile and laptop clients.
De novo and known TF motif enrichment in ChIP-seq/ATAC-seq peaks via HOMER. findMotifsGenome.pl finds over-represented patterns vs background; annotatePeaks.pl assigns context…
Review homework notebooks for completeness, reproducibility, safe execution, and academic-integrity boundaries.
Generate 5-10 hook variations for any post, thread, or caption across X, LinkedIn, Instagram, and TikTok — using different styles (question, contrarian, statistic, story,…
Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration.
HarnessOps core、target repository、project repository を meta 的に眺め、発散的な改善案、構造的な違和感、逆張り仮説、未言語化のテーマを出すときに使う。ユーザーが「meta的な視点で改善案はある？」「発想を広げたい」「普通に眺めて違和感を出して」「まだ記録や評価はしないで」と頼んだときに使う。lab…
The house SDLC shaping session — turn a fuzzy idea, backlog item, audible, or decision into ready-to-build planned work (spec + plan + plan-check + reconciled docs) OR a recorded…
The house v2 shaper session — turn a fuzzy idea, backlog item, audible, or decision into planned buildable work (spec + plan + plan-check + a versioned kickoff brief) or into a…
Use when you have a filtered set of conformers (100s–1000s) from ASE-ANI that each require independent quantum calculations via QUICK, and you have access to HPC resources with…
Use when auditing an HPCA evaluation: declaring the fidelity contract (simulator, configuration, workloads, sampled regions, validation), matching each claim to its instrument,…
Use when strengthening HPCA reproducibility: pinning the result chain from simulator commit through config, workload, sampled region, and statistics, building one manifest per…
Academic Paper deck theme: LaTeX-paper feel on paper-white #fdfcf8 — all-serif type (Latin Modern Roman → Playfair Display fallback), ink-black body, link-blue #1a3a7a underlined…
Help talent acquisition leaders, executive researchers, and sourcers build talent market maps that show where target talent sits, who employs it, and how it moves.
Help HR managers, recruiters, and talent acquisition teams understand UI/UX Design, Product Design, Design Systems, User Research, Interaction Design, and modern digital product…
Use when writing the single ACM/IEEE HRI full-paper rebuttal that responds to three external reviewers and two area chairs — triaging study-design and statistics critiques,…
Use when designing or auditing the human-subjects study at the heart of an ACM/IEEE HRI full paper — choosing between/within-subjects designs, running Wizard-of-Oz honestly,…
Use when drafting or revising an ACM/IEEE HRI full paper's structure and prose for an interdisciplinary audience — leading with the human-robot contribution and research…
Use when the research design is the bottleneck for a Human Resource Management (Wiley "HRM") manuscript — matching multilevel structure, multi-source/multi-wave timing, construct…
Use when scoping or stress-testing the research question for a Human Resource Management (Wiley "HRM") manuscript — confirming an HR-system/practice phenomenon with both a…
Use when you have raw or processed HRMS/MS data from Q-Exactive, Agilent Q-TOF, Bruker Q-TOF, or SCIEX Q-TOF instruments in formats such as mzML, CSV peaklists, or vendor-specific…
Haiti turnover-tax reference under the replacement Code effective 1 October 2026. Covers territorial scope, the ten-percent rate, the small-business franchise, supply timing,…
Turn a folder, codebase, website, HTML Docs link, PDF, document, pasted material, or research topic into a polished HTML document, deterministic narrated explainer video, combined…
Create HTML playgrounds with sliders, knobs, toggles, and live preview for tuning algorithm parameters, animation values, design tokens, layout dimensions, or any value that's…