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Turn small-molecule structures into numerical features for similarity searches and models that predict activity or properties. Using Molfeat, the skill covers representation choices, invalid inputs, alignment with experimental labels, and saving feature-generation settings for reuse.

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• Prepare molecular features for activity or property prediction
• Choose molecular representations for similarity searches
• Keep experimental labels aligned after rejecting invalid molecules

Turn research content into conference posters with editable LaTeX sources and a PDF. Arrange columns, figures, and text using poster templates, then check page dimensions, embedded fonts, and image resolution before printing.

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• Turning a research paper into a conference poster
• Arranging figures and text in a multi-column poster
• Building a poster from an institutional template

Build molecular property prediction workflows with DeepChem for solubility, toxicity, and related chemistry tasks. Prepare molecular representations, choose compatible models, handle missing labels, and evaluate predictions using data splits designed for the intended scientific question.

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• Predicting solubility from molecular structures
• Comparing graph models on MoleculeNet datasets
• Checking data splits for information leakage

Use Biohub’s Python SDK to complete protein sequences with ESM3, extract numerical sequence representations with ESMC, and predict all-atom structures with ESMFold2. The skill guides local or hosted inference, input validation, and output checks.

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• Completing masked positions in protein sequences
• Extracting numerical features from protein sequences
• Predicting all-atom protein structures

Rebuild slide images, screenshots, scanned PDFs, or image-only presentations as editable PowerPoint files. Reconstruct text and simple shapes as separate objects, retain complex visuals as image assets where needed, and check rendered slides against their sources.

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• Recovering editable slides from screenshots
• Converting scanned presentation PDFs into PowerPoint
• Rebuilding diagrams with editable shapes and connectors

Build vector search that considers both semantic similarity and patterns in how items connect. Use graph features to explore structure in embeddings, numerical representations of content, and compare retrieval results with conventional similarity search.

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• Investigate structure missed by cosine similarity
• Include contextual roles in RAG retrieval
• Compare graph-based and cosine search results

Create presentation drafts from text, outlines, or documents through the 2slides API. Match a reference image's style, choose themes, add AI voice narration, and export slide images or audio for review and use.

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• Create a presentation from text or an outline
• Summarize a document into slides
• Match slide styling to a reference image

Inspect compiled programs in Binary Ninja using strings, function references, and intermediate representations—views of program logic at different levels. Trace data flow and report findings with addresses, supporting evidence, confidence, and reproduction steps.

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• Tracing function calls and data flow in Binary Ninja
• Cross-checking findings from other disassemblers
• Automating binary analysis with the Python API

Create PowerPoint presentations from outlines, update text, tables, charts, and images in existing slides, or extract slide text and speaker notes. Export decks to PDF or images when the required conversion tools are available.

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• Create presentation slides from an outline
• Update text and images in an existing deck
• Extract slide text and speaker notes

Estimate a venture’s market size using industry reports, customer counts and pricing, or willingness to pay. Organize results into total, serviceable, and realistically obtainable revenue opportunities to support business planning and investor presentations.

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• Estimating the market size for a new venture
• Assessing revenue potential for a customer segment
• Preparing market analysis for an investor pitch

Analyze compiled programs without running them by recognizing branches, loops, data structures, and common instruction patterns. Use disassembly and decompilation, which translate machine code into readable representations, to reconstruct program logic and document findings.

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• Understand an unfamiliar executable
• Reconstruct branches and loops from assembly
• Infer data structures and function parameters

Build searches that find similar meanings using vector databases, which store numerical representations of data. Choose search indexes, combine semantic and keyword search, and tune retrieval quality and response time for search, recommendations, or AI answer systems.

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• Build search that finds documents with similar meanings
• Improve document retrieval for AI answers
• Design a recommendation engine

Design and build an OpenMAIC lesson series using a spiral curriculum: core ideas return with deeper explanations, new representations, and unfamiliar applications. It maps conceptual growth across lessons and checks that revisits add understanding.

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• Designing a Bruner-style spiral curriculum
• Moving from concrete examples to general models across lessons
• Revisiting concepts through unfamiliar applications and counterexamples

Create, edit, inspect, and verify PowerPoint slide decks in PPTX format. Use a consistent, simple layout and consolidate information into fewer slides, then reopen the presentation to check its slide count and titles.

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• Create a PowerPoint presentation
• Edit an existing PPTX deck
• Apply a consistent, simple slide layout

Draft letters for seller-led M&A processes, including initial offer instructions, final bid requirements, and management meeting invitations. Organize deadlines, submission details, evaluation criteria, and meeting logistics into Word documents for client review.

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• Requesting initial offers from prospective buyers
• Preparing instructions for final-round bids
• Inviting buyers to management presentations

Prepare for investment diligence meetings with management, experts, customers, or advisors. Create a one-page brief with prioritized questions, comparison metrics, concerns to investigate, and follow-up requests based on the meeting's purpose and existing findings.

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• Prepare questions for a management presentation
• Plan an industry expert call
• Check customer satisfaction and renewal intentions

Build an Excel comparison of public companies using financial performance, valuation ratios, and statistical benchmarks. The spreadsheet includes formulas, source notes, medians, and quartiles to show how each company compares with its peers.

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• Comparing public company valuations for M&A
• Benchmarking performance against industry peers
• Identifying unusually high or low valuation ratios

Reviews client presentations for conflicting numbers, claims that do not match the data, language issues, and visual problems. Findings identify the affected slides and are ranked by severity to help prioritize fixes before delivery.

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• Checking a presentation before sending it to a client
• Reconciling figures across multiple slides
• Verifying that charts support written claims

Complete Excel templates for leveraged buyouts, acquisitions financed partly with debt. Add linked formulas for funding, operations, debt repayment, and investment returns, then check calculations and formatting while reviewing each major section with the user.

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• Completing an existing Excel buyout model template
• Checking funding totals and debt repayment priorities
• Calculating investment returns for committee materials

Fill an existing investment banking PowerPoint template with data from Excel, CSV, and other source documents. The workflow maps content to slides, checks figures, formats tables and shapes, and reviews consistency across the finished presentation.

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• Filling a pitch deck template with spreadsheet data
• Updating figures in existing slides
• Fixing table and text formatting

Create, read, and edit PowerPoint presentations, including template-based decks, text extraction, and slide merging or splitting. The workflow checks both content and rendered slide images to find layout problems and guide revisions.

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• Create slides for a proposal or pitch
• Update a presentation using an existing template
• Extract slide text for a summary

Plan a portfolio website that helps potential employers or clients understand your work and contact you. Covers site structure, project presentations, case studies explaining decisions and results, personal branding, and mobile usability.

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• Planning a developer or designer portfolio
• Turning projects into detailed case studies
• Improving paths from project pages to contact

Develop HTML and JavaScript web games through small changes and repeated Playwright tests, which automate browser actions. Inspect gameplay screenshots, text representations of game state, and console errors to check controls, outcomes, and newly added features.

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• Adding features to a browser game
• Testing movement, jumping, and attacks
• Checking score changes and win or lose transitions

Structure executive decisions, compare business scenarios, and prepare board or investor communications. Provides strategy and financial analysis scripts, decision checklists, and templates for organizing company priorities, leadership routines, and organizational culture initiatives.

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• Develop a strategy and prioritize initiatives
• Compare financial scenarios for business plans
• Prepare board materials and investor updates