Mohamed Mounir Ali AL Keshita

Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and namespaces. Low latency (<100ms p95). Use for production RAG, recommendation systems, or semantic search at scale. Best for serverless, managed infrastructure.

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Search personal knowledge bases, notes, docs, and meeting transcripts locally using qmd — a hybrid retrieval engine with BM25, vector search, and LLM reranking. Supports CLI and MCP integration.

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Debug REST/GraphQL APIs: status codes, auth, schemas, repro.

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Play Pokemon via headless emulator + RAM reads.

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Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.

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Generate real meme images by picking a template and overlaying text with Pillow. Produces actual .png meme files.

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Build accretion/dilution (merger) models in Excel — pro-forma P&L, synergies, financing mix, EPS impact. Pairs with excel-author. Use for M&A pitches, board materials, or deal evaluation.

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Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.

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Delegate coding to xAI Grok Build CLI (features, PRs).

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Zero-install localhost tunnels over SSH via Pinggy.

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Host modded Minecraft servers (CurseForge, Modrinth).

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Optional vendor skill for Parallel CLI — agent-native web search, extraction, deep research, enrichment, FindAll, and monitoring. Prefer JSON output and non-interactive flows.

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Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2

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Shopify Admin & Storefront GraphQL APIs via curl. Products, orders, customers, inventory, metafields.

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Build PowerPoint decks headless with python-pptx. Pairs with excel-author for model-backed decks where every number traces to a workbook cell. Use for pitch decks, IC memos, earnings notes.

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Hyperliquid market data, account history, trade review.

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Pixel art w/ era palettes (NES, Game Boy, PICO-8).

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Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster inference. Supports PyTorch native SDPA, flash-attn library, H100 FP8, and sliding window attention.

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Index a codebase with GitNexus and serve an interactive knowledge graph via web UI + Cloudflare tunnel.

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Publish static sites to {slug}.here.now and store private files in cloud Drives for agent-to-agent handoff.

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Modify, debug, or extend the s6-overlay supervision tree inside the Hermes Agent Docker image — adding new services, debugging profile gateways, understanding the Architecture B main-program pattern.

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