Results for “demixing”

当需要基于外部信息源创作具有个人特色的原创内容时

Validates that a Dynamo deployment's NIXL/UCX/NCCL interconnect is ready for disaggregated serving over RDMA/NVLink. Use after deploying a disagg or multi-node recipe to confirm KV transport is correct, or use troubleshoot for already-failed pods.

Record, search, and analyze music and audio sessions with playback tracking. Use when logging audio sessions, searching metadata, analyzing listening data.

Learn to combine DeFi protocols safely: Uniswap V4 hooks, Aave flash loans, ERC-4626 vaults, Aerodrome on Base, GMX/Pendle on Arbitrum, and dominant DEX per L2.

Systematic debugging — reproduce, read the error, isolate, hypothesize, fix, verify, document. Use when tracking down a bug, unexpected behavior, or test failure — including phrases like "this doesn't work", "why is this failing", or "help me debug".

Use when investigating a bug, runtime error, unexpected behavior, test failure, or crash. For systematic root cause analysis, error message interpretation, stack trace reading, reproduction steps, and targeted fixes. Activate when the user says "it's broken", "this doesn't work", "I'm getting an error", or "help me debug".

Investigate a problem, log it to the debug changelog, cross-check past issues, and suggest a non-duplicate fix.

Demystifying CLIP Data

Fix broken or failing functionality through structured reproduction, root-cause analysis, minimal fix, and verification. Load when the user asks to fix a bug, debug an error, resolve an issue, or work on a Linear ticket. Also triggers on "this is broken", "fix this bug", "why is this failing", "debug this", "resolve this error", "what went wrong", or any request to diagnose and fix a problem.

Perform nonlinear dimensionality reduction, 2D/3D embeddings, clustering preprocessing, supervised or semi-supervised UMAP, DensMAP, AlignedUMAP, and Parametric UMAP workflows using the umap-learn library.

Scan installed skills to extract cross-cutting principles and distill them into rules files.

LEMON v2.0 — The Degen Fader. Identifies historically reckless traders (DEGEN activity + CHOPPY consistency) on Hyperliquid, monitors their live positions, and counter-trades them when they're bleeding at high leverage. If a cluster of degens goes max-leverage long on a coin and starts losing, LEMON shorts it — betting on their inevitable liquidation cascade. DSL exit managed by plugin runtime via runtime.yaml.

Deduplicating Training Data Makes Language Models Better

Remix patterns including loaders, actions, nested routing, progressive enhancement, and deployment strategies.

Reproduces failures, gathers evidence, tests hypotheses, fixes root causes, and adds regression coverage.

Comprehensive guide to qmix. Master the concepts, implementation, best practices, and real-world applications of qmix in professional environments.

Hard Negative Mixing for Contrastive Learning

Guiding workflows by decomposing complex tasks (Epics) into Atomic Steps under 15 minutes each, with progress tracking and drift prevention. Use when complex decomposition is needed.

4-phase systematic debugging methodology with root cause analysis and evidence-based verification. Use when debugging complex issues.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

Scan skills to extract cross-cutting principles and distill them into rules — append, revise, or create new rule files

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

Use for bugs, unexpected behavior, regressions, or failing tests you did not write.

Parses error messages, traces execution flow through stack traces, correlates log entries to identify failure points, and applies systematic hypothesis-driven methodology to isolate and resolve bugs.

Use to find duplicate or repeated support conversations and produce a reviewable merge plan. Trigger for "find duplicate tickets", "customers contacting us twice about the same thing", deduplicating a helpdesk, cleaning up ticket volume, or measuring how much of your contact volume is the same issue submitted more than once.

Decomposes large modules, god files, classes, or packages in reviewable steps while preserving public APIs. Not for routine refactors.

基于用户素材与可选外部发现搭建 ΩmegaWiki，并用并行 `/ingest` 完成最终论文集的消化