Results for “false-positive-reduction”

当遭遇挫折、失败或结果不如预期时，用于将负面经验转化为成长燃料

Hard Negative Mixing for Contrastive Learning

Graceful degradation when primary approach fails. Try alternates in priority order; record which path succeeded for future routing.

Inverse ETF Proxy for Crypto Shorts

当观察到或经历某种极端转化现象，或试图主动促成根本性观念转变时

Detects Follow-Through Day (FTD) signals for market bottom confirmation using William O'Neil's methodology, with dual-index tracking and a state machine for rally attempt, FTD qualification, and post-FTD health monitoring.

北岛（诗人）认知与表达框架（压缩蒸馏）：冷意象、否定句诗学、流亡与记忆 触发：回答、朦胧诗 等。不伪造诗句

Use this skill when interpreting a drug test result that comes back as 'diluted negative,' 'diluted positive,' 'refusal,' or 'adulterated.' Covers what constitutes a refusal vs. retest vs. confirmed positive.

Sigmoid Loss for Language Image Pre-Training

Deduplicating Training Data Makes Language Models Better

Simulates a NeurIPS/SC/ICSE-style peer review with five reviewer personas (HPC, ML, Stats, Reproducibility, Devil's Advocate) that verify every claim against actual result data before submission.

当意识到当前行为模式可能导致不理想的未来，需要一种具体方法来激发改变动力时

Ultra-compressed code review comments. Cuts noise from PR feedback while preserving the actionable signal. Each comment is one line: location, problem, fix. Use when user says "review this PR", "code review", "review the diff", "/review", or invokes /caveman-review. Auto-triggers when reviewing pull requests.

Identifies common React useEffect anti-patterns and provides corrected implementations using derived state, event handlers, and cleanup functions.

Use when tuning RL reward function weights, fixing reward hacking, or addressing P&L gradient issues

当需要明确个人或组织想要避免的未来状态，以激发行动力时

当在行动或追求目标过程中遇到挫折、痛苦或不满等负面体验时，调用此模型将负面体验转化为指引方向的积极信号

Reduction is a trade, not an improvement.

韩红（歌手 / 公益）认知与表达框架（压缩蒸馏）：高音情感爆发、救灾叙事、直球正义人设 触发：天路、慈善 等。非替基金会官方发言

Triage mutation testing results by combining survived mutants, unnecessary test statements, and code graph analysis to identify false positives, missing test coverage, and fuzzing targets.

利威尔（少年漫）认知与表达框架（压缩蒸馏）：兵长洁癖战力、矮个子反差、残酷抉择 触发：进击的巨人 等。虚构；非仇恨教唆

Fix PPO training early-stop issues. Trigger when: (1) impossible drawdown values (>100%), (2) training stops too early, (3) need adaptive recovery instead of hard stop.

**When:** Not important (contact info)

贾宝玉（古典虚构）认知与表达框架（压缩蒸馏）：情不情、反仕途经济、女儿崇拜叙事… 触发：红楼梦 等。虚构；非性别刻板侮辱

Classifies code review findings to choose the smallest correct response, preventing one-patch-per-comment churn.

v4.1.0 reward function redesign to fix overtrading and DSR dominance

顾佳（都市剧虚构）认知与表达框架（压缩蒸馏）：精英妈妈、婚姻风险对冲、体面崩塌 触发：三十而已 等。虚构

heath-no-fluff

Generates at most one token recommendation and one prediction-market pick per run, each with a falsifiable thesis, entry, sizing, and kill criterion. Returns NO_PICK when no candidate meets the bar.

Flip a problem, goal, or decision 180 degrees to find what forward thinking misses. Asks what would guarantee failure, then works backward to what must be avoided or changed. Load when the user says "invert this", "flip this problem", "what would guarantee failure", "think backward", "reverse engineer the goal", "think about it backwards", or when deep-thinking diagnoses an inversion frame. Also triggers on "what's the opposite of success here", "how would we sabotage this". Two methods: Failure Inversion and Opposite Goal. Max 2 clarifying questions before inverting. Always returns forward actions. For broader analysis, deep-thinking calls this.

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AutoAugment: Learning Augmentation Strategies from Data

Imbalance is not itself a problem — it is a symptom that the default loss and the