Results for “resistance”

Use only when simplicity, assumption checks, dead-code avoidance, or overengineering resistance is requested. Do not use by default.

Python resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant decorators. Use when adding retry logic, implementing timeouts, building fault-tolerant services, or handling transient failures.

Checklist of empirical robustness tests for finance/economics papers

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.

Provides idiomatic React 18/19 patterns for hooks, server/client components, Suspense, error boundaries, forms, data fetching, state management, and accessibility-first composition.

Use for designing or reviewing resilient asynchronous HTTP call paths that combine HTTPX, Tenacity, and asyncio: client lifetime, time budgets, retry eligibility, backoff, concurrency, cancellation, and idempotency. Do not use for generic HTTPX, retry, or asyncio questions that do not cross these boundaries.

Use for writing, reviewing, debugging, or testing bounded retry policies in Python with Tenacity, including retry predicates, stop and wait strategies, jitter, exception propagation, callbacks, Retrying, and AsyncRetrying. Do not use for generic loops, scheduled jobs, domain polling without a retryable operation, or operations whose side effects are not safe to repeat.

Skeptical pushback on the outline before drafting starts. Asks whether the outline is MECE, BLUF, problem-agitate-solution; whether it covers the topic better than the SERP top-5; whether sections duplicate; whether each section earns its visual. One revision pass on FAIL (BLOG_AGENT_OUTLINE_REVISION_BUDGET, default 1).

Performance — Forge Skill

Provides idiomatic React 18/19 patterns for hooks, server/client components, Suspense, error boundaries, forms, data fetching, state management, and accessibility-first composition.

Pressure-test any business idea with a five-angle adversarial panel (Critic, Champion, Analyst, Investigator, Customer) that returns a single GO/RESHAPE/KILL verdict with the cheapest test to de-risk it.

Train reinforcement learning agents using PPO, SAC, DQN, TD3, DDPG, and A2C algorithms with a scikit-learn-like API. Supports custom Gymnasium environments, vectorized environments, callbacks, and model persistence.

Validate skill outputs against assertion manifests to detect regressions, enforce quality gates, and bootstrap starter manifests from historical runs.

Disciplined diagnosis loop for hard bugs and performance regressions. Reproduce → minimise → hypothesise → instrument → fix → regression-test. Use when user says "diagnose this" / "debug this", reports a bug, says something is broken/throwing/failing, or describes a performance regression.

Skeptical pushback on visual placement — both density and quality. Reads the annotated outline plus the visuals manifest and asks (a) whether the article hits the density target from editorial-principles-visuals.md, (b) whether each [VISUAL:...] earns its place, (c) whether sections without one would benefit. One revision pass on FAIL (BLOG_AGENT_VISUALS_REVISION_BUDGET, default 1).

Use this skill to measure performance baselines, detect regressions before/after PRs, and compare stack alternatives.

Capture friction as methodology notes. Three modes — explicit description, contextual (review recent corrections), session mining (scan transcripts for patterns). Triggers on "/remember", "/remember [description]".

ROACH v1.0 — Striker-only scanner. Stalker mode disabled entirely. Tests whether Stalker adds any value or is pure drag. Only trades violent FIRST_JUMP explosions backed by 1.5x volume. Will have long stretches of silence — that patience is the edge. All hardened gates preserved. XYZ banned. Leverage 7-10x. DSL exit managed by plugin runtime via runtime.yaml.

Resume an interrupted AgenTeam run with verify-first strategy.

Redige a impugnacao ao cumprimento de sentenca (CPC 525) — defesa do executado em titulo JUDICIAL, no prazo de 15 dias apos os 15 do art. 523 e independentemente de penhora, com as hipoteses do §1 (I-VII: nulidade de citacao, ilegitimidade, inexigibilidade, penhora/avaliacao, excesso de execucao, incompetencia, causa extintiva superveniente), dever de declarar o valor correto sob pena de rejeicao (§4-5) e efeito suspensivo so com garantia + grave dano (§6). Use quando o operador disser impugnar cumprimento, impugnacao ao cumprimento de sentenca, excesso de execucao, defender de cumprimento de sentenca, executado quer se defender de sentenca.

Redige contrarrazoes (resposta ao recurso da parte contraria) defendendo a decisao recorrida — preliminares de NAO CONHECIMENTO (intempestividade, desercao, falta de pressuposto), refutacao do merito recursal, devolucao de interlocutorias nao agravaveis (CPC 1.009 §1) e pedido de majoracao de honorarios recursais (85 §11). Prazo 15 dias uteis (1.003 §5). Use quando o operador disser contrarrazoes, responder ao recurso, fui intimado da apelacao/agravo, defender a sentenca, contraminuta.

Use when the main empirical results exist but the manuscript lacks the robustness, heterogeneity, mechanism, and placebo checks that AER referees will demand. Apply after aer-identification and before aer-introduction so that the value-added paragraph can reference these tests.

VIPER v2.1 — Range-bound liquidity sniper. Enters at support/resistance when Bollinger Bands are tight, ATR is low, RSI is at extremes within the range, and volume is declining. Works when nothing is trending — the chop predator. USD-weighted OI filtering (min $5M). DSL High Water Mode (mandatory). 5-minute scan interval. Second-best performer in the Senpi zoo at +6.2% ROI.