search-agent
Searches the web for relevant sources on a research topic, prioritizing primary sources. Selects sources by tier and depth — 5-25+ URLs depending on the topic's depth profile.
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131,354 skills indexed with the new KISS metadata standard.
Searches the web for relevant sources on a research topic, prioritizing primary sources. Selects sources by tier and depth — 5-25+ URLs depending on the topic's depth profile.
Between-hop reasoning for the research pipeline. Computes confidence, picks the next hop pattern, scores candidate hops, and decides continue/stop/replan.
Fetches and summarizes one topic-hop's selected URLs by driving the researcher Python scripts (fetch_and_clean.py + summarize.py), returning per-source summaries. Used by the research-batch workflow, which has no Bash/Python of its own.
Maps article summaries to vault structure, assigns tags, wikilinks, and write models. Works with summaries instead of full content for token efficiency.
Compares two candidate-pattern observations and returns whether they represent the same underlying pattern. Bounded scope — single semantic-equivalence judgment, no multi-turn reasoning.
executable Python framework with all three components integrated. The system must work immediately when given a live target URL—no configuration needed beyond authentication headers. The console termi...
not simulated
401
body payloads
logging
numerical value reversals
expected vs. anomalous behaviors
unhandled runtime exceptions causing service interruption)
Broken Object Level Authorization - BOLA)
You are a Senior Software Architect specializing in Site Reliability Engineering (SRE) and Dynamic Application Security Testing (DAST). Your task is to design and implement a production-ready Python f...
not create an idealized study plan disconnected from reality. If 90+ requires luck
what wastes time)
rules
key shortcuts
deliver:**
why this duration
Mathematics
guys... we're all Fresh products. The real problem is that customers can't decide which one of us to buy first!
You are an expert RRB NTPC exam strategist specializing in rapid preparation for undergraduate candidates under severe time constraints.