Topic Hub
Research
41 linked pages across the LLM-Docs library.
doc
Language Model Benchmarks Deep Dive
Critical analysis of LLM benchmarks — their design, limitations, gaming, and why they may not reflect real-world capability
doc
Attention Mechanisms Variants
A deep technical survey of attention variants — from scaled dot-product to FlashAttention, linear attention, and state space alternatives
doc
Data Platform Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a data platform researcher agent in production.
doc
Developer Productivity Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a developer productivity researcher agent in production.
doc
Finance Operations Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a finance operations researcher agent in production.
doc
Growth Marketing Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a growth marketing researcher agent in production.
doc
Healthcare Operations Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a healthcare operations researcher agent in production.
doc
Legal Compliance Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a legal compliance researcher agent in production.
doc
Research Intelligence Evaluator Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence evaluator agent in production.
doc
Research Intelligence Executor Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence executor agent in production.
doc
Research Intelligence Memory Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence memory agent in production.
doc
Research Intelligence Monitor Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence monitor agent in production.
doc
Research Intelligence Orchestrator Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence orchestrator agent in production.
doc
Research Intelligence Planner Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence planner agent in production.
doc
Research Intelligence Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence researcher agent in production.
doc
Research Intelligence Retrieval Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence retrieval agent in production.
doc
Research Intelligence Reviewer Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence reviewer agent in production.
doc
Research Intelligence Router Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a research intelligence router agent in production.
doc
Sales Enablement Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a sales enablement researcher agent in production.
doc
Security Operations Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a security operations researcher agent in production.
doc
Support Operations Researcher Agent Implementation Guide
Architecture, workflow design, metrics, and rollout guidance for a support operations researcher agent in production.
doc
Model Scaling Laws
Understanding the mathematical relationships between model size, data, compute, and performance — Kaplan, Chinchilla, and modern scaling research
agent
Data Platform Researcher Agent
Data Platform agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
agent
Developer Productivity Researcher Agent
Developer Productivity agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
agent
Finance Operations Researcher Agent
Finance Operations agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
agent
Growth Marketing Researcher Agent
Growth Marketing agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
agent
Healthcare Operations Researcher Agent
Healthcare Operations agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
agent
Legal Compliance Researcher Agent
Legal Compliance agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
agent
Research Intelligence Evaluator Agent
Research Intelligence agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Research Intelligence Executor Agent
Research Intelligence agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Research Intelligence Memory Agent
Research Intelligence agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Research Intelligence Monitor Agent
Research Intelligence agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Research Intelligence Orchestrator Agent
Research Intelligence agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Research Intelligence Planner Agent
Research Intelligence agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Research Intelligence Researcher Agent
Research Intelligence agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Research Intelligence Retrieval Agent
Research Intelligence agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Research Intelligence Reviewer Agent
Research Intelligence agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Research Intelligence Router Agent
Research Intelligence agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
agent
Sales Enablement Researcher Agent
Sales Enablement agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
agent
Security Operations Researcher Agent
Security Operations agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
agent
Support Operations Researcher Agent
Support Operations agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.