Research & design / Knowledge book
Research Papers & Insights
TheJobPoolConsultants explains research. Original findings remain attributed to their authors and sources.
Overview
Understand the question, examine the evidence, trace the implications.
Published in this topic
01Attention changed how information moves.
Understand the Transformer’s central idea, what the original experiments reported, what they did not establish, and why the architecture still matters to engineers.
How we cover research
TheJobPoolConsultants does not treat explanation as experimentation. We review published research, trace claims to original sources, explain what the reported evidence supports, identify important limitations, and explore possible engineering implications.
Unless an article explicitly states otherwise, TheJobPoolConsultants has not independently reproduced the experiments or validated the reported results.
This collection grows section by section. Concepts describe the intended coverage; related reading may introduce only part of a section.
Start Here
Follow the numbered sections in order, or choose the subject you need. Published articles are linked where they support the section.
Read each article’s primary sources, evidence, and limitations. Engineering interpretations and proposed experiments are labeled separately. Read our editorial values ↗
Concepts in this section
Follow the related reading where available. Dedicated guides for the remaining concepts are planned.
- How TheJobPoolConsultants covers researchGuide planned
- Source standardsGuide planned
- Evidence vs interpretationGuide planned
Related reading
No published reading is assigned to this section yet. Its place in the learning sequence is reserved as the collection grows.
Foundational Papers
Concepts in this section
Follow the related reading where available. Dedicated guides for the remaining concepts are planned.
- Neural networksGuide planned
- Representation learningBefore generation, there was representation.
- AttentionAttention changed how information moves.
- TransformersAttention changed how information moves.
Related reading
01Attention changed how information moves.
Understand the Transformer’s central idea, what the original experiments reported, what they did not establish, and why the architecture still matters to engineers.
Before generation, there was representation.
From term counts to embeddings: the choices that determine what a language system can compare.
Machine Learning Papers
Related reading
No published reading is assigned to this section yet. Its place in the learning sequence is reserved as the collection grows.
Deep Learning Papers
NLP Papers
Related reading
01Attention changed how information moves.
Understand the Transformer’s central idea, what the original experiments reported, what they did not establish, and why the architecture still matters to engineers.
Before generation, there was representation.
From term counts to embeddings: the choices that determine what a language system can compare.
Transformer Papers
LLM Papers
Related reading
No published reading is assigned to this section yet. Its place in the learning sequence is reserved as the collection grows.
Retrieval & RAG Papers
Agent Research
Related reading
No published reading is assigned to this section yet. Its place in the learning sequence is reserved as the collection grows.
Multimodal Research
Related reading
No published reading is assigned to this section yet. Its place in the learning sequence is reserved as the collection grows.
Evaluation Research
Related reading
No published reading is assigned to this section yet. Its place in the learning sequence is reserved as the collection grows.
AI Safety & Alignment
Related reading
No published reading is assigned to this section yet. Its place in the learning sequence is reserved as the collection grows.
Paper → Product
Concepts in this section
Follow the related reading where available. Dedicated guides for the remaining concepts are planned.
- source-backed summaryAttention changed how information moves.
- evidenceAttention changed how information moves.
- limitationsAttention changed how information moves.
- engineering interpretationAttention changed how information moves.
- product implicationsAttention changed how information moves.
Research Maps
Concepts in this section
Follow the related reading where available. Dedicated guides for the remaining concepts are planned.
- evolution of an ideaGuide planned
Related reading
No published reading is assigned to this section yet. Its place in the learning sequence is reserved as the collection grows.