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Etiqueta: reasoning-action
36 artículos con esta etiqueta.
16 abr 2026
📚 Bibliography: Spec-Driven Development (SDD) and Agentic Software Engineering
bibliography
apa7
references
supplement
verified
academic-writing
agentscope
agile
aiops
aiopslabs
architecture
autogen
automation
benchmark
chatdev
citation
devops
gaia
github
langgraph
llm
mas
masai
mcp
memgpt
metagpt
multi-agent
openhands
orchestration
planning
project-management
protocol
react
reasoning
reasoning-action
reinforcement-learning
research
root-cause-analysis
scheduling
security
swe-bench
tool-use
tree-of-thoughts
workflow
sdd
spec-driven-development
07 abr 2026
Agentic Science represents a new research paradigm where AI manages complete investigation cycles autonomously
permanent-note
agentic-science
robot-scientists
ai-discovery
puma
academic-writing
ai-science
ai-scientist
alphafold
automation
code-review
github
gnome
hypothesis
issue-triage
llm
materials-science
moc
multi-agent
orchestration
planning
project-management
protein-folding
react
reasoning
reasoning-action
research
research-methodology
smart-pmo
sprint
triage
07 abr 2026
Research Rabbit — Seed Expansion for PUMA Corpus
prompt
research-rabbit
citation-network
snowballing
puma
agile
automation
benchmark
bibliography
carbon-footprint
citation
clustering
effort-estimation
human-in-the-loop
hypothesis
issue-triage
literature-review
masai
moc
multi-agent
orchestration
pipeline
prisma
project-management
prompt-template
react
reasoning-action
research-methodology
research-tools
slr
story-points
sustainability
swe-bench
triage
workflow
zotero
07 abr 2026
Connected Papers — Citation Map for PUMA
prompt
connected-papers
citation-map
scientific-mapping
puma
academic-writing
autogen
automation
benchmark
bibliography
citation
effort-estimation
human-in-the-loop
issue-triage
literature-review
llm
masai
metagpt
moc
multi-agent
observability
orchestration
pipeline
prisma
project-management
prompt-template
react
reasoning-action
research
research-tools
slr
story-points
swe-bench
thesis
tracing
triage
zotero
07 abr 2026
LitMaps — Temporal Evolution of PUMA Research Field
prompt
litmaps
timeline
temporal-analysis
puma
academic-writing
automation
benchmark
bibliography
carbon-footprint
citation
code-review
codecarbon
connected-papers
effort-estimation
github
human-in-the-loop
issue-triage
llm
local-llm
moc
multi-agent
observability
orchestration
project-management
prompt-template
react
reasoning-action
research-tools
story-points
sustainability
thesis
tracing
triage
zotero
07 abr 2026
Keywords — Category 1: AI Agents and Swarm Intelligence
keywords
ai-agents
swarm-intelligence
mas
puma
glossary
api
architecture
benchmark
bmad
chain-of-thought
cot
crewai
critical-thinking
data-formats
dataset
github
human-in-the-loop
index
issue-triage
jira
json
langgraph
llama
llm
local-llm
mcp
memory
meta
metrics
mistral
moc
multi-agent
ollama
orchestration
pipeline
planning
precision-recall
project-management
protocol
python
react
reasoning
reasoning-action
red-teaming
smart-pmo
software-engineering
sprint
tawos
tool-use
triage
workflow
06 abr 2026
MASAI: Modular Architecture for Software-Engineering AI Agents
literature
llm-agents
masai
software-engineering
modular
microsoft
puma-core
academic-writing
agents
architecture
benchmark
bibliography
citation
critical-thinking
effort-estimation
github
issue-triage
keshav
literature-note
llm
moc
multi-agent
orchestration
project-management
react
reading-method
reasoning
reasoning-action
red-teaming
research
scheduling
smart-pmo
story-points
swe-bench
triage
06 abr 2026
The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey
literature
survey
agent-architectures
reasoning
planning
tool-calling
puma-core
academic-writing
agents
architecture
benchmark
bibliography
chain-of-thought
citation
cot
critical-thinking
effort-estimation
gpt
keshav
literature-note
llm
llm-agents
local-llm
masai
metagpt
moc
multi-agent
ollama
openai
orchestration
project-management
rag
react
reading-method
reasoning-action
red-teaming
research
retrieval
story-points
tool-use
tree-of-thoughts
06 abr 2026
MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
literature
multi-agent
metagpt
software-engineering
roles
puma-core
architecture
artefact
benchmark
bibliography
bmad
citation
dsr
ict
issue-triage
keshav
literature-note
llm
mas
moc
pipeline
planning
project-management
react
reading-method
reasoning-action
sdd
smart-pmo
spec-driven-development
sprint
triage
workflow
06 abr 2026
ReAct: Synergizing Reasoning and Acting in Language Models
literature
llm-agents
react
reasoning
acting
prompting
puma-core
academic-writing
agents
api
architecture
benchmark
bibliography
chain-of-thought
citation
cot
critical-thinking
effort-estimation
embeddings
few-shot
fine-tuning
issue-triage
jira
keshav
literature-note
llm
moc
multi-agent
permanent-note
project-management
rag
reading-method
reasoning-action
red-teaming
research
retrieval
sdd
smart-pmo
spec-driven-development
story-points
triage
vector-db
06 abr 2026
🎬 Videos — LLM Agents, Multi-Agent Systems & Agentic AI
videos
llm-agents
multi-agent
agentic-ai
autoresearch
karpathy
puma
academic-writing
anthropic
architecture
autogen
benchmark
claude
context-engineering
crewai
dev-tools
evaluation
fine-tuning
ide
langchain
langgraph
literature-note
llama
llm
local-llm
mas
mcp
meta
metrics
moc
nlp
obsidian
opencode
orchestration
para
precision-recall
project-management
protocol
python
rag
react
reasoning-action
research
retrieval
smart-pmo
testing
vault
workflow
06 abr 2026
3 Advanced AI agent design patterns
video
agents
design-patterns
google
architecture
issue-triage
llm
metrics
moc
multi-agent
orchestration
planning
precision-recall
project-management
react
reasoning-action
smart-pmo
tool-use
triage
video-note
06 abr 2026
Flujos de trabajo utilizando Agentes - Andrew Ng explica
video
agents
andrew-ng
workflows
few-shot
hypothesis
llm
metrics
moc
multi-agent
planning
precision-recall
project-management
rag
react
reasoning-action
research-methodology
retrieval
tool-use
video-note
workflow
06 abr 2026
The Future of RAG is Agentic — Learn this Strategy NOW
video
rag
agentic
strategy
embeddings
issue-triage
llm
moc
pipeline
project-management
react
reasoning-action
retrieval
triage
vector-db
video-note
06 abr 2026
Ditch The Old Google Scholar — This AI Method Finds Papers 10x Faster
video
research
google-scholar
semantic-scholar
discovery
bibliography
citation
literature-review
llm
metagpt
moc
navigation
pipeline
prisma
project-management
react
reasoning-action
research-tools
semantic-search
slr
video-note
06 abr 2026
📦 Repository Notes — Analysed Reference Code & Architectural Patterns
tools
repositories
github
open-source
reference
code-patterns
puma
academic-writing
api
architecture
backlog
benchmark
crewai
dev-tools
devops
docker
effort-estimation
gpt
human-in-the-loop
ide
issue-triage
jira
langgraph
literature-note
llm
moc
multi-agent
nlp
openai
openhands
orchestration
planning
project-management
prompt-engineering
react
reasoning-action
research
rest-api
scrum
software-engineering
sprint
story-points
swe-bench
template
tool-use
triage
workflow
06 abr 2026
📦 Repository Gist — Analysed Reference Gist
tools
repositories
github
open-source
reference
code-patterns
puma
academic-writing
api
architecture
backlog
benchmark
crewai
dev-tools
devops
docker
effort-estimation
gpt
human-in-the-loop
ide
issue-triage
jira
langgraph
literature-note
llm
moc
multi-agent
nlp
openai
openhands
orchestration
planning
project-management
prompt-engineering
react
reasoning-action
research
rest-api
scrum
software-engineering
sprint
story-points
swe-bench
template
tool-use
triage
workflow
06 abr 2026
⚙️ Tools — Development Environment, IDE & Technical Stack
tools
development
vscode
docker
python
langgraph
fastapi
puma
academic-writing
aiops
api
architecture
carbon-footprint
chain-of-thought
cicd
cot
crewai
dashboard
data-formats
dev-tools
devops
effort-estimation
embeddings
github
human-in-the-loop
ide
issue-triage
json
langchain
literature-note
llm
local-llm
metrics
moc
multi-agent
ollama
opencode
openhands
openspec
orchestration
precision-recall
project-management
pydantic
react
reasoning
reasoning-action
research
rest-api
scrum
sdd
smart-pmo
spec-driven-development
story-points
sustainability
tfg
thesis
triage
vector-db
workflow
06 abr 2026
🗃️ Tools — RAG Systems & Vector Databases
tools
rag
vector-database
qdrant
chromadb
llamaindex
embeddings
puma
academic-writing
anythingllm
api
chain-of-thought
cot
devops
docker
index
issue-triage
jira
keshav
langchain
literature-note
literature-review
llama
llm
local-llm
memory
meta
metrics
moc
notebooklm
ollama
pipeline
precision-recall
privacy
project-management
python
react
reading-method
reasoning-action
research
research-tools
retrieval
semantic-search
slr
triage
vector-db
workflow
06 abr 2026
🔍 Tools — Research Discovery & Bibliographic Management
tools
research
bibliography
slr
zotero
semantic-scholar
puma
academic-writing
ai-tools
aiops
autogen
chain-of-thought
citation
connected-papers
cot
dataset
devops
elicit
gpt
ict
index
jira
keshav
langgraph
literature-note
literature-review
llama
llm
local-llm
mas
meta
metagpt
metrics
mistral
moc
multi-agent
obsidian
ollama
openai
perplexity
pipeline
precision-recall
prisma
project-management
react
reading-method
reasoning-action
research-tools
root-cause-analysis
semantic-search
software-engineering
tawos
vault
06 abr 2026
🗃️ Zettelkasten Hub — PUMA Research Knowledge Base
zettelkasten
hub
moc
knowledge-base
puma
agentic-science
ami
bdd
bmad
chain-of-thought
cornell-notes
cot
critical-thinking
drca
dsr
effort-estimation
egi
embeddings
few-shot
finer
fleeting-note
github
graph-rag
gtd
iipr
index
issue-triage
keshav
knowledge-graph
literature-note
literature-review
llm
metrics
multi-agent
navigation
non-parametric
note-taking
obsidian
para
permanent-note
precision-recall
prisma
prompting
rag
rcoif
react
reading-method
reasoning
reasoning-action
red-teaming
research-methodology
retrieval
sdd
slr
spec-driven-development
statistics
story-points
triage
vault
vector-db
wilcoxon
06 abr 2026
Multi-agent systems outperform single agents on PM tasks when agent roles match task specialisation boundaries
permanent-note
multi-agent
architecture
specialisation
pm-agents
masai
metagpt
artefact
backlog
baseline
benchmark
bmad
critical-thinking
dsr
effort-estimation
evaluation
gpt
human-in-the-loop
hypothesis
issue-triage
llm
moc
openai
orchestration
planning
project-management
react
reasoning
reasoning-action
red-teaming
research-methodology
sdd
smart-pmo
spec-driven-development
story-points
swe-bench
triage
06 abr 2026
RAG, embeddings, and vector databases enable LLMs to query external knowledge without fine-tuning
permanent-note
rag
embeddings
vector-database
llm
puma
architecture
chain-of-thought
cot
critical-thinking
dataset
effort-estimation
few-shot
fine-tuning
issue-triage
jira
llama
local-llm
memory
meta
metrics
moc
nlp
ollama
pipeline
precision-recall
project-management
react
reasoning-action
red-teaming
retrieval
story-points
triage
vector-db
06 abr 2026
The ReAct pattern reduces LLM hallucination by grounding each reasoning step in observable external evidence
permanent-note
react
hallucination
grounding
agent-pattern
reasoning
api
chain-of-thought
cot
effort-estimation
embeddings
few-shot
hypothesis
issue-triage
llm
metrics
moc
multi-agent
precision-recall
project-management
rag
reasoning-action
research-methodology
retrieval
story-points
triage
vector-db
zettelkasten
06 abr 2026
PER: Shunyu Yao
person-note
yao
react
tree-of-thoughts
llm-agents
academic-writing
architecture
backlog
chain-of-thought
cot
issue-triage
llm
moc
person
planning
project-management
rag
reasoning
reasoning-action
research
retrieval
triage
06 abr 2026
🏢 Smart PMO Vision — PUMA Stage 5
smart-pmo
multi-agent
swarm
puma
future-work
accuracy
api
architecture
bias
bmad
carbon-footprint
code-review
codecarbon
critical-thinking
dashboard
effort-estimation
embeddings
ethics
github
human-in-the-loop
issue-triage
jira
langgraph
literature-review
llama
llm
local-llm
memory
meta
metrics
mistral
moc
observability
ollama
openhands
orchestration
planning
project-management
pydantic
python
rag
react
reasoning
reasoning-action
red-teaming
retrieval
slr
sprint
story-points
sustainability
swarm-intelligence
tracing
triage
vector-db
06 abr 2026
📖 Glossary Supplement v2 — Extended Technical Terms
glossary
reference
definitions
supplement
academic-writing
accuracy
agentscope
ai-tools
aiops
ami
anthropic
api
architecture
auc
autogen
backlog
baseline
benchmark
bias
chain-of-thought
claude
cot
crewai
data-formats
dataset
devops
drca
effect-size
effort-estimation
egi
embeddings
ethics
evaluation
few-shot
fine-tuning
github
gpt
human-in-the-loop
hypothesis
ict
iipr
issue-triage
jira
json
keshav
langchain
langgraph
literature-review
llama
llm
lm-studio
local-llm
mas
memory
meta
metrics
mistral
mit-ai-lab
multi-agent
nlp
non-parametric
ollama
one-shot
openai
orchestration
perplexity
pipeline
planning
precision-recall
project-management
prompting
python
rag
rcoif
react
reading-method
reasoning
reasoning-action
reinforcement-learning
research
research-methodology
rest-api
retrieval
security
slr
software-engineering
sprint
statistics
story-points
supervised-learning
swarm-intelligence
swe-bench
tawos
tool-use
transformer
tree-of-thoughts
triage
validity
vector-db
wilcoxon
wp316
zero-shot
06 abr 2026
📖 Glossary — Tools & Platforms (Supplement v4)
glossary
tools
platforms
supplement
academic-writing
ai-tools
anythingllm
api
architecture
automation
bibliography
carbon-footprint
chain-of-thought
cicd
citation
codecarbon
cornell-notes
cot
crewai
dataset
dev-tools
devops
docker
elicit
embeddings
github
human-in-the-loop
ide
index
issue-triage
jira
keshav
knowledge-management
langchain
langgraph
literature-review
llama
llm
lm-studio
local-llm
mas
meta
metrics
mistral
multi-agent
note-taking
notebooklm
obsidian
ollama
opencode
openhands
openspec
orchestration
perplexity
pipeline
planning
precision-recall
project-management
pydantic
python
rag
react
reading-method
reasoning
reasoning-action
research
research-tools
rest-api
retrieval
sdd
semantic-scholar
semantic-search
slr
spec-driven-development
sprint
sustainability
tawos
tfg
thesis
triage
vector-db
zotero
06 abr 2026
📚 Bibliography Supplement v3 — Verified New References
bibliography
apa7
references
supplement
verified
academic-writing
agentscope
agile
aiops
aiopslabs
architecture
autogen
automation
benchmark
chatdev
citation
devops
gaia
github
langgraph
llm
mas
masai
mcp
memgpt
metagpt
multi-agent
openhands
orchestration
planning
project-management
protocol
react
reasoning
reasoning-action
reinforcement-learning
research
root-cause-analysis
scheduling
security
swe-bench
tool-use
tree-of-thoughts
workflow
06 abr 2026
📊 MOC — LLM Benchmarks, PM-AI Convergence & Agent Architectures (v2)
moc
llm-benchmarks
pm-ai
agents
architectures
academic-writing
agentscope
aiops
aiopslabs
architecture
autogen
baseline
benchmark
bibliography
chain-of-thought
chatdev
citation
cot
critical-thinking
devops
embeddings
evaluation
gaia
github
gpt
langgraph
llm
local-llm
mas
masai
mcp
memgpt
memory
metagpt
multi-agent
navigation
ollama
openai
openhands
orchestration
project-management
protocol
rag
react
reasoning
reasoning-action
red-teaming
research
retrieval
root-cause-analysis
security
smart-pmo
software-engineering
swarm-intelligence
swe-bench
tree-of-thoughts
vector-db
workflow
06 abr 2026
🗺️ MOC — PUMA Master Map
moc
puma
master
navigation
academic-writing
agentic-science
ai-science
ami
architecture
backlog
bdd
benchmark
bibliography
bmad
chain-of-thought
citation
code-review
cornell-notes
cot
critical-thinking
dashboard
dataset
drca
dsr
effort-estimation
egi
embeddings
few-shot
finer
github
glossary
gtd
hypothesis
ict
iipr
index
issue-triage
jira
keshav
literature-review
llama
llm
meta
metagpt
metrics
mistral
mit-ai-lab
multi-agent
non-parametric
note-taking
obsidian
para
pec
pipeline
planning
precision-recall
prisma
project-management
prompting
rag
rcoif
react
reading-method
reasoning
reasoning-action
red-teaming
research
research-methodology
retrieval
scientific-knowledge
sdd
slr
smart-pmo
spec-driven-development
statistics
story-points
tawos
tree-of-thoughts
triage
vault
vector-db
wilcoxon
workflow
wp316
zero-shot
zettelkasten
06 abr 2026
🔧 MOC — PUMA Full Technology Stack
moc
tools
stack
technology
puma
ollama
claude
perplexity
zotero
academic-writing
ai-tools
anthropic
anythingllm
api
architecture
automation
benchmark
bibliography
chain-of-thought
cicd
citation
cot
crewai
dashboard
dataset
dev-tools
devops
docker
effort-estimation
elicit
embeddings
gemini
github
google
gpt
human-in-the-loop
ide
jira
knowledge-management
langgraph
literature-review
llama
llm
lm-studio
local-llm
meta
metrics
mistral
multi-agent
nlp
notebooklm
obsidian
openai
opencode
openhands
openspec
orchestration
pipeline
precision-recall
project-management
prompting
pydantic
python
rag
rcoif
react
reasoning
reasoning-action
research
research-tools
rest-api
retrieval
scrum
sdd
semantic-scholar
slr
software-engineering
spec-driven-development
story-points
swe-bench
tawos
template
vault
vector-db
06 abr 2026
🗃️ MOC — Zettelkasten PUMA Knowledge Graph
moc
zettelkasten
knowledge-graph
puma
agentic-science
ai-science
ami
bmad
chain-of-thought
cornell-notes
cot
critical-thinking
drca
dsr
egi
embeddings
few-shot
finer
fleeting-note
github
graph-rag
gtd
iipr
index
keshav
literature-note
literature-review
llm
metagpt
mit-ai-lab
multi-agent
navigation
non-parametric
note-taking
obsidian
openspec
para
permanent-note
prisma
project-management
prompting
rag
rcoif
react
reading-method
reasoning
reasoning-action
red-teaming
research-methodology
retrieval
scientific-knowledge
sdd
slr
smart-pmo
software-engineering
spec-driven-development
spec-kit
statistics
tree-of-thoughts
vault
vector-db
wilcoxon
wp316
01 mar 2026
Chain-of-Thought (CoT) Prompting
permanent
concept
prompting
cot
reasoning
llm
academic-writing
api
baseline
bias
chain-of-thought
dashboard
dataset
effort-estimation
ethics
evaluation
few-shot
hypothesis
issue-triage
jira
llama
meta
metrics
mistral
moc
permanent-note
precision-recall
project-management
rcoif
react
reasoning-action
research
research-methodology
story-points
tawos
template
triage
zero-shot
zettelkasten
01 mar 2026
📖 MOC — Literature Review (SLR)
moc
literature
slr
prisma
state-of-art
academic-writing
agile
aiops
aiopslabs
benchmark
carbon-footprint
chain-of-thought
code-review
codecarbon
cot
dataset
devops
dsr
effort-estimation
few-shot
gaia
github
gpt
issue-triage
jira
literature-review
llm
mas
masai
metagpt
metrics
mit-ai-lab
multi-agent
openai
openhands
pipeline
precision-recall
project-management
react
reasoning
reasoning-action
research
research-methodology
scheduling
software-engineering
story-points
sustainability
swe-bench
tawos
triage
workflow
wp316
01 mar 2026
📇 Master Index — Johnny Decimal
index
johnny-decimal
navigation
master
academic-writing
ai-ethics
ami
anthropic
architecture
baseline
benchmark
bibliography
chain-of-thought
citation
claude
code-review
contextual-anchoring
cornell-notes
cot
critical-thinking
dashboard
dataset
dev-tools
drca
dsr
effort-estimation
egi
embeddings
ethics
evaluation
falsifiability
few-shot
finer
github
glossary
gtd
hypothesis
iipr
issue-triage
jira
langgraph
literature-review
llm
local-llm
metrics
mit-ai-lab
moc
multi-agent
non-parametric
note-taking
obsidian
ollama
opencode
pipeline
popper
precision-recall
prisma
project-management
prompting
rag
rcoif
react
reasoning-action
red-teaming
research
research-methodology
retrieval
scrum
sdd
slr
spec-driven-development
statistics
story-points
tawos
template
triage
vault
vector-db
wilcoxon
workflow
wp316
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