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Etiqueta: multi-agent
114 artículos con esta etiqueta.
15 jun 2026
PUMA Vault — Home Dashboard
home
moc
navigation
puma
dashboard
academic-writing
ai-ethics
ami
baseline
benchmark
bibliography
bmad
chain-of-thought
citation
cot
dataset
effort-estimation
egi
ethics
evaluation
fleeting-note
glossary
gtd
ict
index
issue-triage
jira
johnny-decimal
keshav
llm
local-llm
multi-agent
obsidian
openspec
para
pipeline
project-management
prompting
rcoif
reading-method
research
sdd
spec-driven-development
spec-kit
sprint
story-points
tawos
template
triage
vault
workflow
zettelkasten
15 jun 2026
Literature Note — The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
literature-note
ai-scientist
agentic-science
automated-research
puma
academic-writing
architecture
automation
benchmark
dataset
issue-triage
jira
llm
moc
multi-agent
pipeline
project-management
research
smart-pmo
sprint
tawos
triage
15 jun 2026
AIOpsLab: A Holistic Framework to Evaluate AI Agents for Enabling Autonomous Clouds
literature
aiops
benchmark
autonomous-cloud
microsoft
evaluation
puma-core
agentscope
aiopslabs
architecture
baseline
bibliography
citation
devops
github
issue-triage
jira
keshav
literature-note
literature-review
llm
moc
multi-agent
orchestration
pipeline
project-management
reading-method
slr
triage
15 jun 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
15 jun 2026
The Society of HiveMind: Multi-Agent Optimization of Foundation Model Swarms to Unlock the Potential of Collective Intelligence
literature
swarm
multi-agent
optimization
collective-intelligence
foundation-models
academic-writing
architecture
bibliography
citation
issue-triage
keshav
literature-note
llm
mas
moc
project-management
reading-method
research
smart-pmo
swarm-intelligence
triage
15 jun 2026
Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence
literature
multi-agent
heterogeneous-agents
collaboration
internet-of-agents
architecture
bibliography
citation
issue-triage
keshav
literature-note
llm
local-llm
mas
moc
ollama
planning
project-management
reading-method
triage
15 jun 2026
MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution
literature
multi-agent
github-issues
software-engineering
issue-resolution
puma-core
academic-writing
agents
benchmark
bibliography
citation
github
issue-triage
keshav
literature-note
llm
llm-agents
moc
pipeline
project-management
reading-method
research
swe-bench
triage
15 jun 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
15 jun 2026
A Taxonomy of Architecture Options for Foundation Model-based Agents: Analysis and Decision Model
literature
taxonomy
agent-architectures
foundation-models
decision-model
puma-core
academic-writing
agents
architecture
bibliography
citation
keshav
literature-note
llm
llm-agents
memory
moc
multi-agent
project-management
reading-method
research
15 jun 2026
Orchestrating Human-AI Teams: The Manager Agent as a Unifying Challenge
literature
manager-agent
human-ai-teams
orchestration
multi-agent
puma-core
academic-writing
bibliography
bmad
citation
gpt
issue-triage
keshav
literature-note
llm
moc
openai
planning
project-management
reading-method
reasoning
research
smart-pmo
triage
15 jun 2026
Generative Agents: Interactive Simulacra of Human Behavior
literature
llm-agents
generative-agents
simulacra
human-behavior
multi-agent
memory
reflection
puma-core
agents
architecture
benchmark
citation
critical-thinking
effort-estimation
keshav
literature-note
llm
moc
project-management
research
social-simulation
story-points
15 jun 2026
OpenHands: An Open Platform for AI Software Developers as Generalist Agents
literature
open-source
platform
ai-agents
software-engineering
openhands
agents
architecture
benchmark
bibliography
citation
github
keshav
literature-note
llm
llm-agents
moc
multi-agent
project-management
reading-method
smart-pmo
swe-bench
tool-use
15 jun 2026
DynTaskMAS: A Dynamic Task Graph-driven Framework for Asynchronous and Parallel LLM-based Multi-Agent Systems
literature
multi-agent
dynamic-tasks
task-graph
asynchronous
parallel
puma-core
academic-writing
architecture
backlog
bibliography
citation
issue-triage
keshav
literature-note
llm
mas
moc
project-management
reading-method
research
smart-pmo
triage
15 jun 2026
AgentScope: A Flexible yet Robust Multi-Agent Platform
literature
multi-agent
agentscope
alibaba
platform
framework
puma-core
api
autogen
backlog
bibliography
citation
dev-tools
issue-triage
keshav
langgraph
literature-note
llm
local-llm
mas
moc
ollama
opencode
orchestration
pipeline
project-management
reading-method
rest-api
smart-pmo
triage
15 jun 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
15 jun 2026
AgentBench: Evaluating LLMs as Agents
literature
llm-agents
benchmark
agentbench
evaluation
puma-core
agents
architecture
baseline
coding
critical-thinking
effort-estimation
gpt
keshav
literature-note
llm
local-llm
moc
multi-agent
ollama
open-source
project-management
react
red-teaming
research
story-points
triage
web
15 jun 2026
ChatDev: Communicative Agents for Software Development
literature
multi-agent
chatdev
software-development
communication
architecture
bibliography
citation
keshav
literature-note
llm
mas
metagpt
moc
project-management
reading-method
15 jun 2026
Reflexion: Language Agents with Verbal Reinforcement Learning
literature
llm-agents
reflexion
self-reflection
verbal-reinforcement
puma-core
agents
architecture
benchmark
chain-of-thought
cot
critical-thinking
effort-estimation
keshav
literature-note
llm
moc
multi-agent
prompting
react
reasoning
red-teaming
research
self-critique
story-points
15 jun 2026
Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents
literature
multi-agent
survey
collaboration
llm
puma-core
academic-writing
architecture
autogen
bibliography
citation
keshav
literature-note
mas
metagpt
moc
orchestration
project-management
reading-method
research
research-tools
semantic-scholar
15 jun 2026
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
literature
multi-agent
autogen
microsoft
conversation
framework
puma-core
bibliography
bmad
chatdev
citation
crewai
human-in-the-loop
keshav
langgraph
literature-note
llm
mas
metagpt
moc
project-management
reading-method
smart-pmo
15 jun 2026
OpenAgents: An Open Platform for Language Agents in the Wild
literature
llm-agents
open-platform
data-agent
web-agent
plugins
puma-core
agents
architecture
benchmark
coding
critical-thinking
keshav
literature-note
llm
local-llm
moc
multi-agent
project-management
python
rag
research
tool-use
web
15 jun 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
15 jun 2026
Toward Agentic Software Project Management: A Vision and Roadmap
literature
agentic-pm
software-project-management
multi-agent
vision
puma-core
academic-writing
benchmark
bibliography
bmad
citation
code-review
github
human-in-the-loop
hypothesis
keshav
literature-note
llm
moc
project-management
reading-method
research
research-methodology
sdd
smart-pmo
spec-driven-development
15 jun 2026
Collaborating with AI Agents: Field Experiments on Teamwork, Productivity, and Performance
literature
human-ai-collaboration
field-experiment
teamwork
productivity
hitl
puma-core
agents
benchmark
critical-thinking
effort-estimation
ethics
ict
keshav
literature-note
llm
moc
multi-agent
project-management
research
15 jun 2026
LLM-based Multi-Agent Systems for Software Engineering: Vision and Challenges
literature
llm-agents
multi-agent
software-engineering
mas
vision
puma-core
agents
architecture
benchmark
coding
critical-thinking
effort-estimation
ict
keshav
literature-note
llm
moc
project-management
research
sdd
spec-driven-development
story-points
triage
15 jun 2026
A Multi-Agent System for Distributed Multi-Project Scheduling with Two-Stage Decomposition
literature
scheduling
multi-agent
multi-project
resource-allocation
distributed
academic-writing
architecture
backlog
bibliography
citation
issue-triage
keshav
literature-note
llm
mas
moc
orchestration
project-management
reading-method
research
smart-pmo
triage
15 jun 2026
A Multi-Agent Reinforcement Learning Scheduling Algorithm Integrating State Graph and Task Graph Structural Modeling for Ride-Sharing Dispatching
literature
scheduling
multi-agent
reinforcement-learning
state-graph
task-graph
academic-writing
backlog
bibliography
citation
dataset
graph-rag
keshav
knowledge-graph
literature-note
llm
mas
moc
neural-network
project-management
reading-method
research
smart-pmo
sprint
15 jun 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
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
15 jun 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
15 jun 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
15 jun 2026
CrewAI vs AutoGen vs LangGraph: Features, Pros & Cons Compared (2026)
video
langgraph
crewai
autogen
comparison
human-in-the-loop
issue-triage
llm
metrics
moc
multi-agent
precision-recall
project-management
python
smart-pmo
triage
video-note
15 jun 2026
Codelab: Construyendo un Sistema Multi-Agente Multimodal para Análisis de Eviden
video
agents
multi-agent
multimodal
evidence
architecture
benchmark
github
jira
langgraph
llm
mas
masai
moc
para
project-management
smart-pmo
sprint
video-note
15 jun 2026
MAIA Master Class — De NLP a la IA Agéntica: Una visión general
video
agents
academic
nlp
overview
code-review
critical-thinking
github
llm
metrics
moc
multi-agent
precision-recall
project-management
prompt-engineering
rag
reasoning
red-teaming
retrieval
tool-use
video-note
15 jun 2026
🎬 Videos — General AI Tools, SaaS, Automation & Miscellaneous
videos
automation
saas
n8n
gemini
supabase
misc
puma
academic-writing
anthropic
api
architecture
chain-of-thought
cot
data-formats
database
dev-tools
google
ide
json
literature-note
llm
mcp
memory
metrics
moc
multi-agent
notebooklm
para
pipeline
precision-recall
prompt-engineering
protocol
rag
reasoning
research
research-tools
retrieval
sdd
software-engineering
spec-driven-development
workflow
15 jun 2026
CrewAI vs AutoGen vs LangGraph — Features, Pros & Cons Compared (2026)
video
crewai
autogen
langgraph
comparison
human-in-the-loop
llm
metrics
moc
multi-agent
precision-recall
project-management
pydantic
python
video-note
15 jun 2026
🎬 Videos — Observability, LLM Evaluation, Testing & DevOps
videos
observability
evaluation
testing
arize-phoenix
promptfoo
devops
puma
aiops
anthropic
automation
carbon-footprint
cicd
code-review
codecarbon
dev-tools
github
hypothesis
ide
literature-note
llm
mcp
moc
monitoring
multi-agent
non-parametric
protocol
pydantic
python
research-methodology
statistics
sustainability
wilcoxon
15 jun 2026
🎬 Videos — RAG, Vector Databases & Knowledge Systems
videos
rag
vector-database
qdrant
llamaindex
embeddings
puma
academic-writing
ai-tools
anthropic
anythingllm
architecture
database
dev-tools
dify
gemini
google
graph-rag
ide
issue-triage
knowledge-graph
langchain
literature-note
llm
lm-studio
local-llm
mas
memory
metrics
moc
multi-agent
notebooklm
ollama
para
precision-recall
project-management
prompt-engineering
python
research
research-tools
retrieval
semantic-search
supabase
template
triage
vector-db
15 jun 2026
🎬 Videos — Spec-Driven Development, BMAD, OpenSpec & Spec Kit
videos
sdd
bmad
openspec
spec-kit
context-engineering
puma
aiops
architecture
devops
effort-estimation
gemini
google
literature-note
metrics
moc
multi-agent
orchestration
para
precision-recall
spec-driven-development
story-points
workflow
15 jun 2026
The Official BMad-Method Masterclass (The Complete IDE Workf
video
bmad
puma
agile
architecture
metrics
moc
multi-agent
precision-recall
sdd
spec-driven-development
video-note
workflow
15 jun 2026
BMAD Method V6- PRD, Architecture, Agents — This Finally End
video
bmad
puma
architecture
effort-estimation
metrics
moc
multi-agent
pipeline
precision-recall
sdd
spec-driven-development
story-points
video-note
15 jun 2026
AgentOS VS BMAD VS Spec Kit- Which AI Development Framework
video
sdd
puma
bmad
metrics
moc
multi-agent
precision-recall
spec-driven-development
spec-kit
video-note
15 jun 2026
Plan, Specify, and Implement with Spec Kit
video
spec-kit
puma
bmad
data-formats
github
json
metrics
moc
multi-agent
obsidian
precision-recall
sdd
spec-driven-development
video-note
15 jun 2026
OpenSpec is Insane- Spec Driven Development is 100X Better T
video
openspec
puma
bmad
effort-estimation
issue-triage
metrics
moc
multi-agent
precision-recall
sdd
spec-driven-development
story-points
triage
video-note
workflow
15 jun 2026
BMAD Method Agent Cheatsheet (From Mary to Quinn)
video
bmad
puma
moc
multi-agent
project-management
sdd
spec-driven-development
video-note
15 jun 2026
Gemini CLI Conductor- Spec-Driven Development 100x Better Th
video
sdd
puma
bmad
effort-estimation
gemini
google
metrics
moc
multi-agent
openspec
orchestration
precision-recall
spec-driven-development
story-points
video-note
15 jun 2026
Spec-Driven Development for AI Agents- I Tried OpenSpec and
video
sdd
puma
api
benchmark
bmad
metrics
moc
multi-agent
openspec
precision-recall
pydantic
python
spec-driven-development
spec-kit
video-note
15 jun 2026
BMAD vs Open Spec vs Spec Kit- Which AI Development Framewor
video
sdd
puma
bmad
metrics
moc
multi-agent
precision-recall
spec-driven-development
spec-kit
video-note
15 jun 2026
📦 Repository Notes — Verified Agent Frameworks and Tools
literature
tools
repositories
github
open-source
frameworks
academic-writing
agentscope
aiops
aiopslabs
api
architecture
autogen
benchmark
bibliography
bmad
carbon-footprint
citation
code-review
codecarbon
dataset
devops
effort-estimation
human-in-the-loop
issue-triage
jira
langchain
langgraph
literature-note
llm
local-llm
mcp
metagpt
moc
multi-agent
ollama
openhands
orchestration
project-management
protocol
rag
research
retrieval
scrum
security
smart-pmo
story-points
sustainability
tawos
template
triage
15 jun 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
15 jun 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
15 jun 2026
🤖 Tools — AI Assistants & LLM Models
tools
llm
ai-assistants
chatgpt
ollama
puma
anthropic
api
architecture
benchmark
bias
bibliography
bmad
chain-of-thought
citation
cot
dev-tools
effort-estimation
ethics
gemini
google
gpt
issue-triage
keshav
literature-note
llama
lm-studio
local-llm
meta
metrics
mistral
moc
multi-agent
notebooklm
openai
opencode
precision-recall
project-management
prompt-engineering
prompting
rag
rcoif
reading-method
reasoning
research-tools
rest-api
retrieval
story-points
triage
15 jun 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
triage
vector-db
workflow
15 jun 2026
📋 Tools — Documentation, Organisation & Productivity
tools
documentation
obsidian
notion
excalidraw
grammarly
puma
academic-writing
api
architecture
automation
bibliography
citation
github
gtd
index
johnny-decimal
kanban
keshav
knowledge-management
langgraph
literature-note
literature-review
metrics
moc
multi-agent
para
pipeline
precision-recall
reading-method
research
research-tools
slr
sprint
template
vault
zettelkasten
zotero
15 jun 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
15 jun 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
15 jun 2026
AI systems can generate new scientific knowledge, but only within human-defined research frameworks
permanent-note
ai-science
knowledge-generation
puma
agentic-science
academic-writing
accuracy
ai-scientist
alphafold
anthropic
code-review
critical-thinking
gemini
github
gnome
google
gpt
graphcast
hypothesis
llm
materials-science
metrics
moc
multi-agent
notebooklm
openai
pipeline
plasma-physics
project-management
protein-folding
red-teaming
reinforcement-learning
research
research-methodology
research-tools
scientific-knowledge
smart-pmo
weather-prediction
15 jun 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
15 jun 2026
Generative Agents — Memory Stream, Reflection, and Planning Architecture
permanent
generative-agents
memory-stream
reflection
planning
agent-architecture
llm
simulation
emergent-behavior
puma-core
research
agents
architecture
multi-agent
smart-pmo
persistent-memory
15 jun 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
15 jun 2026
PUMA is an applied Agentic Science system positioned at LeCun's Level 2 of AI scientific capability
permanent-note
puma
agentic-science
positioning
lecun
academic-writing
ai-ethics
ai-science
ai-scientist
alphafold
anthropic
automation
baseline
code-review
ethics
evaluation
github
gnome
graphcast
hypothesis
issue-triage
jira
literature-review
llm
materials-science
moc
multi-agent
notebooklm
orchestration
project-management
protein-folding
research-methodology
research-tools
slr
smart-pmo
triage
weather-prediction
workflow
15 jun 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
15 jun 2026
⚖️ PUMA Project Constitution
sdd
speckit
constitution
puma
bmad
anthropic
api
architecture
carbon-footprint
checklist
code-review
codecarbon
critical-thinking
dataset
effort-estimation
falsifiability
gemini
github
google
gpt
human-in-the-loop
hypothesis
llm
local-llm
moc
multi-agent
navigation
non-parametric
ollama
openai
openspec
popper
prisma
privacy
project-management
python
red-teaming
research-methodology
slr
software-engineering
spec
spec-driven-development
spec-kit
sprint
statistics
story-points
sustainability
wilcoxon
15 jun 2026
🤖 BMAD Agent Roster — PUMA Project
bmad
agents
agentic
multi-agent
puma
agile
ai-ethics
ai-tools
anthropic
architecture
backlog
benchmark
bias
carbon-footprint
checklist
codecarbon
cornell-notes
critical-thinking
dataset
dev-tools
effort-estimation
ethics
falsifiability
finer
github
human-in-the-loop
hypothesis
ide
issue-triage
jira
keshav
langgraph
literature-review
local-llm
mas
metrics
moc
non-parametric
note-taking
obsidian
ollama
openhands
openspec
orchestration
perplexity
planning
popper
precision-recall
prisma
project-management
python
reading-method
red-teaming
research-methodology
research-tools
scrum
sdd
semantic-scholar
slr
smart-pmo
software-engineering
spec-driven-development
spec-kit
sprint
statistics
story-points
sustainability
tawos
triage
vault
wilcoxon
workflow
15 jun 2026
📋 PUMA — Product Requirements Document (PRD)
bmad
prd
requirements
puma
sdd
anthropic
api
architecture
artefact
benchmark
bias
carbon-footprint
chain-of-thought
codecarbon
cot
critical-thinking
dataset
dsr
effect-size
effort-estimation
ethics
falsifiability
fine-tuning
github
gpt
hypothesis
ict
issue-triage
jira
literature-review
llama
llm
local-llm
meta
metrics
mistral
moc
multi-agent
non-parametric
ollama
openai
planning
popper
precision-recall
project-management
python
rag
red-teaming
research-methodology
retrieval
slr
smart-pmo
software-engineering
spec-driven-development
sprint
statistics
story-points
sustainability
tawos
triage
wilcoxon
15 jun 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
15 jun 2026
🤖 BMAD Agent Prompts — PUMA Project
bmad
prompts
agents
rcoif
cdd
puma
academic-writing
agile
api
architecture
baseline
benchmark
bibliography
carbon-footprint
chain-of-thought
checklist
citation
codecarbon
cot
data-formats
dataset
drca
effect-size
effort-estimation
egi
evaluation
falsifiability
few-shot
github
gtd
human-in-the-loop
ict
issue-triage
jira
json
keshav
literature-review
llama
llm
local-llm
meta
metrics
mistral
multi-agent
non-parametric
ollama
openspec
planning
popper
precision-recall
project-management
prompt-template
prompting
python
reading-method
research
research-methodology
rest-api
sdd
slr
software-engineering
spec-driven-development
spec-kit
sprint
statistics
story-points
sustainability
tawos
triage
validity
wilcoxon
zero-shot
15 jun 2026
PRISMA Protocol — Systematic Literature Review for PUMA
prompt
prisma
slr
methodology
puma
academic-writing
anthropic
benchmark
dsr
elicit
ict
issue-triage
literature-review
llm
metrics
moc
multi-agent
pipeline
planning
precision-recall
project-management
prompt-template
quantitative-research
research
research-methodology
research-tools
semantic-scholar
triage
workflow
zotero
15 jun 2026
Semantic Scholar — Core PUMA Topic Search
prompt
semantic-scholar
literature-exploration
puma
slr
baseline
benchmark
bibliography
citation
dataset
effort-estimation
evaluation
ict
issue-triage
jira
literature-review
llm
metrics
moc
multi-agent
pipeline
precision-recall
prisma
project-management
prompt-template
research-tools
software-engineering
story-points
tawos
triage
zotero
15 jun 2026
Google Scholar — Broad Sweep Queries for PUMA
prompt
google-scholar
literature-exploration
puma
boolean
academic-writing
aiops
benchmark
dataset
devops
human-in-the-loop
literature-review
llm
moc
multi-agent
pipeline
prisma
project-management
prompt-template
research
research-tools
semantic-scholar
slr
software-engineering
15 jun 2026
arXiv — Frontier Scan for PUMA Topics
prompt
arxiv
preprints
literature-exploration
puma
academic-writing
aiops
automation
benchmark
bibliography
citation
dataset
devops
human-in-the-loop
literature-review
llm
moc
multi-agent
prisma
project-management
prompt-template
research
research-tools
semantic-scholar
slr
software-engineering
workflow
15 jun 2026
Consensus — Evidence-Based Search for PUMA
prompt
consensus
evidence
literature-exploration
puma
agile
dsr
effort-estimation
human-in-the-loop
hypothesis
issue-triage
literature-review
llm
moc
multi-agent
pipeline
project-management
prompt-template
research-methodology
research-tools
slr
software-engineering
story-points
triage
zotero
15 jun 2026
Undermind — High-Precision PUMA Research Query
prompt
undermind
deep-research
puma
rcoif
ai-ethics
automation
baseline
benchmark
bias
carbon-footprint
code-review
codecarbon
dataset
dsr
effort-estimation
ethics
evaluation
finer
github
human-in-the-loop
ict
issue-triage
jira
langgraph
literature-review
llama
llm
local-llm
meta
metrics
mistral
moc
multi-agent
ollama
orchestration
pipeline
planning
precision-recall
project-management
prompt-template
prompting
pydantic
python
rag
research-methodology
retrieval
slr
software-engineering
story-points
sustainability
tawos
triage
15 jun 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
15 jun 2026
Elsevier / Scopus — Structured Database Search for PUMA
prompt
elsevier
scopus
mendeley
puma
boolean
academic-writing
aiops
automation
benchmark
bibliography
citation
dataset
devops
effort-estimation
human-in-the-loop
issue-triage
literature-review
llm
metrics
moc
multi-agent
precision-recall
prisma
project-management
prompt-template
research
research-tools
semantic-scholar
slr
story-points
triage
zotero
15 jun 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
tracing
triage
zotero
15 jun 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
tracing
triage
zotero
15 jun 2026
Perplexity — Fast Evidence Map for PUMA
prompt
perplexity
evidence-map
scientific-mapping
puma
academic-writing
ai-tools
anthropic
benchmark
bibliography
citation
dataset
effort-estimation
issue-triage
jira
llama
llm
meta
metrics
moc
multi-agent
orchestration
precision-recall
project-management
prompt-template
prompting
rcoif
research
research-tools
software-engineering
story-points
triage
zotero
15 jun 2026
Researcher — Continuous Literature Monitoring for PUMA
prompt
researcher
monitoring
discovery
puma
academic-writing
automation
benchmark
carbon-footprint
codecarbon
effort-estimation
github
human-in-the-loop
hypothesis
issue-triage
jira
literature-review
llm
moc
multi-agent
orchestration
prisma
project-management
prompt-template
research
research-methodology
slr
software-engineering
story-points
sustainability
triage
15 jun 2026
OpenCode — Theoretical Framework Construction for PUMA
prompt
theoretical-framework
drca
puma
academic-writing
anthropic
benchmark
chain-of-thought
code-review
cot
critical-thinking
dataset
dsr
effort-estimation
few-shot
github
human-in-the-loop
issue-triage
jira
llama
llm
local-llm
mas
meta
metrics
mistral
moc
multi-agent
nlp
non-parametric
obsidian
permanent-note
precision-recall
project-management
prompt-template
prompting
rag
rcoif
red-teaming
research-methodology
research-tools
retrieval
semantic-scholar
software-engineering
statistics
story-points
tawos
triage
vault
wilcoxon
zettelkasten
15 jun 2026
Gemini — Conceptual Model Building for PUMA
prompt
gemini
conceptual-model
dsr
puma
academic-writing
artefact
benchmark
clustering
dataset
few-shot
fine-tuning
google
hypothesis
keshav
literature-review
moc
multi-agent
obsidian
planning
project-management
prompt-template
reading-method
research
research-methodology
slr
sprint
vault
15 jun 2026
OpenCode — Architecture Design with SDD and BMAD
prompt
sdd
bmad
architecture
langgraph
puma
anthropic
api
backlog
carbon-footprint
chain-of-thought
codecarbon
cot
crewai
data-formats
dev-tools
devops
docker
dsr
effort-estimation
few-shot
human-in-the-loop
ide
issue-triage
jira
json
llama
llm
local-llm
mas
mcp
meta
metrics
moc
multi-agent
ollama
openspec
orchestration
pipeline
planning
precision-recall
prompt-engineering
prompt-template
prompting
protocol
pydantic
python
rag
rcoif
reasoning
research-methodology
retrieval
smart-pmo
spec-driven-development
sprint
story-points
sustainability
template
triage
workflow
zero-shot
15 jun 2026
📖 PUMA Vault — Master Glossary
glossary
reference
definitions
academic-writing
agile
ai-tools
ami
anythingllm
api
artefact
backlog
baseline
bdd
benchmark
bias
bmad
carbon-footprint
chain-of-thought
code-review
codecarbon
contextual-anchoring
cornell-notes
cot
critical-thinking
data-formats
dataset
dev-tools
drca
dsr
effect-size
effort-estimation
egi
elicit
embeddings
ethics
evaluation
few-shot
fine-tuning
finer
github
gpt
gtd
human-in-the-loop
ict
iipr
index
issue-triage
jira
johnny-decimal
json
keshav
knowledge-management
langchain
langgraph
literature-review
llama
llm
lm-studio
local-llm
memory
meta
metrics
mistral
moc
multi-agent
navigation
neural-network
non-parametric
note-taking
obsidian
ollama
one-shot
openai
opencode
openspec
orchestration
para
perplexity
pipeline
precision-recall
prisma
project-management
prompt-engineering
prompting
puma
python
rag
rcoif
reading-method
reasoning
red-teaming
research
research-methodology
research-tools
rest-api
retrieval
sdd
slr
smart-pmo
software-engineering
spec-driven-development
spec-kit
sprint
statistics
story-points
sustainability
tawos
triage
vault
vector-db
wilcoxon
workflow
zero-shot
zettelkasten
15 jun 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
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
15 jun 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
triage
vector-db
zotero
15 jun 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
15 jun 2026
📚 Master Bibliography — APA 7th Edition
bibliography
apa7
references
zotero
academic-writing
agile
ai-ethics
benchmark
carbon-footprint
chain-of-thought
citation
codecarbon
cot
dataset
dsr
effort-estimation
ethics
fairness
falsifiability
few-shot
github
gtd
jira
keshav
knowledge-management
literature-review
llama
llm
local-llm
meta
mistral
mit-ai-lab
multi-agent
nlp
non-parametric
ollama
popper
prisma
project-management
rag
reading-method
reasoning
research
research-methodology
research-tools
retrieval
sdd
second-brain
slr
software-engineering
spec-driven-development
sprint
statistics
story-points
sustainability
tawos
wilcoxon
workflow
wp316
15 jun 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
15 jun 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
15 jun 2026
🔢 Johnny Decimal Master Index — PUMA Vault
johnny-decimal
index
navigation
structure
academic-writing
ai-ethics
ami
anthropic
architecture
bibliography
bmad
chain-of-thought
citation
code-review
cornell-notes
cot
critical-thinking
dashboard
dataset
dev-tools
drca
dsr
effort-estimation
egi
embeddings
ethics
few-shot
finer
fleeting-note
github
glossary
gtd
hypothesis
iipr
issue-triage
jira
kanban
keshav
literature-note
literature-review
llm
local-llm
moc
multi-agent
non-parametric
note-taking
obsidian
ollama
opencode
openspec
para
permanent-note
pipeline
prisma
project-management
prompting
puma
rag
rcoif
reading-method
red-teaming
research
research-methodology
retrieval
sdd
slr
smart-pmo
software-engineering
spec-driven-development
spec-kit
sprint
statistics
story-points
tawos
template
triage
vault
vector-db
wilcoxon
workflow
zettelkasten
15 jun 2026
MOC — PUMA Keywords Master Index
moc
keywords
glossary
puma
search-strings
ai-ethics
aiops
architecture
automation
benchmark
carbon-footprint
codecarbon
dataset
devops
dsr
effort-estimation
ethics
human-in-the-loop
index
issue-triage
keshav
langgraph
literature-review
llm
local-llm
mas
mcp
metrics
multi-agent
navigation
obsidian
ollama
pipeline
precision-recall
prisma
project-management
protocol
pydantic
python
rag
reading-method
research-methodology
research-tools
retrieval
slr
smart-pmo
software-engineering
story-points
sustainability
swarm-intelligence
triage
zotero
15 jun 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
15 jun 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
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
15 jun 2026
🔧 MOC — PUMA Full Technology Stack
moc
tools
stack
technology
puma
ollama
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
15 jun 2026
🎬 MOC — PUMA Video Library (Master Map)
moc
videos
youtube
library
puma
academic-writing
agile
anthropic
architecture
bmad
context-engineering
dev-tools
devops
docker
embeddings
evaluation
ide
issue-triage
knowledge-management
literature-review
llm
lm-studio
local-llm
mcp
mcp-security
metrics
multi-agent
navigation
obsidian
ollama
openspec
para
pipeline
pkm
precision-recall
project-management
prompt-engineering
promptfoo
protocol
rag
research
retrieval
sdd
second-brain
security
slr
smart-pmo
spec-driven-development
spec-kit
sprint
testing
triage
vault
vector-db
15 jun 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
15 jun 2026
PUMA Vault — Complete User Guide
guide
vault
obsidian
methodology
academic-writing
agile
ai-ethics
architecture
benchmark
bibliography
bmad
carbon-footprint
checklist
citation
code-review
codecarbon
dashboard
dsr
effort-estimation
embeddings
ethics
fleeting-note
github
glossary
gtd
hypothesis
ict
index
issue-triage
johnny-decimal
kanban
keshav
knowledge-management
literature-note
literature-review
llm
local-llm
metrics
moc
multi-agent
navigation
openspec
para
permanent-note
pipeline
precision-recall
prompt-engineering
prompting
puma
rag
rcoif
reading-method
research
research-methodology
research-tools
retrieval
sdd
slr
spec-driven-development
spec-kit
sprint
story-points
sustainability
template
triage
vector-db
workflow
zettelkasten
zotero
01 may 2026
🧠 MOC — Methods & Frameworks
moc
methods
frameworks
methodology
academic-writing
ami
architecture
artefact
benchmark
bmad
chain-of-thought
contextual-anchoring
cornell-notes
cot
drca
dsr
effect-size
effort-estimation
egi
few-shot
finer
github
gtd
iipr
index
issue-triage
johnny-decimal
keshav
knowledge-management
literature-review
llm
mit-ai-lab
multi-agent
non-parametric
note-taking
obsidian
one-shot
openspec
para
permanent-note
pipeline
prisma
prompting
rcoif
reading-method
research
research-methodology
sdd
slr
spec-driven-development
spec-kit
statistics
story-points
template
triage
vault
wilcoxon
workflow
wp316
zero-shot
zettelkasten
06 abr 2026
PER: Sirui Hong (MetaGPT)
person-note
hong
metagpt
multi-agent
bmad
llm
prompt-template
software-engineering
workflow
01 abr 2026
🌐 The Evolution of Agentic Software Engineering: An Analytical Study of Spec-Driven Development (SDD) and Its Impact on TIC Project Governance
literature
web
blog
docs
links
academic-writing
anthropic
api
bibliography
carbon-footprint
citation
codecarbon
critical-thinking
dataset
dev-tools
fleeting-note
github
hypothesis
ide
jira
langchain
langgraph
literature-note
llm
local-llm
metrics
multi-agent
obsidian
ollama
permanent-note
precision-recall
pydantic
python
red-teaming
research
research-methodology
research-tools
semantic-scholar
software-engineering
sustainability
tawos
template
vault
zettelkasten
sdd
spec-driven-development
01 mar 2026
Video: Let's build the GPT Tokenizer — Andrej Karpathy
literature
video
youtube
karpathy
tokenization
llm-internals
academic-writing
accuracy
api
architecture
benchmark
code-review
cornell-notes
critical-thinking
dataset
devops
docker
effort-estimation
fleeting-note
github
gpt
hypothesis
issue-triage
langgraph
literature-note
literature-review
llama
llm
lm-studio
local-llm
meta
metrics
mistral
multi-agent
note-taking
ollama
openai
orchestration
pipeline
prompt-engineering
python
rag
reasoning
red-teaming
research
research-methodology
rest-api
retrieval
slr
smart-pmo
story-points
template
triage
validity
workflow
01 mar 2026
Development Stack Tools — PUMA
tool
lmstudio
groq
crewai
langgraph
openroute
streamlit
arize
docker
agile
api
architecture
carbon-footprint
chain-of-thought
codecarbon
cot
data-formats
dev-tools
devops
effort-estimation
embeddings
few-shot
github
issue-triage
jira
json
langchain
literature-note
llama
llm
lm-studio
local-llm
meta
mistral
monitoring
multi-agent
observability
obsidian
ollama
opencode
orchestration
pipeline
project-management
pydantic
python
rag
reasoning
retrieval
scrum
smart-pmo
story-points
sustainability
template
triage
vault
vector-db
zero-shot
zettelkasten
01 mar 2026
🌐 Web Resources — Blogs, Docs & Key Links
literature
web
blog
docs
links
academic-writing
anthropic
api
bibliography
carbon-footprint
citation
codecarbon
critical-thinking
dataset
dev-tools
fleeting-note
github
hypothesis
ide
jira
langchain
langgraph
literature-note
llm
local-llm
metrics
multi-agent
obsidian
ollama
permanent-note
precision-recall
pydantic
python
red-teaming
research
research-methodology
research-tools
semantic-scholar
software-engineering
sustainability
tawos
template
vault
zettelkasten
01 mar 2026
🌐 Web Resources — Blogs, Docs & Key Links
literature
web
blog
docs
links
academic-writing
anthropic
api
bibliography
carbon-footprint
citation
codecarbon
critical-thinking
dataset
dev-tools
fleeting-note
github
hypothesis
ide
jira
langchain
langgraph
literature-note
llm
local-llm
metrics
multi-agent
obsidian
ollama
permanent-note
precision-recall
pydantic
python
red-teaming
research
research-methodology
research-tools
semantic-scholar
software-engineering
sustainability
tawos
template
vault
zettelkasten
01 mar 2026
LLM Agents — Definition and Taxonomy
permanent
concept
llm-agents
agents
orchestration
ai-ethics
ami
anthropic
api
architecture
artefact
baseline
bias
chain-of-thought
code-review
cot
crewai
critical-thinking
data-formats
dataset
dev-tools
devops
docker
drca
dsr
effort-estimation
ethics
evaluation
few-shot
github
hypothesis
iipr
issue-triage
jira
json
langgraph
llama
llm
local-llm
memory
meta
mistral
moc
multi-agent
ollama
opencode
permanent-note
planning
project-management
prompt-engineering
prompting
python
rag
rcoif
reasoning
red-teaming
research-methodology
retrieval
software-engineering
story-points
tawos
tool-use
triage
validity
zero-shot
zettelkasten
01 mar 2026
Spec-Driven Development (SDD) + BDD + BMAD
permanent
framework
sdd
bdd
tdd
bmad
specification
engineering
anthropic
architecture
artefact
carbon-footprint
code-review
codecarbon
critical-thinking
data-formats
dataset
dev-tools
dsr
effort-estimation
few-shot
github
ide
issue-triage
jira
json
literature-review
local-llm
metrics
multi-agent
ollama
openspec
permanent-note
precision-recall
prompt-engineering
prompting
rcoif
reasoning
red-teaming
research-methodology
slr
spec-driven-development
spec-kit
story-points
sustainability
template
triage
workflow
01 mar 2026
🔧 Frameworks — Guide
readme
frameworks
guide
ami
baseline
bdd
bmad
chain-of-thought
cornell-notes
cot
drca
dsr
effort-estimation
egi
evaluation
falsifiability
few-shot
finer
gpt
hypothesis
iipr
issue-triage
literature-review
llm
metrics
mistral
multi-agent
non-parametric
note-taking
openai
orchestration
popper
precision-recall
prisma
prompting
qualitative-research
rcoif
research-methodology
sdd
slr
software-engineering
spec-driven-development
statistics
story-points
triage
wilcoxon
zero-shot
01 mar 2026
Chapter 1 — Introduction (PUMA Project)
project
chapter
introduction
puma
academic-writing
ai-tools
anthropic
anythingllm
architecture
backlog
baseline
bias
bmad
carbon-footprint
checklist
code-review
codecarbon
cornell-notes
critical-thinking
dataset
dev-tools
dsr
effect-size
effort-estimation
ethics
evaluation
few-shot
finer
gemini
github
google
hypothesis
ict
ide
issue-triage
jira
literature-review
llama
llm
local-llm
meta
metrics
mistral
moc
multi-agent
navigation
non-parametric
note-taking
notebooklm
ollama
opencode
openhands
perplexity
precision-recall
prisma
project-management
project-note
red-teaming
research-methodology
research-tools
slr
sprint
statistics
story-points
sustainability
tawos
triage
wilcoxon
01 mar 2026
Chapter 5 — Discussion & Conclusions
project
chapter
discussion
conclusions
limitations
future-work
academic-writing
accuracy
api
backlog
benchmark
bias
bmad
chain-of-thought
code-review
cot
critical-thinking
dataset
effort-estimation
embeddings
ethics
fairness
fine-tuning
github
gpt
gtd
hypothesis
ict
iipr
issue-triage
jira
llama
llm
local-llm
meta
metrics
moc
multi-agent
navigation
non-parametric
openai
precision-recall
project-management
project-note
prompting
puma
rag
red-teaming
research
research-methodology
retrieval
smart-pmo
statistics
story-points
tawos
triage
validity
vector-db
wilcoxon
01 mar 2026
PUMA Architecture Specification v1.0
spec
architecture
puma
sdd
openspec
academic-writing
agile
ai-ethics
baseline
bdd
benchmark
bmad
carbon-footprint
chain-of-thought
codecarbon
cot
critical-thinking
data-formats
dataset
dsr
effect-size
effort-estimation
ethics
evaluation
few-shot
github
hypothesis
issue-triage
jira
json
literature-review
llama
llm
local-llm
meta
metrics
mistral
moc
multi-agent
navigation
non-parametric
ollama
precision-recall
prisma
python
red-teaming
research
research-methodology
slr
spec-driven-development
statistics
story-points
sustainability
swarm-intelligence
tawos
triage
wilcoxon
zero-shot
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
💬 MOC — Prompts Library
moc
prompts
ai-tools
rcoif
few-shot
cot
research-workflow
puma
tools
academic-writing
ami
anthropic
anythingllm
architecture
artefact
automation
bdd
benchmark
bibliography
bmad
carbon-footprint
chain-of-thought
citation
codecarbon
connected-papers
context-engineering
contextual-anchoring
critical-thinking
dataset
dev-tools
drca
dsr
effort-estimation
egi
elicit
gemini
github
google
gpt
grounded-theory
hypothesis
ide
iipr
index
issue-triage
jira
keshav
literature-review
llm
local-llm
metrics
multi-agent
navigation
non-parametric
notebooklm
ollama
openai
opencode
openhands
openspec
perplexity
pipeline
precision-recall
prisma
project-management
prompt-engineering
prompting
rag
reading-method
reasoning
red-teaming
refactoring
research
research-methodology
research-rabbit
research-tools
retrieval
sdd
semantic-scholar
semantic-search
slr
spec-driven-development
statistics
story-points
sustainability
tawos
triage
wilcoxon
workflow
zero-shot
zettelkasten
zotero
01 mar 2026
🔬 MOC — Research Pipeline
moc
research
ebse
dsr
slr
prisma
pipeline
academic-writing
ami
architecture
artefact
bdd
bmad
carbon-footprint
chain-of-thought
code-review
codecarbon
cornell-notes
cot
critical-thinking
drca
effort-estimation
egi
falsifiability
few-shot
finer
github
human-in-the-loop
hypothesis
iipr
keshav
literature-review
llm
metrics
mit-ai-lab
multi-agent
non-parametric
note-taking
openspec
popper
precision-recall
prompting
rcoif
reading-method
red-teaming
research-methodology
sdd
spec-driven-development
spec-kit
statistics
story-points
sustainability
tdd
validity
wilcoxon
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
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
zettelkasten
01 mar 2026
🌱 Someday / Maybe — PUMA & Beyond
gtd
someday
ideas
future
academic-writing
aiops
api
architecture
backlog
benchmark
bias
chain-of-thought
code-review
cot
crewai
dataset
dev-tools
devops
effort-estimation
ethics
fairness
fine-tuning
github
issue-triage
jira
langgraph
literature-review
llama
llm
local-llm
mas
meta
mistral
multi-agent
obsidian
ollama
opencode
project-management
projects
pydantic
python
rag
research
research-tools
retrieval
sdd
slr
smart-pmo
spec-driven-development
story-points
tawos
triage
vault
zero-shot
zotero