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155 artículos con esta etiqueta.
15 jun 2026
Fleeting Note — {{date}} — {{keyword}}
fleeting
inbox
to-process
academic-writing
architecture
backlog
bias
chain-of-thought
contextual-anchoring
cot
devops
docker
effort-estimation
ethics
few-shot
fleeting-note
github
glossary
gpt
issue-triage
literature-note
local-llm
mistral
ollama
openai
permanent-note
prompting
research
research-methodology
story-points
template
triage
validity
15 jun 2026
Literature Note — AlphaFold2: Highly accurate protein structure prediction
literature-note
alphafold
protein
ai-discovery
deepmind
puma
academic-writing
accuracy
agentic-science
ai-science
architecture
attention
bibliography
citation
gnome
graphcast
hypothesis
issue-triage
llm
materials-science
metrics
moc
permanent-note
project-management
protein-folding
research
research-methodology
transformer
triage
weather-prediction
15 jun 2026
Literature Note — GraphCast: Learning skillful medium-range global weather forecasting
literature-note
weather
graphcast
deepmind
ai-science
puma
academic-writing
accuracy
agentic-science
alphafold
baseline
bibliography
citation
code-review
evaluation
github
graph-rag
issue-triage
jira
knowledge-graph
llm
metrics
moc
neural-network
permanent-note
project-management
protein-folding
research
triage
weather-prediction
15 jun 2026
Literature Note — From AI for Science to Agentic Science: A Survey
literature-note
agentic-science
survey
ai-discovery
puma
academic-writing
benchmark
bibliography
citation
code-review
dataset
github
hypothesis
jira
moc
permanent-note
planning
project-management
research
research-methodology
smart-pmo
tawos
workflow
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
Reproducibility of LLM Studies in Software Engineering
literature
reproducibility
llm
se
benchmark
puma-core
academic-writing
api
architecture
bibliography
citation
code-review
critical-thinking
effort-estimation
github
keshav
literature-note
literature-review
moc
obsidian
permanent-note
reading-method
red-teaming
research
slr
software-engineering
story-points
vault
zettelkasten
15 jun 2026
Request Formats and Effort Estimation with LLMs
literature
effort-estimation
prompting
llm
puma-core
academic-writing
baseline
benchmark
bibliography
chain-of-thought
citation
code-review
cot
dataset
evaluation
few-shot
github
hypothesis
jira
keshav
literature-note
moc
permanent-note
project-management
reading-method
research
research-methodology
software-engineering
story-points
tawos
zero-shot
15 jun 2026
Cognitive Agents for Agile Software Project Management
literature
llm-agents
agile
project-management
benchmark
puma-core
academic-writing
api
bibliography
carbon-footprint
chain-of-thought
citation
code-review
codecarbon
cot
critical-thinking
dataset
effort-estimation
github
gpt
hypothesis
issue-triage
jira
keshav
literature-note
literature-review
llm
metrics
moc
openai
permanent-note
planning
precision-recall
reading-method
red-teaming
research
research-methodology
slr
sprint
story-points
sustainability
tawos
triage
15 jun 2026
How to Do Research at the MIT AI Lab
literature
research-methodology
mit-ai-lab
keshav
reading-method
puma-core
academic-writing
ami
bibliography
chain-of-thought
checklist
citation
cot
dataset
drca
egi
falsifiability
literature-note
literature-review
obsidian
permanent-note
popper
project-management
prompting
qualitative-research
rcoif
reasoning
research
slr
vault
wp316
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
PN — Evaluated model: gemma3:12b
permanent-note
puma
local-llm
open-weights
benchmark
15 jun 2026
PN — Evaluated model: gemma3:1b
permanent-note
puma
local-llm
open-weights
benchmark
15 jun 2026
PN — Evaluated model: gemma3:4b
permanent-note
puma
local-llm
open-weights
benchmark
15 jun 2026
PN — Evaluated model: gemma4:e2b
permanent-note
puma
local-llm
open-weights
benchmark
15 jun 2026
PN — Evaluated model: llama3.1:8b
permanent-note
puma
local-llm
open-weights
benchmark
15 jun 2026
PN — Evaluated model: mistral:7b
permanent-note
puma
local-llm
open-weights
benchmark
15 jun 2026
PN — Evaluated model: qwen2.5:1.5b
permanent-note
puma
local-llm
open-weights
benchmark
15 jun 2026
PN — Evaluated model: qwen2.5:3b
permanent-note
puma
local-llm
open-weights
benchmark
15 jun 2026
PN — Evaluated model: qwen2.5:7b
permanent-note
puma
local-llm
open-weights
benchmark
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
PN — PUMA's PM problem framing rests on three TIC governance frameworks treated…
permanent-note
puma
reference
agile
governance
15 jun 2026
PN — Flyvbjerg & Gardner (2023) introduce the 'uniqueness trap'
permanent-note
puma
reference
15 jun 2026
PN — PUMA's datasets derive from two verified benchmarks: the Jira Social…
permanent-note
puma
reference
story-points
dataset
tawos
jira
15 jun 2026
PN — The reproducibility contribution is grounded on Angermeir et al
permanent-note
puma
reference
reproducibility
15 jun 2026
PN — PUMA's prompt strategies are anchored to seminal prompting literature:…
permanent-note
puma
reference
prompting
few-shot
chain-of-thought
zero-shot
15 jun 2026
PN — Story points in PUMA follow the canonical Fibonacci series {1,2,3,5,8,13,21}
permanent-note
puma
reference
story-points
tawos
15 jun 2026
PN — RCOIF is PUMA's own prompt-engineering framework
permanent-note
puma
reference
rcoif
15 jun 2026
Active reading turns passive information into actionable knowledge through deliberate questioning
permanent-note
reading
cognition
research-methodology
mit-ai-lab
keshav
academic-writing
ai-tools
anthropic
elicit
gtd
literature-review
moc
notebooklm
para
perplexity
pipeline
reading-method
research
research-tools
slr
wp316
zettelkasten
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
Local LLM inference trades capability ceiling for reproducibility, privacy, and zero marginal cost
permanent-note
llm
local-inference
reproducibility
sustainability
puma
anthropic
api
benchmark
carbon-footprint
code-review
critical-thinking
effort-estimation
embeddings
falsifiability
github
gpt
llama
local-llm
meta
mistral
moc
ollama
openai
popper
privacy
project-management
rag
reasoning
red-teaming
retrieval
software-engineering
story-points
vector-db
15 jun 2026
PN — The project asks whether local language models can manage technology…
permanent-note
puma
methodology
15 jun 2026
PN — PUMA is a recursive acronym ('PUMA Understanding & Management w Agents')
permanent-note
puma
methodology
15 jun 2026
PN — A historical precedent (an early automated content bot that propagated a…
permanent-note
puma
methodology
dataset
15 jun 2026
PN — Technology project management in multi-project organizations suffers a…
permanent-note
puma
methodology
15 jun 2026
PN — Problem one
permanent-note
puma
methodology
triage
dataset
bias
15 jun 2026
PN — Problem two
permanent-note
puma
methodology
estimation
dataset
agile
15 jun 2026
PN — Problem three
permanent-note
puma
methodology
15 jun 2026
PN — Reproducibility gap: in the most complete field review (85 papers across…
permanent-note
puma
methodology
reproducibility
15 jun 2026
PN — Gap two
permanent-note
puma
methodology
estimation
prompting
15 jun 2026
PN — Gap three
permanent-note
puma
methodology
sustainability
carbon
metrics
15 jun 2026
PN — PUMA occupies a deliberately narrow niche
permanent-note
puma
methodology
carbon
benchmark
local-llm
15 jun 2026
PN — Meeting the estimation MVP threshold and the H2 hypothesis contrast are…
permanent-note
puma
methodology
estimation
hypothesis
15 jun 2026
PN — A transferable lesson: on a long-tailed story-point distribution, the…
permanent-note
puma
methodology
mae
baseline
15 jun 2026
PN — The title question is answered cautiously
permanent-note
puma
methodology
triage
estimation
baseline
15 jun 2026
PN — The H2 non-rejection is reframed as a valuable methodological finding…
permanent-note
puma
methodology
15 jun 2026
PN — The environmental framing
permanent-note
puma
methodology
15 jun 2026
PN — The diversity/inclusion stance is open-source MIT release executable…
permanent-note
puma
methodology
release
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
PN — PUMA is a local-first benchmarking platform that evaluates open-weight…
permanent-note
puma
engine
ollama
benchmark
15 jun 2026
PN — H1 (triage): qwen2.5:3b + contextual-anchoring (F1 0.5894) statistically…
permanent-note
puma
engine
triage
wilcoxon
contextual-anchoring
baseline
15 jun 2026
PN — H2 (estimation): best config qwen2.5:7b cuts MAE only 0.17 SP vs a…
permanent-note
puma
engine
estimation
mae
baseline
15 jun 2026
PN — Model scaling is non-monotonic on these PMO tasks: in 4 of 6 (family x…
permanent-note
puma
engine
triage
local-llm
15 jun 2026
PN — PUMA's sustainability measurement is explicitly bounded: it covers the…
permanent-note
puma
engine
sustainability
15 jun 2026
PN — The +/-0.01 baseline tolerance does not absorb seed variance (zero at…
permanent-note
puma
engine
ollama
baseline
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
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
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 tool selection follows a hierarchy: reproducibility first, then capability, then convenience
permanent-note
tool-selection
reproducibility
local-inference
puma-design
api
architecture
autogen
code-review
effort-estimation
embeddings
github
gpt
langgraph
llama
llm
lm-studio
local-llm
meta
metrics
mistral
moc
ollama
openai
precision-recall
pydantic
python
rag
retrieval
story-points
vector-db
15 jun 2026
PN — F1-macro (unweighted mean of per-class F1) is PUMA's primary triage…
permanent-note
puma
reference
triage
f1-macro
15 jun 2026
PN — MAE (mean absolute error in story points) is the primary effort-estimation…
permanent-note
puma
reference
estimation
story-points
mae
15 jun 2026
PN — Bit-exact reproducibility is guaranteed in warm state via seed=42,…
permanent-note
puma
reference
reproducibility
ollama
15 jun 2026
PN — 'Veritas' is PUMA's six-principle protocol for generative-AI use in…
permanent-note
puma
reference
15 jun 2026
PN — The canonical parser enforces a three-level policy (strict match ->…
permanent-note
puma
reference
15 jun 2026
PN — Fixed inference parameters across all templates: temperature=0.0, seed=42,…
permanent-note
puma
reference
triage
estimation
15 jun 2026
PN — PUMA Community operates as a serverless voluntary federation
permanent-note
puma
reference
community
federation
15 jun 2026
PN — The trust model is explicit 'collaborative good faith': schema validation…
permanent-note
puma
reference
integrity
15 jun 2026
PN — A formal 30-entry risk register (six categories x five) governs PUMA Community
permanent-note
puma
reference
community
15 jun 2026
PN — 'Discovery-before-write': no document section or code is written without…
permanent-note
puma
reference
15 jun 2026
PN — Install and start with one command: clone github.com/pumacp/puma then run…
permanent-note
puma
reference
ollama
docker
15 jun 2026
PN — Prepare datasets before the first run with puma prepare-datasets, which…
permanent-note
puma
reference
dataset
tawos
jira
15 jun 2026
PN — Statistical workflow: puma wilcoxon --model-a A --model-b B --scenario S…
permanent-note
puma
reference
wilcoxon
bias
15 jun 2026
PN — Publish results: puma export-community --run-id <ID> produces a signed…
permanent-note
puma
reference
community
metrics
json-schema
15 jun 2026
PN — Backup discipline: the puma_data volume (SQLite DB of all results) is the…
permanent-note
puma
reference
sqlite
dataset
integrity
15 jun 2026
PN — SQLite maintenance SOPs: integrity via PRAGMA integrity_check, space…
permanent-note
puma
reference
sqlite
integrity
15 jun 2026
PN — PUMA Info traceability
permanent-note
puma
reference
15 jun 2026
PN — The maintenance reproducibility guarantee rests on fixed seed=42 and…
permanent-note
puma
reference
reproducibility
carbon
codecarbon
baseline
15 jun 2026
PN — The triage task uses a public dataset of 50,000+ real issues from…
permanent-note
puma
methodology
triage
dataset
15 jun 2026
PN — The estimation task uses a public dataset of 31,294 real user stories with…
permanent-note
puma
methodology
estimation
story-points
dataset
agile
15 jun 2026
PN — The main research question asks whether there are statistically…
permanent-note
puma
methodology
triage
estimation
prompting
dataset
15 jun 2026
PN — Hypotheses follow Popper's demarcation criterion: each is a refutable null…
permanent-note
puma
methodology
15 jun 2026
PN — H1 (triage): the null states no model/strategy configuration beats the…
permanent-note
puma
methodology
triage
f1-macro
wilcoxon
baseline
15 jun 2026
PN — H2 (estimation): the null states no example-enriched configuration beats…
permanent-note
puma
methodology
estimation
story-points
mae
wilcoxon
15 jun 2026
PN — The work adopts Design Science Research, operationalized through six…
permanent-note
puma
methodology
15 jun 2026
PN — Inference runs locally via a model server exposing an OpenAI-compatible…
permanent-note
puma
methodology
metrics
quantization
15 jun 2026
PN — The MVP's canonical model is a 3B-parameter quantized model (~1.9 GB),…
permanent-note
puma
methodology
triage
estimation
15 jun 2026
PN — The experiment is a reduced factorial design with two main independent…
permanent-note
puma
methodology
mae
reproducibility
sustainability
prompting
15 jun 2026
PN — Estimation maps user stories to a canonical Fibonacci story-point value…
permanent-note
puma
methodology
estimation
mae
media
15 jun 2026
PN — Reproducibility uses five mechanisms: fixed seed=42 propagated everywhere,…
permanent-note
puma
methodology
reproducibility
15 jun 2026
PN — Four ethical risks are explicitly managed: role displacement…
permanent-note
puma
methodology
chain-of-thought
dataset
fairness
bias
15 jun 2026
PN — All model execution is delegated to a local Ollama daemon over HTTP at the…
permanent-note
puma
engine
ollama
15 jun 2026
PN — A benchmark run is fully spec-driven: a RunSpec YAML validated with…
permanent-note
puma
engine
benchmark
15 jun 2026
PN — Failed response parses are recorded as None, excluded from metric…
permanent-note
puma
engine
15 jun 2026
PN — A full Phase B sweep ran 9 models x 3 scenarios = 27 runs (2,700…
permanent-note
puma
engine
sweep
15 jun 2026
PN — PUMA reports a multi-dimensional metric suite
permanent-note
puma
engine
f1-macro
mae
calibration
latency
15 jun 2026
PN — Calibration metrics (ECE over 10 bins, MCE, Brier) are derived from…
permanent-note
puma
engine
calibration
ollama
metrics
15 jun 2026
PN — Sustainability is reported per run via CodeCarbon (CO2 kg, energy kWh,…
permanent-note
puma
engine
mae
sustainability
carbon
codecarbon
15 jun 2026
PN — PUMA treats inference compute cost as a first-class reported metric…
permanent-note
puma
engine
mae
carbon
15 jun 2026
PN — CodeCarbon runs in tracking_mode='machine' so whole-machine accounting…
permanent-note
puma
engine
carbon
codecarbon
architecture
15 jun 2026
PN — Submission integrity uses a SHA-256 predictions_summary_hash over a…
permanent-note
puma
engine
json-schema
integrity
15 jun 2026
PN — PUMA's security posture rests on local inference (no SaaS path/token to…
permanent-note
puma
engine
benchmark
integrity
15 jun 2026
PN — CI security tooling wires pip-audit (CVE scanning), bandit (SAST),…
permanent-note
puma
engine
15 jun 2026
PN — The MIT 'How to Do Research' method (complete)
permanent-note
research-methodology
reading-method
puma
15 jun 2026
The MIT AI Lab three questions (Q1/Q2/Q3) activate deep reading when combined with Keshav Three-Pass as the PUMA research protocol
permanent-note
keshav
mit-ai-lab
reading-method
research-methodology
wp316
academic-writing
ami
benchmark
drca
egi
falsifiability
fleeting-note
hypothesis
ict
iipr
literature-note
literature-review
llm
moc
pipeline
popper
project-management
prompt-engineering
prompting
rcoif
research
slr
template
validity
15 jun 2026
Keshav Three-Pass and MIT AI Lab Three Questions: An Integrated Academic Reading Protocol for PUMA
permanent-note
keshav
paper-reading
methodology
literature
academic-writing
ami
benchmark
drca
egi
falsifiability
fleeting-note
hypothesis
ict
iipr
literature-note
literature-review
llm
mit-ai-lab
moc
pipeline
popper
project-management
prompt-engineering
prompting
rcoif
reading-method
research
slr
template
validity
vault
wp316
zettelkasten
15 jun 2026
PARA, GTD, and Zettelkasten work as complementary engines, not competing systems
permanent-note
para
gtd
zettelkasten
johnny-decimal
methodology
knowledge-management
bibliography
citation
glossary
index
moc
obsidian
pipeline
puma
sdd
second-brain
spec-driven-development
vault
workflow
15 jun 2026
PN — Contextual anchoring is a prompt strategy that prepends concise…
permanent-note
puma
reference
contextual-anchoring
baseline
15 jun 2026
PN — The prompt catalogue is a 7x3 matrix of 21 versioned Jinja templates in…
permanent-note
puma
reference
rcoif
15 jun 2026
PN — Run the canonical baseline via puma run…
permanent-note
puma
reference
triage
f1-macro
reproducibility
jira
15 jun 2026
PN — Run the full multi-model Phase B sweep with puma sweep-phase-b (optionally…
permanent-note
puma
reference
sweep
15 jun 2026
PN — The system is a six-layer modular architecture (provisioning/hardware…
permanent-note
puma
methodology
sustainability
prompting
architecture
metrics
15 jun 2026
PN — Seven prompting-strategy families are implemented as reusable templates…
permanent-note
puma
methodology
prompting
contextual-anchoring
few-shot
zero-shot
15 jun 2026
PN — Contextual-anchoring prepends operational definitions of each class/level…
permanent-note
puma
methodology
contextual-anchoring
15 jun 2026
PN — Triage maps free-text issues to one of four priority labels via an…
permanent-note
puma
methodology
triage
f1-macro
15 jun 2026
PN — Carbon footprint is measured with an offline emissions tracker activated…
permanent-note
puma
methodology
reproducibility
carbon
15 jun 2026
PN — An optional inference cache stores (model, prompt_hash, temperature, seed)…
permanent-note
puma
engine
ollama
sqlite
15 jun 2026
PN — Prompt templates use Jinja2, one .jinja file per (scenario x strategy) pair
permanent-note
puma
engine
15 jun 2026
PN — PUMA supports multi-strategy prompting
permanent-note
puma
engine
prompting
contextual-anchoring
few-shot
zero-shot
15 jun 2026
PN — The project is managed as a one-person Agile adaptation combining Scrum…
permanent-note
puma
reference
agile
sprint
15 jun 2026
PN — The skeleton codifies seven core methodologies woven into the CODE cycle…
permanent-note
puma
reference
prompting
rcoif
sdd
dsr
15 jun 2026
PN — Vault quality is defined by four tool-agnostic acceptance criteria: all…
permanent-note
puma
reference
vault
15 jun 2026
PN — The literature review combines a structured three-pass reading method with…
permanent-note
puma
methodology
vault
15 jun 2026
PN — The artifact is built with Spec-Driven Development, where versioned…
permanent-note
puma
methodology
reproducibility
json-schema
15 jun 2026
PN — Statistical analysis uses the Wilcoxon signed-rank test (non-parametric,…
permanent-note
puma
methodology
wilcoxon
metrics
15 jun 2026
PN — Open-science stance
permanent-note
puma
methodology
reproducibility
dataset
vault
release
15 jun 2026
AI Use Log — Milestone 2 Research Session: AI and Scientific Knowledge
ai-use-log
marco-veritas
puma
academic-writing
ai-ethics
ai-science
ai-scientist
ai-tools
alphafold
anthropic
bibliography
citation
ethics
gemini
gnome
google
graphcast
literature-note
materials-science
moc
navigation
notebooklm
obsidian
permanent-note
perplexity
prisma-traice
protein-folding
research
research-tools
scientific-knowledge
smart-pmo
swarm-intelligence
vault
weather-prediction
zettelkasten
15 jun 2026
📖 Keshav Three-Pass Reading Log
keshav
literature
reading
systematic
academic-writing
agile
benchmark
chain-of-thought
cornell-notes
cot
critical-thinking
dataset
dsr
effort-estimation
few-shot
finer
jira
literature-review
llm
mit-ai-lab
non-parametric
note-taking
permanent-note
prisma
project-management
reading-method
red-teaming
research
research-methodology
slr
software-engineering
sprint
statistics
story-points
tawos
template
wilcoxon
wp316
15 jun 2026
📖 MIT AI Lab Q1/Q2/Q3 — Applied Reading Log
mit-ai-lab
wp316
reading
research
active-reading
puma
academic-writing
accuracy
agile
api
baseline
carbon-footprint
chain-of-thought
checklist
codecarbon
cot
critical-thinking
dataset
effort-estimation
evaluation
falsifiability
few-shot
gpt
hypothesis
issue-triage
jira
keshav
literature-review
llama
local-llm
meta
metrics
mistral
ollama
openai
permanent-note
planning
popper
precision-recall
project-management
rag
reading-method
reasoning
red-teaming
research-methodology
retrieval
slr
software-engineering
sprint
story-points
sustainability
tawos
triage
validity
zero-shot
15 jun 2026
Keshav's Three-Pass Method — Paper Reading Protocol for PUMA
prompt
keshav
three-pass
reading
puma
academic-writing
accuracy
anthropic
baseline
benchmark
dataset
dsr
evaluation
hypothesis
jira
literature-note
literature-review
metrics
moc
non-parametric
notebooklm
permanent-note
precision-recall
prompt-template
quantitative-research
reading-method
research
research-methodology
research-tools
slr
statistics
tawos
validity
wilcoxon
zettelkasten
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
ChatGPT — Zettelkasten Note Generation for PUMA
prompt
chatgpt
zettelkasten
permanent-notes
puma
bibliography
citation
dataset
fleeting-note
gpt
gtd
index
johnny-decimal
literature-note
moc
notebooklm
obsidian
openai
para
permanent-note
project-management
prompt-template
research-tools
vault
workflow
15 jun 2026
🔄 Workflow — MIT AI Lab Q1/Q2/Q3 + Keshav Integrated Reading
workflow
keshav
mit-ai-lab
wp316
reading
slr
puma
academic-writing
ai-tools
ami
anthropic
bibliography
citation
dataset
drca
egi
elicit
fleeting-note
jira
literature-note
literature-review
moc
permanent-note
perplexity
prisma
project-management
prompting
rcoif
reading-method
research
research-methodology
research-tools
tawos
template
validity
zotero
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 — 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
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 abr 2026
LLM Wiki
permanent
method
dsr
research-paradigm
hevner
peffers
academic-writing
ai-tools
anthropic
architecture
artefact
bdd
benchmark
bias
carbon-footprint
code-review
codecarbon
cornell-notes
dataset
effort-estimation
elicit
ethics
finer
github
ict
issue-triage
jira
literature-review
llm
local-llm
metrics
moc
non-parametric
note-taking
ollama
permanent-note
perplexity
pipeline
precision-recall
prisma
project-management
quantitative-research
research
research-methodology
research-tools
sdd
semantic-scholar
slr
software-engineering
spec-driven-development
statistics
story-points
sustainability
tawos
triage
validity
wilcoxon
workflow
llm-wiki
01 mar 2026
⚙️ Git & GitHub Setup Guide — PUMA Vault
meta
git
github
setup
obsidian-git
academic-writing
issue-triage
literature-note
moc
obsidian
permanent-note
prompting
puma
rcoif
triage
vault
workflow
01 mar 2026
Recommended Obsidian Plugins — PUMA Vault
meta
plugins
obsidian
setup
academic-writing
api
architecture
backlog
baseline
bibliography
checklist
citation
dashboard
data-formats
dataset
devops
docker
evaluation
fleeting-note
github
gtd
jira
json
kanban
literature-note
navigation
permanent-note
research
research-tools
tawos
template
vault
workflow
zettelkasten
zotero
01 mar 2026
🎨 CSS Snippets & Obsidian Styling Guide
meta
css
snippets
obsidian
styling
bdd
critical-thinking
fleeting-note
gtd
hypothesis
literature-note
metrics
moc
permanent-note
precision-recall
red-teaming
research-methodology
vault
01 mar 2026
⚡ Quick Capture Log
inbox
capture
quick
academic-writing
fleeting-note
gtd
literature-note
literature-review
mistral
obsidian
permanent-note
research
slr
template
vault
01 mar 2026
📄 Papers — How to Add a New Paper
readme
papers
literature
guide
academic-writing
ai-tools
architecture
bias
code-review
cornell-notes
data-formats
drca
ethics
few-shot
github
gtd
hypothesis
index
issue-triage
json
literature-note
literature-review
llm
moc
note-taking
obsidian
permanent-note
perplexity
pipeline
planning
project-management
prompt-engineering
prompting
reasoning
research
research-methodology
research-tools
semantic-scholar
slr
software-engineering
template
triage
vault
workflow
zero-shot
zettelkasten
zotero
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
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
Issue Triage in Software Project Management
permanent
concept
triage
project-management
jira
priority
classification
academic-writing
agile
automation
baseline
bias
chain-of-thought
code-review
cot
critical-thinking
dataset
effort-estimation
ethics
evaluation
few-shot
github
glossary
gpt
hypothesis
ict
issue-triage
llm
metrics
moc
openai
permanent-note
planning
precision-recall
red-teaming
research
research-methodology
security
software-engineering
sprint
story-points
tawos
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
Design Science Research (DSR)
permanent
method
dsr
research-paradigm
hevner
peffers
academic-writing
ai-tools
anthropic
architecture
artefact
bdd
benchmark
bias
carbon-footprint
code-review
codecarbon
cornell-notes
dataset
effort-estimation
elicit
ethics
finer
github
ict
issue-triage
jira
literature-review
llm
local-llm
metrics
moc
non-parametric
note-taking
ollama
permanent-note
perplexity
pipeline
precision-recall
prisma
project-management
quantitative-research
research
research-methodology
research-tools
sdd
semantic-scholar
slr
software-engineering
spec-driven-development
statistics
story-points
sustainability
tawos
triage
validity
wilcoxon
workflow
01 mar 2026
Methods: Wilcoxon · FINER · Cornell
permanent
method
wilcoxon
statistics
finer
cornell
research-quality
academic-writing
ai-tools
anthropic
baseline
benchmark
bias
carbon-footprint
chain-of-thought
code-review
codecarbon
contextual-anchoring
cornell-notes
cot
dsr
effect-size
egi
elicit
ethics
evaluation
fairness
falsifiability
github
human-in-the-loop
hypothesis
ict
iipr
issue-triage
literature-review
llm
metrics
non-parametric
note-taking
obsidian
permanent-note
perplexity
pipeline
popper
precision-recall
prisma
privacy
project-management
prompting
python
rcoif
reasoning
research
research-methodology
research-tools
slr
software-engineering
sustainability
template
transformer
triage
vault
zotero
01 mar 2026
AMI — Autodiagnóstico y Mejora Iterativa
permanent
framework
prompting
ami
iteration
self-improvement
academic-writing
anthropic
drca
falsifiability
hypothesis
iipr
issue-triage
literature-review
llm
local-llm
ollama
permanent-note
popper
prompt-engineering
rcoif
research
research-methodology
sdd
slr
spec-driven-development
template
triage
validity
zettelkasten
01 mar 2026
EGI — Exploración Guiada Interactiva (Guided Interactive Exploration)
permanent
framework
prompting
egi
exploration
methodology
academic-writing
ami
anthropic
llm
permanent-note
project-management
rcoif
01 mar 2026
RCOIF — Role·Context·Objective·Instructions·Format
permanent
framework
prompting
rcoif
rcof
methodology
accuracy
ai-tools
ami
anthropic
benchmark
chain-of-thought
code-review
cot
dataset
drca
egi
github
hypothesis
iipr
issue-triage
llm
local-llm
metrics
moc
ollama
one-shot
permanent-note
perplexity
reasoning
research-methodology
software-engineering
template
triage
zero-shot
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
Prompt: Claude — EGI Guided Exploration
prompt
egi
exploration
panoramic-mapping
academic-writing
ami
anthropic
baseline
benchmark
bibliography
carbon-footprint
chain-of-thought
checklist
citation
codecarbon
cot
critical-thinking
dataset
drca
dsr
effort-estimation
evaluation
falsifiability
few-shot
gpt
hypothesis
ict
iipr
issue-triage
jira
literature-review
llama
llm
local-llm
meta
metrics
mistral
nlp
non-parametric
notebooklm
ollama
openai
permanent-note
planning
popper
precision-recall
project-management
prompt-template
prompting
rag
rcoif
reasoning
red-teaming
research
research-methodology
research-tools
retrieval
slr
software-engineering
statistics
story-points
sustainability
tawos
template
triage
validity
wilcoxon
zero-shot
zettelkasten
01 mar 2026
Workflow: Daily Research Routine
workflow
gtd
daily
routine
mit-student-method
academic-writing
ai-tools
anthropic
baseline
bdd
benchmark
carbon-footprint
checklist
code-review
codecarbon
cornell-notes
data-formats
dataset
dev-tools
drca
effect-size
evaluation
falsifiability
github
ide
index
json
literature-note
literature-review
local-llm
metrics
moc
non-parametric
note-taking
obsidian
ollama
permanent-note
perplexity
pipeline
planning
popper
precision-recall
prisma
prompt-engineering
prompting
python
rcoif
research
research-tools
rest-api
semantic-scholar
slr
statistics
sustainability
tdd
template
vault
wilcoxon
zotero