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@forgecat/orchestra-research_ai-research-skills | ForgeCat
forgecat
/
forgecat
/
orchestra-research_ai-research-skills
orchestra-research_ai-research-skills
Public
v0.1.4
$
npx forgecat install @forgecat/orchestra-research_ai-research-skills
Overview
Files
profile.yml
skills/
ai-research-skills/
0-autoresearch-skill/
references/
agent-continuity.md
progress-reporting.md
skill-routing.md
templates/
findings.md
progress-presentation.html
research-log.md
research-state.yaml
SKILL.md
01-model-architecture/
litgpt/
references/
custom-models.md
distributed-training.md
supported-models.md
training-recipes.md
SKILL.md
mamba/
references/
architecture-details.md
benchmarks.md
training-guide.md
SKILL.md
nanogpt/
references/
architecture.md
data.md
training.md
SKILL.md
rwkv/
references/
architecture-details.md
rwkv7.md
state-management.md
SKILL.md
torchtitan/
references/
checkpoint.md
custom-models.md
float8.md
fsdp.md
SKILL.md
02-tokenization/
huggingface-tokenizers/
references/
algorithms.md
integration.md
pipeline.md
training.md
SKILL.md
sentencepiece/
references/
algorithms.md
training.md
SKILL.md
03-fine-tuning/
axolotl/
references/
api.md
dataset-formats.md
index.md
other.md
SKILL.md
llama-factory/
references/
_images.md
advanced.md
getting_started.md
index.md
other.md
SKILL.md
peft/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
unsloth/
references/
index.md
llms-txt.md
llms.md
SKILL.md
04-mechanistic-interpretability/
nnsight/
references/
api.md
README.md
tutorials.md
SKILL.md
pyvene/
references/
api.md
README.md
tutorials.md
SKILL.md
saelens/
references/
api.md
README.md
tutorials.md
SKILL.md
transformer-lens/
references/
api.md
README.md
tutorials.md
SKILL.md
05-data-processing/
nemo-curator/
references/
deduplication.md
filtering.md
SKILL.md
ray-data/
references/
integration.md
transformations.md
SKILL.md
06-post-training/
grpo-rl-training/
examples/
reward_functions_library.py
templates/
basic_grpo_training.py
README.md
SKILL.md
miles/
references/
api-reference.md
troubleshooting.md
SKILL.md
openrlhf/
references/
algorithm-comparison.md
custom-rewards.md
hybrid-engine.md
multi-node-training.md
SKILL.md
simpo/
references/
datasets.md
hyperparameters.md
loss-functions.md
SKILL.md
slime/
references/
api-reference.md
troubleshooting.md
SKILL.md
torchforge/
references/
api-reference.md
troubleshooting.md
SKILL.md
trl-fine-tuning/
references/
dpo-variants.md
online-rl.md
reward-modeling.md
sft-training.md
SKILL.md
verl/
references/
api-reference.md
troubleshooting.md
SKILL.md
07-safety-alignment/
constitutional-ai/
SKILL.md
llamaguard/
SKILL.md
nemo-guardrails/
SKILL.md
prompt-guard/
SKILL.md
08-distributed-training/
accelerate/
references/
custom-plugins.md
megatron-integration.md
performance.md
SKILL.md
deepspeed/
references/
08.md
09.md
2020.md
2023.md
assets.md
index.md
mii.md
other.md
tutorials.md
SKILL.md
megatron-core/
references/
benchmarks.md
parallelism-guide.md
production-examples.md
training-recipes.md
SKILL.md
pytorch-fsdp2/
references/
pytorch_dcp_async_recipe.md
pytorch_dcp_overview.md
pytorch_dcp_recipe.md
pytorch_ddp_notes.md
pytorch_device_mesh_tutorial.md
pytorch_examples_fsdp2.md
pytorch_fsdp1_api.md
pytorch_fsdp2_tutorial.md
pytorch_fully_shard_api.md
pytorch_tp_tutorial.md
ray_train_fsdp2_example.md
torchtitan_fsdp_notes.md
SKILL.md
pytorch-lightning/
references/
callbacks.md
distributed.md
hyperparameter-tuning.md
SKILL.md
ray-train/
references/
multi-node.md
SKILL.md
09-infrastructure/
lambda-labs/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
modal/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
skypilot/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
10-optimization/
awq/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
bitsandbytes/
references/
memory-optimization.md
qlora-training.md
quantization-formats.md
SKILL.md
flash-attention/
references/
benchmarks.md
transformers-integration.md
SKILL.md
gguf/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
gptq/
references/
calibration.md
integration.md
troubleshooting.md
SKILL.md
hqq/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
ml-training-recipes/
references/
architecture.md
biomedical.md
domain-specific.md
experiment-loop.md
optimizers.md
scaling-and-selection.md
SKILL.md
11-evaluation/
bigcode-evaluation-harness/
references/
benchmarks.md
custom-tasks.md
issues.md
SKILL.md
lm-evaluation-harness/
references/
api-evaluation.md
benchmark-guide.md
custom-tasks.md
distributed-eval.md
SKILL.md
nemo-evaluator/
references/
adapter-system.md
configuration.md
custom-benchmarks.md
execution-backends.md
SKILL.md
12-inference-serving/
llama-cpp/
references/
optimization.md
quantization.md
server.md
SKILL.md
sglang/
references/
deployment.md
radix-attention.md
structured-generation.md
SKILL.md
tensorrt-llm/
references/
multi-gpu.md
optimization.md
serving.md
SKILL.md
vllm/
references/
optimization.md
quantization.md
server-deployment.md
troubleshooting.md
SKILL.md
13-mlops/
mlflow/
references/
deployment.md
model-registry.md
tracking.md
SKILL.md
swanlab/
references/
integrations.md
visualization.md
SKILL.md
tensorboard/
references/
integrations.md
profiling.md
visualization.md
SKILL.md
weights-and-biases/
references/
artifacts.md
integrations.md
sweeps.md
SKILL.md
14-agents/
a-evolve/
references/
api.md
architecture.md
design-patterns.md
examples.md
issues.md
README.md
releases.md
tutorials.md
SKILL.md
autogpt/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
crewai/
references/
flows.md
tools.md
troubleshooting.md
SKILL.md
langchain/
references/
agents.md
integration.md
rag.md
SKILL.md
llamaindex/
references/
agents.md
data_connectors.md
query_engines.md
SKILL.md
15-rag/
chroma/
references/
integration.md
SKILL.md
faiss/
references/
index_types.md
SKILL.md
pinecone/
references/
deployment.md
SKILL.md
qdrant/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
sentence-transformers/
references/
models.md
SKILL.md
16-prompt-engineering/
dspy/
references/
examples.md
modules.md
optimizers.md
SKILL.md
guidance/
references/
backends.md
constraints.md
examples.md
SKILL.md
instructor/
references/
examples.md
providers.md
validation.md
SKILL.md
outlines/
references/
backends.md
examples.md
json_generation.md
SKILL.md
17-observability/
langsmith/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
phoenix/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
18-multimodal/
audiocraft/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
blip-2/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
clip/
references/
applications.md
SKILL.md
cosmos-policy/
references/
libero-commands.md
robocasa-commands.md
SKILL.md
llava/
references/
training.md
SKILL.md
openpi/
references/
checkpoints-and-env-map.md
config-recipes.md
pytorch-gotchas.md
remote-client-pattern.md
training-debugging.md
SKILL.md
openvla-oft/
references/
aloha-workflow.md
config-troubleshooting.md
libero-workflow.md
paper-and-checkpoints.md
SKILL.md
segment-anything/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
stable-diffusion/
references/
advanced-usage.md
troubleshooting.md
SKILL.md
whisper/
references/
languages.md
SKILL.md
19-emerging-techniques/
knowledge-distillation/
references/
minillm.md
SKILL.md
long-context/
references/
extension_methods.md
fine_tuning.md
rope.md
SKILL.md
model-merging/
references/
evaluation.md
examples.md
methods.md
SKILL.md
model-pruning/
references/
wanda.md
SKILL.md
moe-training/
references/
architectures.md
inference.md
training.md
SKILL.md
speculative-decoding/
references/
lookahead.md
medusa.md
SKILL.md
20-ml-paper-writing/
academic-plotting/
references/
data-visualization.md
diagram-generation.md
style-guide.md
SKILL.md
ml-paper-writing/
references/
checklists.md
citation-workflow.md
reviewer-guidelines.md
sources.md
writing-guide.md
templates/
aaai2026/
aaai2026-unified-supp.tex
aaai2026-unified-template.tex
aaai2026.bib
aaai2026.bst
aaai2026.sty
README.md
acl/
acl_latex.tex
acl_lualatex.tex
acl_natbib.bst
acl.sty
anthology.bib.txt
custom.bib
formatting.md
README.md
colm2025/
colm2025_conference.bib
colm2025_conference.bst
colm2025_conference.pdf
colm2025_conference.sty
colm2025_conference.tex
fancyhdr.sty
math_commands.tex
natbib.sty
README.md
iclr2026/
fancyhdr.sty
iclr2026_conference.bib
iclr2026_conference.bst
iclr2026_conference.pdf
iclr2026_conference.sty
iclr2026_conference.tex
math_commands.tex
natbib.sty
icml2026/
algorithm.sty
algorithmic.sty
example_paper.bib
example_paper.pdf
example_paper.tex
fancyhdr.sty
icml_numpapers.pdf
icml2026.bst
icml2026.sty
neurips2025/
extra_pkgs.tex
main.tex
Makefile
neurips.sty
README.md
SKILL.md
presenting-conference-talks/
references/
slide-templates.md
SKILL.md
systems-paper-writing/
references/
checklist.md
reviewer-guidelines.md
section-blueprints.md
systems-conferences.md
writing-patterns.md
templates/
asplos2027/
main.tex
references.bib
nsdi2027/
main.tex
references.bib
usenix-2020-09.sty
osdi2026/
main.tex
references.bib
usenix-2020-09.sty
sosp2026/
main.tex
references.bib
SKILL.md
21-research-ideation/
brainstorming-research-ideas/
SKILL.md
creative-thinking-for-research/
SKILL.md
22-agent-native-research-artifact/
compiler/
references/
ara-schema.md
exploration-tree-spec.md
validation-checklist.md
SKILL.md
research-manager/
references/
event-taxonomy.md
provenance-tags.md
session-protocol.md
SKILL.md
rigor-reviewer/
references/
review-dimensions.md
SKILL.md
anthropic_official_docs/
best_practices.md
skills_overview.md
docs/
writing-assets/
ML_paper_guide.md
ml_paper_writing_sources.md
christmas-tree.svg
npm-package-plan.md
npm-package-ux-mockup.html
ROADMAP.md
SKILL_CREATION_GUIDE.md
SKILL_TEMPLATE.md
skills.png
tech-tree.svg
CITATION.cff
CONTRIBUTING.md
WELCOME.md
CLAUDE.md
LICENSE
README.md
profile.yml
Tags
None
Creator
forgecat
View Creator
Repository
Orchestra-Research/AI-Research-SKILLs
Details
Installs
17
Version
0.1.4
Visibility
Public
License
MIT
Created
6/12/2026
Updated
6/12/2026
Platforms
claude-code
codex
cursor
Models
Dependencies
None
Security
Source Integrity
Danger
Agent Intent
Caution
Permissions
Safe
MCP Risk
Safe
Evaluated 6/12/2026
View full report →