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Documentation Index

Fetch the complete documentation index at: https://mintlify.com/getcompanion-ai/feynman/llms.txt

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Slash commands are available inside the Feynman REPL. They map to research workflows, project management tools, agent delegation utilities, and bundled package capabilities. Type /help inside the REPL for the live command list, which reflects your installed packages and may include additional commands.

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Research workflows

These are the primary commands you will use day-to-day. Each workflow dispatches one or more specialized subagents (researcher, reviewer, writer, verifier) depending on the task.
CommandArgsDescriptionProduces
/deepresearch <topic><topic>Run a thorough, source-heavy investigation on a topic and produce a durable research brief with inline citationsoutputs/<slug>.md + outputs/<slug>.provenance.md
/lit <topic><topic>Run a literature review using paper search and primary-source synthesisoutputs/<slug>.md + provenance sidecar
/review <artifact><artifact>Simulate an AI research peer review with likely objections, severity grading, and a concrete revision planoutputs/<slug>-review.md
/audit <item><item>Compare a paper’s claims against its public codebase and identify mismatches, omissions, and reproducibility risksoutputs/<slug>-audit.md
/replicate <paper><paper>Plan or execute a replication workflow for a paper, claim, or benchmarkReplication plan, scripts, and results on disk
/compare <topic><topic>Compare multiple sources on a topic and produce a source-grounded matrix of agreements, disagreements, and confidenceoutputs/<slug>-comparison.md
/draft <topic><topic>Turn research findings into a polished paper-style draft with equations, sections, and explicit claimspapers/<slug>.md
/autoresearch <idea><idea>Autonomous experiment loop — try ideas, measure results, keep what works, discard what doesn’t, repeatIteration log and autoresearch.md session state
/watch <topic><topic>Set up a recurring or deferred research watch on a topic, company, paper area, or product surfaceoutputs/<slug>-baseline.md + scheduled follow-up
All research workflow slash commands can also be invoked directly from the CLI — for example, feynman deepresearch "topic". See CLI Commands for details.

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Workflow details

Runs a multi-round research sweep using parallel researcher subagents, then synthesizes findings into a cited and verified brief. Each run produces a plan artifact, intermediate research files, a draft, and a final cited output with a provenance sidecar.The workflow always presents a plan and asks for confirmation before starting. For unattended execution, ask Feynman to run it asynchronously.
/deepresearch mechanistic interpretability in transformers
Searches papers and primary sources, then produces a structured literature review separating consensus, disagreements, and open questions. Uses the researcher, verifier, and reviewer subagents.
/lit diffusion models for protein structure prediction
Evaluates an artifact (paper, draft, or output file) against research quality criteria: novelty, empirical rigor, baselines, and reproducibility. Returns severity-graded feedback and a revision plan.
/review outputs/my-draft.md
Compares a paper’s stated methods, defaults, and reported metrics against its actual public codebase. Flags missing code, mismatches, ambiguous defaults, and reproduction risks.
/audit 2401.12345
/audit https://arxiv.org/abs/2401.12345
Extracts implementation details from a paper and produces a structured replication plan. If you choose an execution environment (local, venv, Docker, Modal, RunPod), it implements and runs the steps there. Requires explicit environment confirmation before executing any code.
/replicate GPT-4 MMLU few-shot benchmark
Gathers source material across multiple papers, posts, or repositories and builds a comparison matrix covering key claims, evidence types, caveats, and confidence levels. Generates charts for quantitative comparisons.
/compare LoRA vs full fine-tuning for instruction following
Writes a structured paper from research findings. Includes title, abstract, problem statement, related work, method or synthesis, evidence, limitations, and conclusion. Uses LaTeX for equations and pi-charts for data figures.
/draft scaling laws for retrieval-augmented generation
Iteratively tries ideas against a benchmark metric, keeps improvements, reverts regressions, and logs every iteration. Collects metric name, benchmark command, scope, and max iterations before starting. Supports local, venv, Docker, Modal, and RunPod environments.
/autoresearch minimize test suite runtime
/autoresearch off       # Stop the loop, keep data
/autoresearch clear     # Delete all state
Runs a baseline sweep on a topic and schedules a recurring or deferred follow-up using schedule_prompt. Useful for tracking a research area, company, or paper cluster over time.
/watch llm reasoning benchmark progress

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Project and session

CommandDescription
/helpShow grouped Feynman commands and prefill the editor with a selected command
/initBootstrap AGENTS.md and session-log folders for a new research project
/outputsBrowse all research artifacts (papers, outputs, experiments, notes)
/jobsInspect active background research work — running processes and scheduled follow-ups
/logWrite a durable session log with completed work, findings, open questions, and next steps

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Agents and delegation

These commands are provided by the Pi agent runtime and enable multi-agent workflows inside the REPL.
CommandUsageDescription
/agents/agentsList available subagents
/run/run <agent> <task>Delegate a task to a named subagent
/chain/chain agent1 -> agent2Run agents in sequence, passing output forward
/parallel/parallel agent1 -> agent2Run agents concurrently
Feynman ships four bundled research subagents: researcher, reviewer, writer, and verifier. These are defined in .feynman/agents/ and synced at startup. 
/run researcher "Gather recent papers on speculative decoding"
/chain researcher -> writer
/parallel researcher -> reviewer

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Bundled package commands

These commands are provided by core Pi packages bundled with every Feynman installation.
CommandUsageDescription
/ps/psList active background processes and experiments
/schedule-prompt/schedule-promptSchedule a deferred or recurring prompt
/search/searchSearch prior session transcripts (requires session-search package)
/preview/previewPreview the current artifact as rendered HTML or PDF
/new/newStart a new session
/quit/quitExit the REPL
/exit/exitExit the REPL
/preview requires pandoc. Run feynman --setup-preview or feynman setup to install it.

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