fluent
AGENTS.md125 starsChanged 12 days agoApache-2.0View on GitHub
These instructions define how Coding Agents should assist with this project. Use the fluent to build the fluent. For non-trivial code, documentation, skill, expertise, or behavior changes, follow the fluent skill and go through the Fluent lifecycle: brief, behaviors, approach, plan, execution, review, and land. Do not implement substantial product/code changes directly on main. Use Fluent Work Items and Attempts for delegated build work that needs isolation, reviewers, and merging. The Work model path is: Work Item, Attempt, Task, Workspace,…
- Installs packages
Where files are headingNew AGENTS.md files have more rules about keeping secrets out of the code, and fewer about code style.
Of the AGENTS.md files we read, the 31,774 first seen in the last six months, against the older ones: the kind of rule that gained most share, and the kind that lost most. About files like this in general, not this one, and an estimate, since a kind is a pattern in the words.
In this repository6 other files it gives its agents.
- fluentSkill
- review-architectureSkill
- review-behaviorsSkill
- review-documentationSkill
- review-skillsSkill
- review-testsSkill
The file
Show its rules and text
We split this AGENTS.md into the rules it gives an agent
25 rules. About 0 are common, 17 are distinctive, and 8 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈17
Distinctive · estimate
This author's own choices. Worth a look.
8
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 7
Use the fluent to build the fluent.
- Very specific: line 12
Do not implement substantial product/code changes directly on main.
- Very specific: line 13
Use Fluent Work Items and Attempts for delegated build work that needs isolation, reviewers, and merging.
- Distinctive: line 23
Do not meddle with live execution state directly: branches, worktrees, statuses, session artifacts, and merging state belong to the …
- Distinctive: line 27
Keep main available as a stable integration branch for Work to rebase from and merge into.
- Very specific: line 31
Use fluent observations add to record future work and lessons.
- Distinctive: line 40
Use imperative mood and active voice
- Distinctive: line 41
Start with a verb: "Add", "Fix", "Update", "Remove", "Refactor"
- Distinctive: line 44
Do not end with a period
- Distinctive: line 49
Use "Improve" over "Fix" when the change enhances something that was working but could be better.
- Distinctive: line 54
Use bullet points (- prefix) for listing changes
- Distinctive: line 57
Do not reference the process: no "from review run," "based on reviewer feedback," or "as part of run X"
- Distinctive: line 61
Do not add Co-Authored-By trailers
- Very specific: line 62
Do not reference run IDs, review artifacts, or fluent internals
- Distinctive: line 63
Do not include counts or statistics: "fix 12 issues," "remove 3,000 lines," "update 47 files." The diff shows the numbers.
- Distinctive: line 73
If the fast-forward fails, rebase the branch again and retry
- Very specific: line 77
When asked to install the local Fluent binary, build the release binary and install it to the PATH-preferred user location:
- Very specific: line 86
Do not use cargo install --path .
- Distinctive: line 92
Don't create too many summary documents and markdown files.
- Distinctive: line 96
Start with plain language.
- Very specific: line 99
Avoid inventing names or metaphors for concepts that already have a clear description.
- Distinctive: line 105
Before asking the user for a decision or explaining a recommendation, make the message self-contained.
- Distinctive: line 112
When writing comments, docstrings, commit messages, or documentation, prefer active verb phrases over
- Distinctive: line 131
When describing what a module or function does, prefer infinitive phrases:
- Distinctive: line 155
If you can ask "Who does what?" and rewrite to answer that question with a subject and verb, use the active form.
≈ “Common” is an estimate: at least 1 in 5 of the 40,246 AGENTS.md files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Instructions for Coding Agents
These instructions define how Coding Agents should assist with this project.
Fluent workflow
Use the fluent to build the fluent. For non-trivial code,
documentation, skill, expertise, or behavior changes, follow the
fluent skill and go through the Fluent lifecycle:
brief, behaviors, approach, plan, execution, review, and land.
Do not implement substantial product/code changes directly on main.
Use Fluent Work Items and Attempts for delegated build work that needs
isolation, reviewers, and merging. The Work model path is: Work Item,
Attempt, Task, Workspace, and Merge Candidate.
Conversation agents may edit Fluent planning and memory state directly when they are collaborating with the user in the discussion loop: observations, briefs, behavior drafts, approaches, plans, lightweight curation, and similar durable notes. These edits are part of shaping work, not delegated execution.
Do not meddle with live execution state directly: branches, worktrees, statuses, session artifacts, and merging state belong to the execution system. Modify them only during explicit recovery with the user.
Keep main available as a stable integration branch for Work to rebase
from and merge into. If conversation-state edits could overlap with
active Work or merging, make them on a lightweight discussion branch
or worktree and land them separately instead of dirtying main.
Use fluent observations add to record future work and lessons.
Open observations live as one file per entry under
.fluent/observations/; resolved ones move to
.fluent/observations/resolved/. Inspect with fluent
observations list and fluent observations show <id>.
Commit messages
Subject line
- Use imperative mood and active voice
- Start with a verb: "Add", "Fix", "Update", "Remove", "Refactor"
- Keep under 50 characters
- Capitalize the first letter
- Do not end with a period
- Describe the change, not the process that led to it
- Good: "Fix sandbox worktree binding"
- Bad: "Run review and fix issues found"
- Bad: "Address reviewer findings"
- Use "Improve" over "Fix" when the change enhances something that was working but could be better. "Fix" implies it was broken.
Body
- Separate from the subject with a blank line
- Use bullet points (- prefix) for listing changes
- Wrap at 72 characters
- Explain what changed and why, not how
- Do not reference the process: no "from review run," "based on reviewer feedback," or "as part of run X"
Prohibited
- Do not add Co-Authored-By trailers
- Do not reference run IDs, review artifacts, or fluent internals
- Do not include counts or statistics: "fix 12 issues," "remove 3,000 lines," "update 47 files." The diff shows the numbers. The message describes the change.
Linear history
Maintain a linear commit history — never create merge commits.
- Rebase feature branches onto main before merging:
git rebase main - Fast-forward merge only:
git merge --ff-only <branch> - If the fast-forward fails, rebase the branch again and retry
Installing Fluent
When asked to install the local Fluent binary, build the release binary and install it to the PATH-preferred user location:
cargo build --release
install -m 0755 target/release/fluent /Users/mrinal/.local/bin/fluent
fluent versionDo not use cargo install --path . for this repository unless the user
explicitly asks for it; that installs to Cargo's bin directory, while
this environment resolves /Users/mrinal/.local/bin/fluent first.
Documentation
- Don't create too many summary documents and markdown files.
Use clear, self-contained language
Start with plain language. Use established programming terms when they make the explanation more precise, and define them when the reader may not know them.
Avoid inventing names or metaphors for concepts that already have a clear description. Use existing project terminology consistently. When a Fluent-specific term is necessary, explain it in one short sentence before using it. Prefer “the current blocker and next safe action” over undefined shorthand such as “frontier.”
Before asking the user for a decision or explaining a recommendation, make the message self-contained. State the goal, relevant earlier decisions, current state, important evidence, the blocker or tradeoff, and the exact question or next step. Do not assume the user remembers earlier messages.
Use active verb forms
When writing comments, docstrings, commit messages, or documentation, prefer active verb phrases over nominalized noun phrases.
Active verbs are clearer, more direct, and easier to scan. They specify who or what performs the action and reduce ambiguity.
Examples
| Avoid (nominalized) | Prefer (active) |
| User authentication handling | Authenticate users |
| WebSocket connection management | Manage WebSocket connections |
| Error logging and reporting | Log and report errors |
| Data validation | Validate data |
| Cache invalidation | Invalidate cache |
| Request processing | Process requests |
Prefer "to + verb" over "for + gerund"
When describing what a module or function does, prefer infinitive phrases:
| Avoid | Prefer |
| "provides functions for extracting audio" | "provides functions to extract audio" |
| "for downloading and uploading files" | "to download and upload files" |
| "for managing webhooks" | "to manage webhooks" |
Where this applies
- Function and method docstrings
- TODO comments
- Commit messages
- PR descriptions
- README sections
- Inline comments explaining intent
Exceptions
Nominalized forms are acceptable for class names (ConnectionManager, RequestHandler), module names,
category labels in structured docs, and domain terms where the noun form is canonical.
Quick test
If you can ask "Who does what?" and rewrite to answer that question with a subject and verb, use the active form.
Interactive commands
Some git commands open an interactive pager that blocks terminal execution. Always pipe output to prevent blocking:
# Use these patterns to avoid blocking
git log --oneline -10 | cat
git diff | cat
git diff --stat | cat
git show | cat
git branch -a | cat
# Or use --no-pager flag
git --no-pager log --oneline -10
git --no-pager diffDoes it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

