docs(review): Python adaptation files for clean-code, solid and code-review

The canonical Python stack has been pinned in ~/dev/.context/AGENT.md since
local-dev v0.3.1, and three skills still had Go examples with no Python
counterpart. Following the structure #18 settled on, and the existing
solid/references/go-adaptation.md precedent, each gets a reference file rather
than inline dilution of the primary doc.

The stack table itself is NOT copied into any of them — each cites AGENT.md as
its home. This repo spent today learning what a second copy of a fact costs.

Content is the part a linter cannot give you:

- clean-code: `raise X from e` as the analogue of `%w` error wrapping, dataclass
  over `dict[str, Any]`, and the two traps where the broken version reads
  tidier — mutable default arguments, and `if not amount:` for a value where
  zero is legitimate.
- solid: `Protocol` over `ABC`, defined at the consumer, which is what makes DIP
  real in Python; plus what does NOT carry over from the Go rewrite (return
  structs/accept interfaces, embedding, package-as-deployment-unit).
- code-review: a Python anti-pattern table parallel to the Go one, opening with
  the rule that a finding ruff or mypy already catches is not a review comment,
  it is a question about why the gate is not running.

Refs #20
Bump-Type: minor

.claude-plugin/plugin.json

@@ -1,7 +1,7 @@
 {
   "name": "skills",
   "description": "Mathias's engineering skills library, plus the hooks and MCP servers that make it enforceable: TDD, clean code, debugging, specs, discovery, CI, and secret hygiene.",
-  "version": "0.11.0",
+  "version": "0.12.1",
   "author": {
     "name": "Mathias",
     "url": "https://git.d-ma.be/mathias"

skills/clean-code/SKILL.md

@@ -281,5 +281,6 @@ During refactoring:
 
 - `references/clean-code.md` — detailed naming rules, object calisthenics
 - `references/code-smells.md` — comprehensive smell catalog with examples
+- `references/python-adaptation.md` — Python conventions: error chaining, dataclasses, the truthiness trap
 - Load `solid` skill for SOLID principles with Go examples
 - Load `refactoring` skill for systematic refactoring techniques

skills/clean-code/references/python-adaptation.md

@@ -0,0 +1,104 @@
+# Clean Code: Python Adaptation
+
+The principles in `SKILL.md` are language-agnostic. This file covers the places where
+Python's idioms differ from the Go examples, and where following the Go shape produces
+bad Python.
+
+The canonical stack (ruff, mypy --strict, pytest, uv, pydantic-settings, src-layout)
+lives in `~/dev/.context/AGENT.md` and is not restated here — one source of truth, and
+it is not this file.
+
+## Reveal intent with types, not comments
+
+`mypy --strict` is the Python analogue of Go's compiler, and it is non-negotiable for
+the same reason: a type is a claim the machine checks, and a comment is a claim nobody
+checks. Two consequences for clean code specifically:
+
+- **`Any` is a hole in the argument.** Each one says "the reader is on their own here".
+  If a value is genuinely polymorphic, say so precisely — `Protocol`, a union, a
+  `TypeVar` — rather than surrendering.
+- **A `# type: ignore` needs the error code and a reason**: `# type: ignore[arg-type]  #
+  boto3 stubs lag the API`. A bare ignore is an unexplained exception to a rule the rest
+  of the file follows.
+
+## Errors: chain them, never swallow them
+
+Go's `fmt.Errorf("operation: %w", err)` is `raise` with `from`:
+
+```python
+# Bad — the original cause is gone, and so is the stack that produced it
+try:
+    row = fetch(invoice_id)
+except KeyError:
+    raise InvoiceNotFound(invoice_id)
+
+# Good — the chain survives; the traceback shows both
+try:
+    row = fetch(invoice_id)
+except KeyError as e:
+    raise InvoiceNotFound(invoice_id) from e
+```
+
+Two rules with no exceptions:
+
+- **Never bare `except:`.** It catches `KeyboardInterrupt` and `SystemExit` too, so it
+  turns Ctrl-C into a swallowed error. `except Exception` if you truly mean everything.
+- **Never a silent `pass`.** An exception handler that does nothing is a decision to
+  ignore a failure; if that is genuinely right, the handler needs a comment saying why,
+  and usually a log line. Most of the time it is a bug being stored for later.
+
+## Data classes over dicts
+
+A `dict[str, Any]` passed between functions is Go's `map[string]interface{}` — every
+reader has to reconstruct the shape from the code that writes it.
+
+```python
+# Bad: shape known only by reading every producer
+def total(invoice: dict[str, Any]) -> int: ...
+
+# Good: shape declared once, checked everywhere
+@dataclass(frozen=True, slots=True)
+class Invoice:
+    id: InvoiceId
+    lines: tuple[Line, ...]
+    currency: str  # ISO 4217
+
+def total(invoice: Invoice) -> Money: ...
+```
+
+`frozen=True` where the value is conceptually immutable — it makes accidental mutation
+an error rather than a surprise at a distance. Use `pydantic` models at the *boundary*
+(env config, HTTP payloads) where validation is the point, and dataclasses inside,
+where validation has already happened.
+
+## Two Python-specific traps that read as clean code
+
+**Mutable default arguments** are evaluated once, at definition:
+
+```python
+def add_line(line: Line, lines: list[Line] = []) -> list[Line]:  # shared across calls
+```
+
+Use `None` and build inside. Ruff catches this (`B006`); the point of naming it here is
+that the broken version looks tidier than the correct one.
+
+**Truthiness is not presence.** `if not amount:` is true for `0`, `0.0`, `""`, `[]` and
+`None` alike. For anything where zero is a legitimate value — money, counts, offsets —
+write `if amount is None:`. This is the single most common way a Python function
+silently mishandles a valid input.
+
+## Structure
+
+- `src/` layout, `pyproject.toml` only. A flat layout lets tests import the working
+  directory instead of the installed package, so the suite passes on a package that
+  cannot actually be installed.
+- Module names are the unit of cohesion, as Go packages are. `utils.py` is the Python
+  spelling of a god package: it has no reason to change because it has no subject.
+- Prefer functions to classes with one method. A class whose only job is to hold
+  constructor arguments and expose `run()` is a closure with ceremony.
+
+## See also
+
+- `references/clean-code.md` — the language-agnostic practices
+- `references/code-smells.md` — the smell catalogue, all of which apply here
+- `tdd/references/python.md` — the test-side conventions

skills/code-review/SKILL.md

@@ -279,6 +279,8 @@ treats `pass` as success, `fail` as failure, `skip` as neither.
 
 ## References
 
+- `references/python-adaptation.md` — the Python anti-pattern table, and what ruff/mypy
+  should have caught before review
 - `clean-code/references/code-smells.md` — comprehensive smell catalog
 - Load `refactoring` skill when recommending fixes
 - Load `test-design` skill for reviewing test quality

skills/code-review/references/python-adaptation.md

@@ -0,0 +1,60 @@
+# Code Review: Python Anti-Patterns
+
+`SKILL.md` carries the Go anti-pattern table. This is the Python one. The review
+process, severity classification and output format above it are language-neutral and
+apply unchanged.
+
+Canonical stack in `~/dev/.context/AGENT.md`. Two gates decide most of this file:
+`ruff` and `mypy --strict`. **If a finding is something ruff or mypy already catches,
+the review comment is not "fix this line" — it is "why is the gate not running?"**
+
+## The table
+
+| Anti-pattern | What to look for | Why it matters |
+|---|---|---|
+| Bare `except:` | `except:` with no exception class | Swallows `KeyboardInterrupt` and `SystemExit`; Ctrl-C stops working |
+| Silent `pass` | `except X: pass` with no comment | A decision to ignore a failure, recorded nowhere |
+| Lost cause | `raise Y(...)` inside `except X as e` with no `from e` | Traceback loses the original failure — the Python analogue of a naked `fmt.Errorf` |
+| Mutable default | `def f(x, acc=[])` or `={}` | Evaluated once at definition; state leaks between calls |
+| Truthiness for presence | `if not amount:` where `0` is valid | Silently mishandles zero, empty string, empty list |
+| `Any` as an escape | `Any` in a signature that could be `Protocol`/union/`TypeVar` | Removes exactly the checking `--strict` was adopted for |
+| Unexplained ignore | bare `# type: ignore` | No error code, no reason; permanent by default |
+| `assert` in production code | `assert user.is_admin` outside tests | `python -O` strips asserts — the check vanishes in a tuned deployment |
+| Import-time side effects | connections, env reads, or I/O at module scope | Cannot be injected, cannot be tested, ordering-dependent |
+| Sync I/O in `async def` | `requests.get`, `time.sleep`, blocking file reads | Blocks the whole event loop; looks concurrent, is not |
+| Un-awaited coroutine | a call to an `async def` with no `await` | Silently does nothing; "coroutine was never awaited" is a warning, not an error |
+| `float` for money | `float` amounts, `round()` on currency | `0.1 + 0.2 != 0.3`; use `Decimal` or int minor units |
+| Broad `Exception` re-raise | `except Exception` around a whole function body | Turns a specific failure into an unclassifiable one |
+| Mutating a shared default/global | module-level `list`/`dict` mutated by functions | The Python spelling of shared mutable state |
+| `dict[str, Any]` as a domain type | dicts passed between layers | Shape known only by reading every producer; use a dataclass |
+| Star imports | `from x import *` | Breaks `--strict`, hides shadowing, defeats grep |
+| `os.path` string surgery | manual path joining, `+ "/"` | `pathlib` exists and is correct on every platform |
+| `subprocess(..., shell=True)` with interpolation | f-strings into a shell command | Injection; pass a list, no shell |
+
+## What to check that a linter cannot
+
+- **Does the test suite assert the failure mode, or only the happy path?** `pytest.raises`
+  with no `match=` accepts any message, including one from an unrelated bug.
+- **Are fixtures doing real work?** A `conftest.py` fixture with a `session` scope and
+  mutable state couples every test that touches it; failures then depend on ordering.
+- **Is the mock mocking a boundary or a collaborator you own?** The latter tests the mock.
+- **Does the type say what the code means?** `-> dict` and `-> tuple[int, int]` both pass
+  `--strict` and both tell the reader nothing. A named type is a review comment worth
+  making.
+- **Would `--strict` actually run on this file?** Check for a per-module override in
+  `pyproject.toml` silently exempting it. An exemption nobody revisits is a hole with a
+  changelog entry.
+
+## Severity in this context
+
+- **Blocking:** anything in the table above under security or correctness — `shell=True`
+  interpolation, `assert` as an authorization check, `float` money, sync I/O in async.
+- **Should fix:** typing escapes (`Any`, unexplained ignores), mutable defaults,
+  truthiness-for-presence.
+- **Consider:** structural comments — dataclass instead of dict, narrower Protocol.
+
+## See also
+
+- `clean-code/references/python-adaptation.md` — the style-level conventions
+- `solid/references/python-adaptation.md` — Protocol over ABC, DIP in Python
+- `tdd/references/python.md` — the test-side conventions this review checks against

skills/solid/SKILL.md

@@ -258,5 +258,6 @@ Domain types know nothing about HTTP, SQL, or external APIs.
 
 - `references/solid-principles.md` — canonical SOLID reference with TypeScript examples
 - `references/go-adaptation.md` — this workspace's Go-specific rewrite of each principle
+- `references/python-adaptation.md` — the Python rewrite: Protocol over ABC, and what does not carry over from Go
 - Load `clean-code` skill for naming and structure
 - Load `code-review` skill for detecting violations during review

skills/solid/references/python-adaptation.md

@@ -0,0 +1,104 @@
+# SOLID Principles: Python Adaptation
+
+`references/go-adaptation.md` rewrites each principle for Go. This file does the same
+for Python, and marks the places where the Go rewrite's advice does *not* carry over.
+
+The canonical Python stack lives in `~/dev/.context/AGENT.md`; it is not restated here.
+
+## The one idea that changes everything: `Protocol`
+
+Go's interfaces are structural — a type satisfies one by having the methods, with no
+declaration. Python has the same thing since 3.8, and it is the right default:
+
+```python
+from typing import Protocol
+
+class InvoiceStore(Protocol):
+    def get(self, invoice_id: InvoiceId) -> Invoice: ...
+    def save(self, invoice: Invoice) -> None: ...
+```
+
+- **Define the Protocol where it is *consumed*, not where it is implemented.** This is
+  Go's "accept interfaces, return structs" and it is what makes DIP real: the high-level
+  module owns the abstraction, and the adapter depends on it rather than the reverse.
+- **Prefer `Protocol` to `ABC`.** An ABC forces implementers to inherit, which couples
+  them to your package and makes a third-party class impossible to adapt without a
+  wrapper. Use an ABC only when you genuinely need shared implementation, not just a
+  contract.
+- Add `@runtime_checkable` only if you actually call `isinstance` — and if you are
+  calling `isinstance` against a Protocol, check whether the real problem is a missing
+  polymorphic method (an LSP smell).
+
+## S — Single Responsibility
+
+Same as Go: the unit is the module, not just the class. `utils.py` is the Python god
+package — it cannot have one reason to change because it has no subject.
+
+Python-specific tell: a class whose `__init__` stores arguments and whose only other
+method is `run()` or `execute()`. That is a function with ceremony. Write the function.
+
+## O — Open/Closed
+
+Extension in Python usually means **passing behaviour in**, not subclassing:
+
+```python
+# Closed for modification: adding a rule does not touch this function
+def apply_rules(invoice: Invoice, rules: Sequence[Rule]) -> Invoice: ...
+```
+
+`functools.singledispatch` is the idiomatic open extension point when dispatch is on
+type and the set of types grows outside your module. Beware the alternative that looks
+Pythonic and is not: monkey-patching is modification pretending to be extension, and it
+is invisible at the call site.
+
+## L — Liskov
+
+The Python-specific violation is **signature widening/narrowing that the type checker
+would catch if you let it**. Under `mypy --strict`, an override that narrows a parameter
+type or widens a return type is an error — which means most LSP violations in Python are
+type errors you chose not to see. This is the strongest argument for `--strict` in a
+design document rather than a style one.
+
+Raising a *new* exception type in an override is the violation `mypy` will not catch:
+callers wrote `except StoreError`, and your subclass raises `TimeoutError`. Exceptions
+are part of the contract; Python just will not check them for you.
+
+## I — Interface Segregation
+
+Protocols make this cheap: define the narrow one you need at the call site.
+
+```python
+class InvoiceReader(Protocol):
+    def get(self, invoice_id: InvoiceId) -> Invoice: ...
+```
+
+A function that only reads should accept `InvoiceReader`, not the full `InvoiceStore`.
+The test double then implements one method instead of eight, which is the practical
+payoff and the reason this principle survives contact with real code.
+
+## D — Dependency Inversion
+
+Constructor injection, exactly as in Go. Two Python-specific hazards:
+
+- **Import-time side effects are hidden dependencies.** A module that opens a database
+  connection or reads an env var at import has a dependency nothing can inject and no
+  test can replace. Configuration belongs in `pydantic-settings` objects passed in.
+- **Default arguments are compile-time bindings.** `def send(client: Client = Client())`
+  constructs the default once, at definition, and welds it to every caller. Default to
+  `None` and construct inside, or require it.
+
+## What does not carry over from the Go rewrite
+
+- **"Return structs, accept interfaces"** — the returning half is about Go's zero values
+  and nil interfaces. In Python, returning a Protocol type is fine and often better.
+- **Small interfaces because of embedding** — Python has no embedding; composition is
+  explicit delegation, which is more verbose but reads honestly.
+- **Package-level responsibility as the unit of deployment** — Python packaging is much
+  looser. The module boundary is still the right unit for *reasoning*, but do not expect
+  it to be enforced.
+
+## See also
+
+- `references/solid-principles.md` — the canonical, language-neutral reference
+- `references/go-adaptation.md` — the Go rewrite; contrast is instructive
+- `clean-code/references/python-adaptation.md` — style-level Python conventions

skills/superpowers-brainstorming/spec-document-reviewer-prompt.md

@@ -7,7 +7,7 @@ Use this template when dispatching a spec document reviewer subagent.
 **Dispatch after:** Spec document is written to docs/superpowers/specs/
 
 ```
-Task tool (general-purpose):
+Agent tool (`subagent_type: "general-purpose"`):
   description: "Review spec document"
   prompt: |
     You are a spec document reviewer. Verify this spec is complete and ready for planning.

skills/superpowers-dispatching-parallel-agents/SKILL.md

@@ -68,13 +68,30 @@ Each agent gets:
 
 ### 3. Dispatch in Parallel
 
-```typescript
+Issue every dispatch in **one** message — several `Agent` tool uses in a single
-// In Claude Code / AI environment
+assistant turn run concurrently; one per turn runs them in series.
-Task("Fix agent-tool-abort.test.ts failures")
+
-Task("Fix batch-completion-behavior.test.ts failures")
-Task("Fix tool-approval-race-conditions.test.ts failures")
-// All three run concurrently
 ```
+Agent(description: "fix abort tests",   subagent_type: "general-purpose", prompt: ...)
+Agent(description: "fix batch tests",   subagent_type: "general-purpose", prompt: ...)
+Agent(description: "fix approval tests", subagent_type: "general-purpose", prompt: ...)
+```
+
+Options that matter for this pattern:
+
+- `run_in_background: true` (the default) returns immediately and notifies on
+  completion. Set it to `false` only when your very next action depends on the result.
+- `isolation: "worktree"` gives an agent its own git worktree. Use it whenever two
+  agents might touch the same files — parallel writers to one tree is the failure this
+  skill's independence rule exists to avoid, and a worktree makes it structural rather
+  than a matter of discipline.
+- `model` overrides the model per agent; cheap mechanical fan-out does not need the
+  same model as the reasoning that planned it.
+
+For a fan-out with real structure — phases, a verify pass per finding, fan-in — the
+`Workflow` tool expresses it directly with `agent()`, `parallel()` and `pipeline()`.
+It spawns many agents and costs accordingly, so it runs **only on explicit opt-in from
+the operator**; do not reach for it just because a task looks parallel.
 
 ### 4. Review and Integrate
 

skills/superpowers-executing-plans/SKILL.md

@@ -14,14 +14,16 @@ Load plan, review critically, execute all tasks, report when complete.
 
 **Announce at start:** "I'm using the executing-plans skill to implement this plan."
 
-**Note:** Tell your human partner that Superpowers works much better with access to subagents. The quality of its work will be significantly higher if run on a platform with subagent support (such as Claude Code or Codex). If subagents are available, use superpowers:subagent-driven-development instead of this skill.
+**Note:** This skill is the fallback for harnesses with no subagents. Claude Code has
+them — the `Agent` tool — so on this fleet prefer `superpowers-subagent-driven-development`
+and use this skill only where `Agent` is genuinely unavailable (Crush, Pi, OpenCode).
 
 ## The Process
 
 ### Step 1: Load and Review Plan
 1. Read plan file
 2. Review critically - identify any questions or concerns about the plan
-3. If concerns: Raise them with your human partner before starting
+3. If concerns: Raise them with the operator before starting
 4. If no concerns: Create TodoWrite and proceed
 
 ### Step 2: Execute Tasks

skills/superpowers-receiving-code-review/SKILL.md

@@ -54,7 +54,7 @@ WHY: Items may be related. Partial understanding = wrong implementation.
 
 **Example:**
 ```
-your human partner: "Fix 1-6"
+the operator: "Fix 1-6"
 You understand 1,2,3,6. Unclear on 4,5.
 
 ❌ WRONG: Implement 1,2,3,6 now, ask about 4,5 later
@@ -63,7 +63,7 @@ You understand 1,2,3,6. Unclear on 4,5.
 
 ## Source-Specific Handling
 
-### From your human partner
+### From the operator
 - **Trusted** - implement after understanding
 - **Still ask** if scope unclear
 - **No performative agreement**
@@ -84,11 +84,11 @@ IF suggestion seems wrong:
 IF can't easily verify:
   Say so: "I can't verify this without [X]. Should I [investigate/ask/proceed]?"
 
-IF conflicts with your human partner's prior decisions:
+IF conflicts with the operator's prior decisions:
-  Stop and discuss with your human partner first
+  Stop and discuss with the operator first
 ```
 
-**your human partner's rule:** "External feedback - be skeptical, but check carefully"
+**the operator's rule:** "External feedback - be skeptical, but check carefully"
 
 ## YAGNI Check for "Professional" Features
 
@@ -100,7 +100,7 @@ IF reviewer suggests "implementing properly":
   IF used: Then implement properly
 ```
 
-**your human partner's rule:** "You and reviewer both report to me. If we don't need this feature, don't add it."
+**the operator's rule:** "You and reviewer both report to me. If we don't need this feature, don't add it."
 
 ## Implementation Order
 
@@ -123,13 +123,13 @@ Push back when:
 - Violates YAGNI (unused feature)
 - Technically incorrect for this stack
 - Legacy/compatibility reasons exist
-- Conflicts with your human partner's architectural decisions
+- Conflicts with the operator's architectural decisions
 
 **How to push back:**
 - Use technical reasoning, not defensiveness
 - Ask specific questions
 - Reference working tests/code
-- Involve your human partner if architectural
+- Involve the operator if architectural
 
 **Signal if uncomfortable pushing back out loud:** "Strange things are afoot at the Circle K"
 
@@ -200,7 +200,7 @@ Reviewer: "Implement proper metrics tracking with database, date filters, CSV ex
 
 **Unclear Item (Good):**
 ```
-your human partner: "Fix items 1-6"
+the operator: "Fix items 1-6"
 You understand 1,2,3,6. Unclear on 4,5.
 ✅ "Understand 1,2,3,6. Need clarification on 4 and 5 before implementing."
 ```

skills/superpowers-requesting-code-review/SKILL.md

@@ -36,7 +36,9 @@ HEAD_SHA=$(git rev-parse HEAD)
 
 **2. Dispatch code reviewer subagent:**
 
-Use Task tool with `general-purpose` type, fill template at `code-reviewer.md`
+Use the `Agent` tool with `subagent_type: "general-purpose"`, filling the template at
+`code-reviewer.md`. A reviewer needs no write access and benefits from none — if the
+harness offers a read-only agent type, prefer it.
 
 **Placeholders:**
 - `{DESCRIPTION}` - Brief summary of what you built

skills/superpowers-requesting-code-review/code-reviewer.md

@@ -5,7 +5,7 @@ Use this template when dispatching a code reviewer subagent.
 **Purpose:** Review completed work against requirements and code quality standards before it cascades into more work.
 
 ```
-Task tool (general-purpose):
+Agent tool (`subagent_type: "general-purpose"`):
   description: "Review code changes"
   prompt: |
     You are a Senior Code Reviewer with expertise in software architecture,

skills/superpowers-subagent-driven-development/SKILL.md

@@ -14,7 +14,7 @@ Execute plan by dispatching fresh subagent per task, with two-stage review after
 
 **Core principle:** Fresh subagent per task + two-stage review (spec then quality) = high quality, fast iteration
 
-**Continuous execution:** Do not pause to check in with your human partner between tasks. Execute all tasks from the plan without stopping. The only reasons to stop are: BLOCKED status you cannot resolve, ambiguity that genuinely prevents progress, or all tasks complete. "Should I continue?" prompts and progress summaries waste their time — they asked you to execute the plan, so execute it.
+**Continuous execution:** Do not pause to check in with the operator between tasks. Execute all tasks from the plan without stopping. The only reasons to stop are: BLOCKED status you cannot resolve, ambiguity that genuinely prevents progress, or all tasks complete. "Should I continue?" prompts and progress summaries waste their time — they asked you to execute the plan, so execute it.
 
 ## When to Use
 

skills/superpowers-subagent-driven-development/code-quality-reviewer-prompt.md

@@ -7,7 +7,7 @@ Use this template when dispatching a code quality reviewer subagent.
 **Only dispatch after spec compliance review passes.**
 
 ```
-Task tool (general-purpose):
+Agent tool (`subagent_type: "general-purpose"`):
   Use template at requesting-code-review/code-reviewer.md
 
   DESCRIPTION: [task summary, from implementer's report]

skills/superpowers-subagent-driven-development/implementer-prompt.md

@@ -3,7 +3,7 @@
 Use this template when dispatching an implementer subagent.
 
 ```
-Task tool (general-purpose):
+Agent tool (`subagent_type: "general-purpose"`):
   description: "Implement Task N: [task name]"
   prompt: |
     You are implementing Task N: [task name]

skills/superpowers-subagent-driven-development/spec-reviewer-prompt.md

@@ -5,7 +5,7 @@ Use this template when dispatching a spec compliance reviewer subagent.
 **Purpose:** Verify implementer built what was requested (nothing more, nothing less)
 
 ```
-Task tool (general-purpose):
+Agent tool (`subagent_type: "general-purpose"`):
   description: "Review spec compliance for Task N"
   prompt: |
     You are reviewing whether an implementation matches its specification.

skills/superpowers-using-superpowers/references/gemini-tools.md

@@ -24,11 +24,11 @@ When a skill says to dispatch a named agent type, use `@generalist` with the ful
 
 | Skill instruction | Gemini CLI equivalent |
 |-------------------|----------------------|
-| `Task tool (superpowers:implementer)` | `@generalist` with the filled `implementer-prompt.md` template |
+| `Agent tool (superpowers:implementer)` | `@generalist` with the filled `implementer-prompt.md` template |
-| `Task tool (superpowers:spec-reviewer)` | `@generalist` with the filled `spec-reviewer-prompt.md` template |
+| `Agent tool (superpowers:spec-reviewer)` | `@generalist` with the filled `spec-reviewer-prompt.md` template |
-| `Task tool (superpowers:code-reviewer)` | `@code-reviewer` (bundled agent) or `@generalist` with the filled review prompt |
+| `Agent tool (superpowers:code-reviewer)` | `@code-reviewer` (bundled agent) or `@generalist` with the filled review prompt |
-| `Task tool (superpowers:code-quality-reviewer)` | `@generalist` with the filled `code-quality-reviewer-prompt.md` template |
+| `Agent tool (superpowers:code-quality-reviewer)` | `@generalist` with the filled `code-quality-reviewer-prompt.md` template |
-| `Task tool (general-purpose)` with inline prompt | `@generalist` with your inline prompt |
+| `Agent tool (general-purpose)` with inline prompt | `@generalist` with your inline prompt |
 
 ### Prompt filling
 

skills/superpowers-verification-before-completion/SKILL.md

@@ -111,7 +111,7 @@ Skip any step = lying, not verifying
 ## Why This Matters
 
 From 24 failure memories:
-- your human partner said "I don't believe you" - trust broken
+- the operator said "I don't believe you" - trust broken
 - Undefined functions shipped - would crash
 - Missing requirements shipped - incomplete features
 - Time wasted on false completion → redirect → rework

skills/superpowers-writing-plans/plan-document-reviewer-prompt.md

@@ -7,7 +7,7 @@ Use this template when dispatching a plan document reviewer subagent.
 **Dispatch after:** The complete plan is written.
 
 ```
-Task tool (general-purpose):
+Agent tool (`subagent_type: "general-purpose"`):
   description: "Review plan document"
   prompt: |
     You are a plan document reviewer. Verify this plan is complete and ready for implementation.

skills/superpowers-writing-skills/SKILL.md

@@ -246,7 +246,7 @@ Always use subagents (50-100x context savings). REQUIRED: Use [other-skill-name]
 **Compress examples:**
 ```markdown
 # ❌ BAD: Verbose example (42 words)
-your human partner: "How did we handle authentication errors in React Router before?"
+the operator: "How did we handle authentication errors in React Router before?"
 You: I'll search past conversations for React Router authentication patterns.
 [Dispatch subagent with search query: "React Router authentication error handling 401"]
 
@@ -318,7 +318,7 @@ digraph when_flowchart {
 
 See @graphviz-conventions.dot for graphviz style rules.
 
-**Visualizing for your human partner:** Use `render-graphs.js` in this directory to render a skill's flowcharts to SVG:
+**Visualizing for the operator:** Use `render-graphs.js` in this directory to render a skill's flowcharts to SVG:
 ```bash
 ./render-graphs.js ../some-skill           # Each diagram separately
 ./render-graphs.js ../some-skill --combine # All diagrams in one SVG

skills/tdd/SKILL.md

@@ -100,13 +100,21 @@ go test -run TestRetryOperation_RetriesThreeTimes ./...
 ```
 
 Confirm:
-- Test fails (not compilation errors)
+- Test fails, and fails because the feature is missing
-- Failure message is expected
+- The failure message is the one you expected
-- Fails because feature is missing (not typos)
+- It is not failing on a typo in the test itself
 
 **Test passes?** You're testing existing behavior. Fix test.
 
-**Compilation errors?** Fix errors, re-run until it fails correctly.
+**Failing because the thing does not exist yet?** That is a legitimate red — a Go
+compile error for an undefined function, a Python `ImportError` for a module you have
+not written, a TypeScript "cannot find module". Read the message, confirm it names the
+unit you are about to build, and proceed to GREEN. **Do not write a stub to make the
+runner happier.** A stub is production code written before a failing test, which is the
+Iron Law with extra steps.
+
+**Failing on a typo or a broken import elsewhere?** Different thing. Fix it and re-run
+until the failure is the one above.
 
 ### GREEN - Minimal Code
 
@@ -166,6 +174,23 @@ Keep tests green. Don't add behavior.
 
 Next failing test for next behavior.
 
+## Other languages
+
+The discipline above is language-neutral; the examples below it are Go, because Go is
+this fleet's default stack and one good example beats five mediocre ones.
+
+For anything else, the per-language conventions live in reference files — load the one
+you need rather than translating Go idioms by eye. Translation is where the mistakes
+happen: the Go table-driven exemplar below branches on a `wantErr` column inside the
+loop, which is idiomatic Go and an anti-pattern in pytest, where it produces a
+conditional assertion and folds two behaviours into one test.
+
+- `references/python.md` — pytest, `@pytest.mark.parametrize`, `mypy --strict` in the
+  RED gate, `pytest.raises(..., match=)`, fixtures vs helpers
+- `references/typescript.md` — vitest/jest, `it.each`, `expect(...).rejects`
+- `references/rust.md` — `#[cfg(test)]` modules, table-driven via arrays, `#[should_panic]`
+- `references/java.md` — JUnit 5, `@ParameterizedTest`, `assertThrows`
+
 ## Go-Specific TDD Notes
 
 ### Table-Driven Tests (Preferred Pattern)
@@ -329,8 +354,14 @@ Before marking work complete:
 - [ ] Watched each test fail before implementing
 - [ ] Each test failed for expected reason (feature missing, not typo)
 - [ ] Wrote minimal code to pass each test
-- [ ] All tests pass: `go test ./...`
+- [ ] All tests pass
-- [ ] Race detector clean: `go test -race ./...`
+- [ ] The language's static gate is clean — `go vet`, `mypy --strict`, `tsc --noEmit`,
+      `cargo clippy`. A red type-check is a red build; it does not wait for GREEN.
+- [ ] The language's concurrency gate is clean **where one exists and applies** —
+      `go test -race`, `cargo test` under Miri for unsafe code. There is no equivalent
+      for a pure Python function, and a checklist box that can never be ticked teaches
+      people to skip checklists. Tick it or strike it deliberately; do not leave it
+      hanging.
 - [ ] Tests use real code (mocks only if crossing a system boundary)
 - [ ] Edge cases and errors covered
 

skills/tdd/references/java.md

@@ -0,0 +1,78 @@
+# TDD in Java
+
+The Iron Law and Red-Green-Refactor in `SKILL.md` apply unchanged. This file replaces
+the Go-Specific TDD Notes for Java. JUnit 5 (Jupiter) throughout.
+
+## The first red is a compile error, and that is correct
+
+`cannot find symbol: method splitVat` is a legitimate red. Do not stub the method with
+`throw new UnsupportedOperationException()` to make the module compile — that is
+production code before a failing test.
+
+## Table-driven: `@ParameterizedTest`
+
+```java
+@ParameterizedTest(name = "{0}")
+@MethodSource("vatCases")
+void roundsHalfToEven(String name, long amountMinor, BigDecimal rate, long net, long vat) {
+    assertEquals(new Split(net, vat), VatSplitter.split(amountMinor, rate));
+}
+
+static Stream<Arguments> vatCases() {
+    return Stream.of(
+        Arguments.of("tie rounds down to even", 14L,    new BigDecimal("0.12"), 12L,    2L),
+        Arguments.of("tie rounds up to even",   42L,    new BigDecimal("0.12"), 38L,    4L),
+        Arguments.of("exact division",          12500L, new BigDecimal("0.25"), 10000L, 2500L)
+    );
+}
+```
+
+`name = "{0}"` puts the case label in the report — the `t.Run` analogue. `@CsvSource` is
+terser for primitives; `@MethodSource` is the one to use as soon as a case carries a
+`BigDecimal` or a domain object.
+
+## Error cases get their own test
+
+```java
+@Test
+void rejectsNegativeAmount() {
+    var e = assertThrows(IllegalArgumentException.class,
+                         () -> VatSplitter.split(-1, new BigDecimal("0.25")));
+    assertTrue(e.getMessage().contains("non-negative"));
+}
+```
+
+Assert on the message, not only the type — `IllegalArgumentException` is thrown by half
+the JDK, and a test that accepts any of them will keep passing for the wrong reason.
+
+## Money is `BigDecimal` or `long` minor units, never `double`
+
+`0.1 + 0.2 != 0.3` is not a rounding curiosity in a payments system, it is a defect.
+Where a rounding mode matters, state it: `setScale(0, RoundingMode.HALF_EVEN)`. Banker's
+rounding is the default expectation in Swedish accounting and is *not* Java's default.
+
+## Assertions
+
+Prefer AssertJ (`assertThat(x).isEqualTo(y)`) where the project already has it: the
+failure messages name the actual value. Where it does not, plain JUnit assertions are
+fine — do not add a dependency for aesthetics.
+
+`assertAll` is the closest analogue to Go's soft `assert`: it reports every failure in
+the group instead of stopping at the first.
+
+## Mocks
+
+Mockito is standard, and easy to overuse. Per `SKILL.md`, mock only across a system
+boundary. A mocked class you own tests the mock; a `@SpringBootTest` that mocks the
+repository tests neither the wiring nor the query.
+
+## Gates
+
+```bash
+./gradlew test            # the failing test
+./gradlew check           # static gate: compiler warnings, spotless, errorprone
+```
+
+Java has no `-race`. For concurrent code the honest substitutes are a stress test with
+`CountDownLatch` to force the interleaving, and jcstress for lock-free work. A pure
+function should strike that checklist box deliberately.

skills/tdd/references/python.md

@@ -0,0 +1,109 @@
+# TDD in Python
+
+The Iron Law, Red-Green-Refactor and the rationalization table in `SKILL.md` apply
+unchanged. This file replaces the Go-Specific TDD Notes for Python work.
+
+Canonical stack (`~/dev/.context/AGENT.md`): pytest + pytest-cov, `mypy --strict`, ruff,
+uv, src-layout. Not restated here — that table has one home.
+
+## The first red is an ImportError, and that is correct
+
+For a function that does not exist yet, the first run fails at collection:
+
+```
+E   ModuleNotFoundError: No module named 'invoicing.vat'
+```
+
+That is a legitimate red. Read it, confirm it names the module you are about to write,
+and go to GREEN. **Do not create a stub raising `NotImplementedError` to make pytest
+collect.** A stub is production code written before a failing test.
+
+## Table-driven: `parametrize`, one behaviour per function
+
+```python
+@pytest.mark.parametrize(
+    ("amount_minor", "rate", "expected"),
+    [
+        pytest.param(14, Decimal("0.12"), (12, 2), id="tie-rounds-down-to-even"),
+        pytest.param(42, Decimal("0.12"), (38, 4), id="tie-rounds-up-to-even"),
+        pytest.param(12500, Decimal("0.25"), (10000, 2500), id="exact-division"),
+        pytest.param(0, Decimal("0.25"), (0, 0), id="zero-is-not-an-error"),
+    ],
+)
+def test_split_vat_rounds_half_to_even(
+    amount_minor: int, rate: Decimal, expected: tuple[int, int]
+) -> None:
+    assert split_vat(amount_minor, rate) == expected
+```
+
+`id=` is the analogue of Go's `t.Run` name: it is what appears in the failure output and
+what you pass to `pytest -k`.
+
+**Do not port Go's `wantErr` column.** The Go exemplar branches inside the loop —
+`if tt.wantErr { assert.Error } else { assert.NoError }`. Translated literally that
+gives a conditional assertion and folds two behaviours into one test, which `SKILL.md`'s
+own quality table forbids ("One thing. 'and' in name? Split it."). Error cases get
+their own function:
+
+```python
+def test_split_vat_rejects_negative_amount() -> None:
+    with pytest.raises(ValueError, match="amount_minor must be non-negative"):
+        split_vat(-1, Decimal("0.25"))
+```
+
+`match=` pins the message, not just the type. Go's `assert.Error` does not, and the
+stricter version is available here for free — use it.
+
+## `mypy --strict` is part of RED, not a chore after GREEN
+
+A red type-check is a red build.
+
+```bash
+uv run pytest tests/test_vat.py -x -q       # the failing test
+uv run mypy --strict src tests              # same gate, same phase
+```
+
+Under `--strict` every test function needs `-> None`, or it is an untyped def and the
+type-checker rejects the file — including the file that holds your failing test.
+
+## Layout and imports
+
+- `src/` layout, tests in a sibling `tests/`. This is the *opposite* of Go's
+  same-directory convention, and it buys black-box testing structurally: `from
+  invoicing.vat import split_vat` can only resolve against the installed package, so
+  the preference Go has to state explicitly is enforced here by the import system.
+- No `__init__.py` in `tests/` unless you need shared test packages; pytest's rootdir
+  handling copes, and an accidental package shadows names.
+- `conftest.py` holds fixtures shared across a directory. A fixture in a single test
+  file that only one test uses should be a plain function call instead — fixtures are
+  indirection, and indirection is only worth it at reuse.
+
+## No `require` vs `assert`
+
+Every pytest `assert` is fatal to its test; there is no continue-on-failure form. Where
+Go would use `assert` to collect several soft failures, either split the test or use
+`pytest.approx`/a single structural comparison:
+
+```python
+assert result == Invoice(id=InvoiceId("42"), net=10000, vat=2500)   # one assertion, whole shape
+```
+
+Comparing whole values beats three field assertions: the failure output shows the entire
+diff rather than the first field that differed.
+
+## Fixtures vs helpers
+
+- **Helper function** — when the setup is cheap and local. It reads top-to-bottom.
+- **Fixture** — when the setup is shared, or needs teardown, or needs a scope
+  (`session`, `module`) because it is expensive.
+- Set `__tracebackhide__ = True` in an assertion helper so failures point at the caller,
+  the way `t.Helper()` does in Go.
+
+## Coverage is not the concurrency gate
+
+`SKILL.md`'s checklist asks for the language's concurrency gate. Python has no `-race`
+equivalent, and pretending `pytest --cov` fills that slot is dishonest — coverage says
+which lines ran, not whether two threads can interleave badly. For a pure function,
+strike the box deliberately. For genuinely concurrent code (`asyncio`, threads), the
+substitute is a test that runs the interleaving you fear, plus `pytest-timeout` so a
+deadlock fails rather than hangs.

skills/tdd/references/rust.md

@@ -0,0 +1,86 @@
+# TDD in Rust
+
+The Iron Law and Red-Green-Refactor in `SKILL.md` apply unchanged. This file replaces
+the Go-Specific TDD Notes for Rust.
+
+## The first red is a compile error, and that is correct
+
+```
+error[E0425]: cannot find function `split_vat` in this scope
+```
+
+Legitimate — the compiler is the test runner's first phase. Read it, confirm it names
+the item you are about to write, and go to GREEN. Do not write a `todo!()` stub first;
+that is production code before a failing test. (`todo!()` is fine *during* GREEN as a
+branch you have not reached yet.)
+
+## Where tests live
+
+- **Unit tests** in the same file, in `mod tests` behind `#[cfg(test)]`. They can reach
+  private items — the white-box option Go spells `package foo`.
+- **Integration tests** in `tests/`, which link the crate as an external consumer and see
+  only the public API. This is the black-box default `SKILL.md` prefers; use it unless
+  the behaviour under test is genuinely private.
+
+```rust
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn tie_rounds_down_to_even() {
+        assert_eq!(split_vat(14, dec!(0.12)).unwrap(), (12, 2));
+    }
+}
+```
+
+## Table-driven: an array of cases
+
+```rust
+#[test]
+fn rounds_half_to_even() {
+    let cases = [
+        ("tie rounds down", 14u64, dec!(0.12), (12, 2)),
+        ("tie rounds up", 42, dec!(0.12), (38, 4)),
+        ("exact division", 12500, dec!(0.25), (10000, 2500)),
+    ];
+    for (name, amount, rate, want) in cases {
+        assert_eq!(split_vat(amount, rate).unwrap(), want, "case: {name}");
+    }
+}
+```
+
+The `"case: {name}"` message is the `t.Run` analogue — without it a failure names a line
+number and leaves you counting rows. If you want each case to be its own reported test,
+use `rstest`'s `#[case]`; that is a dependency, so justify it before adding it.
+
+## Error cases
+
+`Result` makes the Go `wantErr` column unnecessary — assert on the variant:
+
+```rust
+#[test]
+fn rejects_negative_amount() {
+    let err = split_vat_signed(-1, dec!(0.25)).unwrap_err();
+    assert!(matches!(err, VatError::NegativeAmount));
+}
+```
+
+`#[should_panic(expected = "...")]` is for genuine panics only — invariant violations,
+not expected error paths. A function whose contract includes "rejects negative input"
+should return `Err`, not panic, and a test that accepts a panic hides that design choice.
+
+## Gates
+
+```bash
+cargo test                    # the failing test
+cargo clippy -- -D warnings   # static gate, same phase as RED
+cargo fmt --check
+```
+
+`cargo test` compiles in debug, so integer overflow panics rather than wrapping — a
+release build will not. Where overflow matters, test the checked path explicitly
+(`checked_mul`), or you are testing debug-only behaviour.
+
+For unsafe code, `cargo +nightly miri test` is the nearest thing to Go's `-race`.
+Safe-only crates have no equivalent and should strike that checklist box deliberately.

skills/tdd/references/typescript.md

@@ -0,0 +1,85 @@
+# TDD in TypeScript
+
+The Iron Law and Red-Green-Refactor in `SKILL.md` apply unchanged. This file replaces
+the Go-Specific TDD Notes for TypeScript.
+
+Vitest is the default; Jest differs only in imports and a few matcher names, both noted
+where it matters.
+
+## The first red is a resolution error, and that is correct
+
+```
+Error: Failed to resolve import "./vat" from "src/vat.test.ts"
+```
+
+Legitimate. Do not create an empty module or a stub throwing `new Error("not
+implemented")` to get past collection — that is production code before a failing test.
+
+## Table-driven: `it.each`
+
+```ts
+describe('splitVat', () => {
+  it.each([
+    { amountMinor: 14,    rate: 0.12, expected: [12, 2],        name: 'tie rounds down to even' },
+    { amountMinor: 42,    rate: 0.12, expected: [38, 4],        name: 'tie rounds up to even' },
+    { amountMinor: 12500, rate: 0.25, expected: [10000, 2500],  name: 'exact division' },
+  ])('$name', ({ amountMinor, rate, expected }) => {
+    expect(splitVat(amountMinor, rate)).toEqual(expected)
+  })
+})
+```
+
+`$name` interpolates into the test title, which is the `t.Run` analogue. Prefer the
+object form over the array form — a positional tuple with five entries is unreadable at
+the point of failure.
+
+**Do not port Go's `wantErr` column.** Error cases get their own test:
+
+```ts
+it('rejects a negative amount', () => {
+  expect(() => splitVat(-1, 0.25)).toThrow(/must be non-negative/)
+})
+
+it('rejects a negative amount (async)', async () => {
+  await expect(splitVat(-1, 0.25)).rejects.toThrow(/must be non-negative/)
+})
+```
+
+The `await` on the async form is load-bearing. Without it the assertion returns a
+promise nobody checks, the test passes, and it will keep passing after you break the
+code. This is the single most common false-green in a TypeScript suite.
+
+## `tsc --noEmit` is part of RED
+
+A red type-check is a red build:
+
+```bash
+npx vitest run src/vat.test.ts     # the failing test
+npx tsc --noEmit                   # same gate, same phase
+```
+
+Vitest transpiles without type-checking, so a suite can be green while the code does not
+compile. `tsc --noEmit` is not optional here — it is the half of the gate the runner
+does not perform.
+
+## Equality matchers are not interchangeable
+
+- `toBe` — `Object.is`. For primitives and identity.
+- `toEqual` — structural, and **ignores `undefined` properties**: `{a: 1, b: undefined}`
+  equals `{a: 1}`. That is a real hole when the bug you are hunting is a missing field.
+- `toStrictEqual` — structural, respects `undefined`, and checks class identity. Default
+  to this one; reach for `toEqual` deliberately.
+
+## Mocks
+
+`vi.mock` (Jest: `jest.mock`) is hoisted above imports, so a factory referencing an
+outer variable throws at runtime. Use `vi.hoisted` when the mock needs shared state.
+Per `SKILL.md`, mock only across a system boundary — a mocked module you own is a test
+of your mock.
+
+## Async and fake timers
+
+- `vi.useFakeTimers()` needs a matching `vi.useRealTimers()` in teardown, or the next
+  file inherits frozen time and fails somewhere unrelated.
+- Prefer condition polling (`await vi.waitFor(...)`) over a fixed `setTimeout` — an
+  arbitrary wait is a flake with a schedule.