Add assembly clip command to cut media by transcript content

.importlinter

@@ -11,6 +11,8 @@ source_modules =
     aai_cli.argscan
     aai_cli.auth
     aai_cli.client
+    aai_cli.clip_exec
+    aai_cli.clip_select
     aai_cli.code_gen
     aai_cli.coding_agent
     aai_cli.config
@@ -53,6 +55,7 @@ modules =
     aai_cli.commands.account
     aai_cli.commands.agent
     aai_cli.commands.audit
+    aai_cli.commands.clip
     aai_cli.commands.deploy
     aai_cli.commands.dev
     aai_cli.commands.doctor
@@ -76,6 +79,7 @@ type = forbidden
 source_modules =
     aai_cli.argscan
     aai_cli.client
+    aai_cli.clip_select
     aai_cli.config
     aai_cli.config_builder
     aai_cli.environments

AGENTS.md

@@ -162,9 +162,9 @@ A Typer CLI. `aai_cli/main.py` builds the `app`, registers each command sub-app,
 
 ### Command layer
 
-Each file in `aai_cli/commands/` is a Typer sub-app (`transcribe`, `stream`, `agent`, `speak`, `llm`, `transcripts`, `login` (login/logout/whoami), `doctor`, `init`, `dev`, `share`, `deploy`, `setup`, `onboard`, `account` (balance/usage/limits), `keys`, `sessions`, `audit`, `telemetry` (status/enable/disable), `webhooks` (listen)). Command bodies run through `context.run_command(ctx, fn, json=...)`, which maps any `CLIError` to clean stderr output + the error's exit code. Commands never print tracebacks for expected failures.
+Each file in `aai_cli/commands/` is a Typer sub-app (`transcribe`, `stream`, `agent`, `speak`, `llm`, `clip`, `transcripts`, `login` (login/logout/whoami), `doctor`, `init`, `dev`, `share`, `deploy`, `setup`, `onboard`, `account` (balance/usage/limits), `keys`, `sessions`, `audit`, `telemetry` (status/enable/disable), `webhooks` (listen)). Command bodies run through `context.run_command(ctx, fn, json=...)`, which maps any `CLIError` to clean stderr output + the error's exit code. Commands never print tracebacks for expected failures.
 
-**Options/run split for flag-heavy commands** (gh-CLI style): the Typer function only parses argv into a frozen `<Cmd>Options` dataclass and hands it to a module-level `run_<cmd>(opts, state, *, json_mode)` through a thin lambda adapter in `run_command(ctx, ..., json=...)`. The five run commands follow it — `aai_cli/stream_exec.py` (the reference implementation), `transcribe_exec.py`, `agent_exec.py`, `speak_exec.py`, `llm_exec.py`. Because the run path is a plain function of data, tests construct options directly (`dataclasses.replace` off a defaults instance, see `tests/test_stream_exec.py` and `tests/test_command_options_seam.py`) instead of round-tripping argv through `CliRunner` — which is also the cheap way to kill mutation-gate mutants on orchestration lines. Follow this for new or heavily-reworked commands with long bodies; small commands keep the inline `body()` closure — the dataclass is pure ceremony there.
+**Options/run split for flag-heavy commands** (gh-CLI style): the Typer function only parses argv into a frozen `<Cmd>Options` dataclass and hands it to a module-level `run_<cmd>(opts, state, *, json_mode)` through a thin lambda adapter in `run_command(ctx, ..., json=...)`. The six run commands follow it — `aai_cli/stream_exec.py` (the reference implementation), `transcribe_exec.py`, `agent_exec.py`, `speak_exec.py`, `llm_exec.py`, `clip_exec.py`. Because the run path is a plain function of data, tests construct options directly (`dataclasses.replace` off a defaults instance, see `tests/test_stream_exec.py` and `tests/test_command_options_seam.py`) instead of round-tripping argv through `CliRunner` — which is also the cheap way to kill mutation-gate mutants on orchestration lines. Follow this for new or heavily-reworked commands with long bodies; small commands keep the inline `body()` closure — the dataclass is pure ceremony there.
 
 ### Cross-cutting state (resolution order matters)
 

README.md

@@ -166,6 +166,7 @@ assembly init                  # scaffold a starter app
 - **Real-time streaming**: `assembly stream` transcribes the microphone, a file, or a URL live — on macOS it can capture system audio too.
 - **Voice agent**: `assembly agent` runs a full-duplex spoken conversation in your terminal.
 - **LLM Gateway**: `assembly llm` prompts an LLM over a transcript, stdin, or a live stream (`assembly stream --llm "summarize as I talk"`).
+- **Transcript-driven clipping**: `assembly clip` cuts an audio/video file (or a YouTube/podcast URL) with ffmpeg by diarized speaker (`--speaker A`), text match (`--search "pricing"`), LLM pick (`--llm "the three best moments"`), or explicit time range (`--range 1:30-2:45`) — transcribing on the fly, reusing a finished transcript with `-t ID`, or reading one from a pipe (`assembly transcribe x.mp4 --speaker-labels --json | assembly clip x.mp4 -t - --llm "…"`).
 - **Model evaluation**: `assembly eval` transcribes a Hugging Face dataset (with built-in aliases for common benchmarks: `assembly eval tedlium`) or a local `.csv`/`.jsonl` manifest and scores WER against its references — handy for picking a speech model.
 - **Starter apps**: `assembly init` scaffolds a self-contained FastAPI + HTML app (`audio-transcription`, `live-captions`, `voice-agent`); `assembly dev` runs it, `assembly share` exposes it on a public URL, and `assembly deploy` ships it to Vercel, Railway, or Fly.io.
 - **Webhook testing**: `assembly webhooks listen` opens a public dev URL (cloudflared quick tunnel) that prints webhook deliveries as they arrive and can forward them to your local app with `--forward-to`.