siGit code initial commit

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new file mode 100644 index 0000000..65d92d5 --- /dev/null +++ b/.agents/resources.md @@ -0,0 +1,22 @@ +# siGit: ACP-compatible coding agent + +Coding agent example: + +- https://github.com/openai/codex +- https://github.com/anthropics/claude-code + +## ACP Resources + +Official page: +- https://zed.dev/acp +- https://blog.jetbrains.com/ai/2025/10/jetbrains-zed-open-interoperability-for-ai-coding-agents-in-your-ide/ + +## Community discussion + +- https://www.reddit.com/r/ZedEditor/comments/1nt27nv/acp_mcp_llm_tool_use_im_confused/ + +## Example ACP implementation + +- https://github.com/zed-industries/codex-acp +- https://opencode.ai/docs/acp/ +-

new file mode 100644 index 0000000..6927533 --- /dev/null +++ b/.agents/skills/agent-client-protocol/SKILL.md @@ -0,0 +1,295 @@ +# Skill: Agent Client Protocol (ACP) — Rust Implementation + +## Overview + +ACP is a JSON-RPC 2.0 protocol over **stdio** that lets AI coding agents integrate +with editors (Zed, JetBrains, Neovim, etc.). The agent is a subprocess; the editor +is the client. Communication is newline-delimited JSON on stdin/stdout. + +Crate: `agent-client-protocol = "0.10.4"` (latest as of 2025) +Docs: https://docs.rs/agent-client-protocol +Spec: https://agentclientprotocol.com + +--- + +## Dependency setup + +```toml +[dependencies] +agent-client-protocol = "0.10.4" +async-trait = "0.1" +tokio = { version = "1", features = ["rt", "macros", "io-std", "io-util", "sync"] } +tokio-util = { version = "0.7", features = ["compat"] } +futures = "0.3" +``` + +--- + +## The `Agent` trait + +Defined as `#[async_trait::async_trait(?Send)]` — futures are `!Send`. +You **must** annotate your impl the same way: + +```rust +#[async_trait::async_trait(?Send)] +impl Agent for MyAgent { + async fn initialize(&self, args: InitializeRequest) -> Result<InitializeResponse> { ... } + async fn authenticate(&self, args: AuthenticateRequest) -> Result<AuthenticateResponse> { ... } + async fn new_session(&self, args: NewSessionRequest) -> Result<NewSessionResponse> { ... } + async fn prompt(&self, args: PromptRequest) -> Result<PromptResponse> { ... } + async fn cancel(&self, args: CancelNotification) -> Result<()> { ... } + // All other methods have default impls that return Error::method_not_found() +} +``` + +**Mandatory** to implement: `initialize`, `authenticate`, `new_session`, `prompt`, `cancel`. +All others (`load_session`, `set_session_mode`, etc.) have default `Err(method_not_found)` impls. + +--- + +## Key types and their builders + +All `#[non_exhaustive]` structs must be constructed via their builder methods, NOT +struct literal syntax. + +### `InitializeRequest` / `InitializeResponse` + +```rust +// Request field you need: +args.protocol_version // type: ProtocolVersion — echo it back + +// Response builder: +InitializeResponse::new(args.protocol_version) + .agent_info( + Implementation::new("my-agent", env!("CARGO_PKG_VERSION")) + .title("My Agent — Description"), + ) + .agent_capabilities(AgentCapabilities::default()) +``` + +### `AuthenticateResponse` + +```rust +Ok(AuthenticateResponse::default()) // No auth = just return default +``` + +### `NewSessionResponse` + +```rust +let session_id = SessionId::new(uuid::Uuid::new_v4().to_string()); +Ok(NewSessionResponse::new(session_id)) +``` + +`SessionId` is a newtype. It implements `Clone`, `PartialEq`, `Display`, `Into<String>`, +and `AsRef<str>`. Store it directly (not as `String`) so `==` comparisons work. + +### `PromptRequest` + +```rust +args.session_id // type: SessionId +args.prompt // type: Vec<ContentBlock> +``` + +Extract user text from the prompt: +```rust +let user_text: String = args.prompt.iter() + .filter_map(|block| match block { + ContentBlock::Text(t) => Some(t.text.as_str()), + _ => None, + }) + .collect::<Vec<_>>() + .join("\n"); +``` + +### `PromptResponse` + +```rust +Ok(PromptResponse::new(StopReason::EndTurn)) +// Other reasons: MaxTokens, Cancelled, MaxTurnRequests, Refusal +``` + +### `ContentBlock` + +```rust +// Text block — use the From impl: +ContentBlock::from("some text") // impl From<T: Into<String>> for ContentBlock + +// Pattern-match incoming blocks: +match block { + ContentBlock::Text(t) => t.text.as_str(), + ContentBlock::ResourceLink(_) => ..., + ContentBlock::Resource(_) => ..., + _ => ..., // non_exhaustive — always need wildcard +} +``` + +### `ContentChunk` + `SessionUpdate` — for streaming + +```rust +let chunk = ContentChunk::new(ContentBlock::from(delta_text)); +let update = SessionUpdate::AgentMessageChunk(chunk); +// Other variants: UserMessageChunk, AgentThoughtChunk, ToolCall, Plan, ... +``` + +### `SessionNotification` — send streaming content to client + +```rust +let notification = SessionNotification::new(session_id.clone(), update); +// Then deliver via AgentSideConnection::session_notification() +``` + +### `Error` + +```rust +// There is NO Error::internal(msg) method — use: +agent_client_protocol::Error::new(-32603, "your message here") + +// For invalid params: +agent_client_protocol::Error::invalid_params() + +// For method not found (already the trait default): +agent_client_protocol::Error::method_not_found() +``` + +--- + +## Running the agent — `AgentSideConnection` + +The ACP connection wraps stdin/stdout with JSON-RPC machinery. + +```rust +use futures::future::LocalBoxFuture; +use tokio_util::compat::{TokioAsyncReadCompatExt, TokioAsyncWriteCompatExt}; + +// Adapt tokio I/O to futures AsyncRead/AsyncWrite (required by the SDK) +let stdin = tokio::io::stdin().compat(); +let stdout = tokio::io::stdout().compat_write(); + +// MUST run inside a LocalSet because the spawn fn takes LocalBoxFuture (!Send) +let local = tokio::task::LocalSet::new(); +local.run_until(async move { + let (conn, io_task) = AgentSideConnection::new( + agent, + stdout, + stdin, + |fut: LocalBoxFuture<'static, ()>| { + tokio::task::spawn_local(fut); // requires LocalSet context + }, + ); + + // ... set up forwarder task using conn ... + + io_task.await // drives JSON-RPC until client disconnects +}).await; +``` + +**Key facts:** +- `AgentSideConnection::new` returns `(conn, io_task)` — both are needed. +- `io_task` drives the actual IO. `conn` is used to send notifications. +- The `spawn` closure receives `LocalBoxFuture<'static, ()>` (not Send) — use + `tokio::task::spawn_local`, not `tokio::spawn`. +- The whole thing must run inside `tokio::task::LocalSet::new().run_until(...)`. + +--- + +## Streaming — circular dependency pattern + +`Agent::prompt()` needs to send `SessionNotification` via the connection, but the +connection is created *from* the agent. Solve with an **mpsc channel forwarder**: + +```rust +// 1. Create channel BEFORE the agent +let (notification_tx, mut notification_rx) = mpsc::channel::<SessionNotification>(256); + +// 2. Pass sender into agent +let agent = MyAgent { notification_tx, ... }; + +// 3. Create connection +let (conn, io_task) = AgentSideConnection::new(agent, stdout, stdin, |fut| { + tokio::task::spawn_local(fut); +}); + +// 4. Spawn forwarder that holds `conn` +tokio::task::spawn_local(async move { + while let Some(notification) = notification_rx.recv().await { + conn.session_notification(notification).await.ok(); + } +}); + +// 5. Run IO +io_task.await; +``` + +Inside `prompt()`, send chunks through the channel: +```rust +self.notification_tx.send(SessionNotification::new( + session_id.clone(), + SessionUpdate::AgentMessageChunk(ContentChunk::new(ContentBlock::from(delta))), +)).await.ok(); // ignore send errors (channel closed = client gone) +``` + +--- + +## Logging + +Always log to **stderr** — stdout is reserved for ACP JSON-RPC: + +```rust +env_logger::Builder::from_env(env_logger::Env::default().default_filter_or("info")) + .target(env_logger::Target::Stderr) + .init(); +``` + +--- + +## Complete protocol flow + +``` +Editor siGit + │ │ + │── initialize ────────────────►│ (negotiate version + capabilities) + │◄─ InitializeResponse ─────────│ + │ │ + │── session/new ───────────────►│ (create session, load model) + │◄─ NewSessionResponse ─────────│ + │ │ + │── session/prompt ────────────►│ (user message) + │◄─ session/update (N times) ───│ (streaming tokens via notification) + │◄─ PromptResponse ─────────────│ (stop_reason = EndTurn when done) + │ │ + │── session/cancel (optional) ──►│ + │ │ + │── [disconnect] ───────────────►│ (io_task future resolves → shutdown) +``` + +--- + +## Zed configuration + +```json +{ + "agent_servers": { + "MyAgent": { + "command": "/path/to/binary", + "args": [] + } + } +} +``` + +--- + +## Gotchas + +1. **`Error::internal()` does NOT exist** — use `Error::new(-32603, msg)`. +2. **All protocol structs are `#[non_exhaustive]`** — always use builder methods, + never struct literal syntax. Always add `_ => ...` wildcard when matching. +3. **`LocalBoxFuture` is `!Send`** — `tokio::spawn` won't work; use + `tokio::task::spawn_local` inside a `LocalSet`. +4. **`tokio::task::spawn_local` panics outside a `LocalSet`** — wrap everything + in `LocalSet::new().run_until(async { ... }).await`. +5. **`SessionId` should be stored as `SessionId`**, not converted to `String`, + so `==` comparisons work directly. +6. **One session per connection is the MVP norm** — reuse the model with + `clear_history()` rather than loading it again. +7. **`AgentCapabilities::default()` exists** — returns all capabilities as None/false. \ No newline at end of file

new file mode 100644 index 0000000..65ec80a --- /dev/null +++ b/.agents/skills/ai-assisted-coding/SKILL.md @@ -0,0 +1,361 @@ +# Skill: AI-Assisted Coding Agents — Onde Inference Integration + +## Overview + +Building a local AI coding agent in Rust using Onde Inference as the LLM backend. +Onde wraps mistral.rs with a clean API for model loading, history management, and +streaming inference across macOS (Metal), iOS, Android, Linux, and Windows. + +Crate: `onde = { path = "../onde" }` or from crates.io when published +Repo: https://github.com/ondeinference/onde +Docs: https://ondeinference.com + +--- + +## Onde `ChatEngine` API + +### Construction and lifecycle + +```rust +use onde::inference::{ChatEngine, GgufModelConfig, SamplingConfig}; + +let engine = ChatEngine::new(); // starts unloaded +engine.is_loaded().await // -> bool +engine.unload_model().await // -> () +``` + +### Loading a model + +```rust +// Platform-aware default (Qwen 2.5 3B on macOS, 1.5B on iOS/tvOS/Android) +let config = GgufModelConfig::platform_default(); + +// Load — blocks until model is in memory and on GPU +engine + .load_gguf_model( + config, + Some("You are a helpful assistant.".to_string()), // system prompt + None, // sampling config (uses SamplingConfig::default() internally) + ) + .await?; + +// AlreadyLoaded error if called twice — check first: +if !engine.is_loaded().await { + engine.load_gguf_model(...).await?; +} +``` + +**Model sizes (macOS/Windows/Linux default — Qwen 2.5 3B Q4_K_M):** ~1.93 GB +**Model sizes (iOS/tvOS/Android default — Qwen 2.5 1.5B Q4_K_M):** ~941 MB +First run downloads from HuggingFace Hub into `~/.cache/huggingface/`. + +### Blocking (non-streaming) inference + +```rust +let result = engine.send_message("What is Rust's ownership model?").await?; +// result: InferenceResult +println!("{}", result.text); +println!("took {}", result.duration_display); // e.g. "3.2s" +``` + +`send_message` appends both the user message and assistant reply to conversation +history automatically. + +### Streaming inference + +```rust +let mut rx: tokio::sync::mpsc::Receiver<StreamChunk> = + engine.stream_message("Tell me a story.").await?; + +while let Some(chunk) = rx.recv().await { + if !chunk.delta.is_empty() { + print!("{}", chunk.delta); // partial token text + } + if chunk.done { + // chunk.finish_reason: Option<String> — e.g. "stop", "length" + break; + } +} +``` + +`StreamChunk` fields: +- `delta: String` — the new token(s) in this chunk +- `done: bool` — true on the last chunk +- `finish_reason: Option<String>` — present on final chunk only + +History is updated automatically after the stream completes. + +### One-shot generation (no history side-effects) + +```rust +use onde::inference::ChatMessage; + +let result = engine.generate( + vec![ChatMessage::user("Expand: a cat in space")], + Some(SamplingConfig::deterministic()), +).await?; +println!("{}", result.text); +// Does NOT modify conversation history +``` + +### History management + +```rust +let history: Vec<ChatMessage> = engine.history().await; +let removed: usize = engine.clear_history().await; // returns count cleared +engine.push_history(ChatMessage::user("context")).await; +engine.set_system_prompt("new system prompt").await; +engine.clear_system_prompt().await; +``` + +### Engine status + +```rust +let info: EngineInfo = engine.info().await; +// info.status: EngineStatus (Unloaded | Loading | Ready | Generating | Error) +// info.model_name: Option<String> +// info.approx_memory: Option<String> e.g. "~1.93 GB" +// info.history_length: u64 +``` + +--- + +## `InferenceError` variants + +```rust +match err { + InferenceError::NoModelLoaded => { /* load model first */ } + InferenceError::AlreadyLoaded { model_name } => { /* already loaded */ } + InferenceError::ModelBuild { reason } => { /* load failure */ } + InferenceError::Inference { reason } => { /* runtime inference error */ } + InferenceError::Cancelled => { /* was cancelled */ } + InferenceError::Other { reason } => { /* unexpected */ } +} +``` + +Map to ACP errors: +```rust +.map_err(|e| agent_client_protocol::Error::new(-32603, e.to_string()))? +``` + +--- + +## `SamplingConfig` presets + +| Preset | temp | top_p | max_tokens | Use case | +|--------|------|-------|------------|----------| +| `SamplingConfig::default()` | 0.7 | 0.95 | 512 | General chat | +| `SamplingConfig::deterministic()` | 0.0 | — | 512 | Code / reproducible | +| `SamplingConfig::mobile()` | 0.7 | 0.95 | 128 | Memory-constrained | +| `SamplingConfig::coding()` | 0.0 | — | 512 | Code generation | +| `SamplingConfig::coding_mobile()` | 0.0 | — | 128 | Code on mobile | + +--- + +## `GgufModelConfig` constructors + +```rust +GgufModelConfig::platform_default() // auto-selects based on target_os +GgufModelConfig::qwen25_1_5b() // force 1.5B +GgufModelConfig::qwen25_3b() // force 3B +GgufModelConfig::qwen25_coder_1_5b() // coder variant 1.5B +GgufModelConfig::qwen25_coder_3b() // coder variant 3B +``` + +--- + +## Adding onde as a Rust library dependency + +```toml +# In your crate's Cargo.toml — onde is a path dep since it's not on crates.io yet +onde = { path = "../onde" } +``` + +**Important:** `onde` declares `crate-type = ["lib", "cdylib", "staticlib"]`. +When used as a Rust library dep, only the `lib` target is compiled. The +`cdylib`/`staticlib` targets (used for Swift/Kotlin FFI) are not built. The +`uniffi::setup_scaffolding!()` macro generates `#[no_mangle] extern "C"` symbols +but these are harmless in a binary context. + +**The `[patch.crates-io]` in onde's Cargo.toml does NOT propagate** to dependents +unless they are in the same workspace. The `sysctl` patch is only needed for +watchOS; macOS/iOS/Linux work without it. + +**GPU feature selection is automatic** via `target_os` cfg flags in onde's +Cargo.toml — you get Metal on macOS/iOS without any extra features in your crate. + +--- + +## Patterns for coding agents + +### Single-engine, multi-session via history reset + +For a simple MVP where one session is active at a time: + +```rust +struct MyAgent { + engine: Arc<ChatEngine>, + active_session: Arc<Mutex<Option<SessionId>>>, +} + +// new_session handler: +if self.engine.is_loaded().await { + self.engine.clear_history().await; // reuse model, fresh conversation +} else { + self.engine + .load_gguf_model(GgufModelConfig::platform_default(), Some(SYSTEM_PROMPT.into()), None) + .await?; +} +``` + +**Why:** Loading the model is expensive (seconds + GB of RAM). Reloading for each +session would make the agent feel broken. `clear_history()` resets context in +microseconds. + +### Per-session engines (multiple concurrent sessions) + +When you need truly isolated parallel sessions: + +```rust +use std::collections::HashMap; + +struct MultiSessionAgent { + sessions: Arc<Mutex<HashMap<String, Arc<ChatEngine>>>>, +} + +// new_session: create and load a new engine per session +// prompt: look up session engine, call send_message or stream_message +// CAVEAT: each engine holds a separate model copy in GPU memory — expensive! +``` + +Better approach for shared GPU memory: use `engine.generate()` (no history +side-effects) with an explicitly managed message vec per session. + +### System prompt design for coding agents + +```rust +const SYSTEM_PROMPT: &str = "\ +You are <AgentName>, an expert AI coding agent integrated into your editor \ +via the Agent Client Protocol. You specialize in: + +- Code analysis, writing, and refactoring +- Bug hunting and debugging +- Git workflows and commit messages +- Software architecture and design patterns +- Code review and best practices + +Be concise, precise, and practical. Write clean, idiomatic code with brief \ +explanations. Identify root causes when debugging. Prefer correctness over brevity."; +``` + +Key principles: +- State the agent's role and name clearly (models respond better to named personas) +- List specializations explicitly (influences which parts of training are activated) +- Set tone expectations: "concise", "practical", "idiomatic" +- Avoid verbose instruction lists — they cost tokens on every turn + +### Streaming tokens to ACP (connecting onde → ACP) + +```rust +// In Agent::prompt(): +let mut rx = self.engine.stream_message(user_text).await + .map_err(|e| Error::new(-32603, e.to_string()))?; + +while let Some(chunk) = rx.recv().await { + if !chunk.delta.is_empty() { + self.notification_tx.send( + SessionNotification::new( + session_id.clone(), + SessionUpdate::AgentMessageChunk( + ContentChunk::new(ContentBlock::from(chunk.delta)), + ), + ) + ).await.ok(); // .ok() — ignore if forwarder is gone + } + if chunk.done { break; } +} + +Ok(PromptResponse::new(StopReason::EndTurn)) +``` + +The `PromptResponse` is returned AFTER the stream finishes. The client receives +streaming tokens via `session/update` notifications while blocking on the +`session/prompt` response. + +--- + +## Extracting text from ACP `PromptRequest` + +ACP prompts can contain text, images, resource links, etc. For a text-only +coding agent: + +```rust +let user_text: String = args.prompt.iter() + .filter_map(|block| match block { + ContentBlock::Text(t) => Some(t.text.as_str()), + // Skip images, resource links, embedded resources for now + _ => None, + }) + .collect::<Vec<_>>() + .join("\n"); +``` + +For future resource context (e.g. open files provided by Zed): +```rust +ContentBlock::Resource(r) => match &r.resource { + EmbeddedResourceResource::Text(t) => Some(t.text.as_str()), + _ => None, +}, +``` + +--- + +## `ChatEngine` threading model + +- Internally uses `Arc<tokio::sync::Mutex<Option<LoadedModel>>>` — `Send + Sync`. +- Safe to wrap in `Arc<ChatEngine>` and share across tasks. +- `stream_message()` spawns a `tokio::spawn` background task internally — the + mistralrs model must be `Send`, which it is on all supported platforms. +- Calling `stream_message()` from a `!Send` future (e.g. inside a `LocalSet`) is + fine — the future itself doesn't hold a `!Send` value across `.await`. + +--- + +## First-run model download + +On first use, onde downloads the GGUF model from HuggingFace Hub: +- Requires internet connectivity +- Cached at `~/.cache/huggingface/` (or `HF_HUB_CACHE` env var) +- `HF_TOKEN` env var needed for gated models (public Qwen models don't need it) +- Subsequent runs load from disk cache — fast + +For sandboxed environments (iOS, tvOS, Android): +- Set `HF_HOME` and `HF_HUB_CACHE` to a path inside the app container +- Do this BEFORE calling any ChatEngine method +- See `onde/docs/swift-package.md` for `setupInferenceEnvironment()` pattern + +--- + +## Common mistakes + +1. **Calling `load_gguf_model` twice** without checking `is_loaded()` first → + `InferenceError::AlreadyLoaded`. Always guard with `is_loaded().await`. + +2. **Blocking on the stream after the channel is closed** → the stream naturally + ends when the `done` flag is true. Don't `recv()` after `done`. + +3. **Losing `StreamChunk` deltas** when `delta` is empty (whitespace tokens) → + always check `!chunk.delta.is_empty()` before sending to avoid empty + notifications that waste bandwidth. + +4. **Sharing one `ChatEngine` across parallel prompts** without coordination → + the internal Mutex serializes inference, so concurrent prompts queue up. + Design for sequential access per engine instance. + +5. **Using `SamplingConfig::default()` for code generation** → prefer + `SamplingConfig::coding()` (deterministic, temp=0) for more reliable code output. + +6. **Forgetting that `generate()` doesn't update history** — use it for + one-shot enhancements (prompt expansion, code review) that shouldn't pollute + the main conversation. Use `send_message()` / `stream_message()` for the + primary turn loop. \ No newline at end of file

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