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`doc/images.md` holds the message shape, how `@path` attaches a file, the per-surface mapping, the provider limits, what a live probe against DeepSeek confirmed (`tool_result` and `function_call_output` images work, `detail: low` is 3.4x cheaper, an assistant-message image is a 400), and why the Files API is not used. AGENTS.md gets the invariants and the mention/config keys; `doc/architecture.md` and the example TOML point at it.
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Code Architecture
- plyngent
- typedef: Shared type aliases.
- lmproto: Protocols for interacting with LLM service.
- (common)
- model: Messages models of specified providers.
- config: Configurations for specified providers.
- client: Clients for accessing existent specified services.
- server: Servers for accepting other clients.
- openai_compatible: Chat Completions base (
kind=chat_completions). - openai: Platform Responses + chat (
kind=responses). - anthropic: Messages API (
kind=messages). - deepseek
- openai_compat (
kind=chat_completions) - responses (
kind=responses; DeepSeek Responses API) - anthropic (
kind=messages; DeepSeek Anthropic-compatible API onhttps://api.deepseek.com/anthropic)
- openai_compat (
- (common)
- utils: Common utilities for code architecture.
- components: Utilities for class composition.
- memory: Storage controlling for sessions and messages.
- config: Plyngent configuration center (TOML), including
[plugins]and[networking](e.g. fetch SSRF Fake-IP CIDR exemptions). Model entries may override providerpreset/urlfor mixed API routing.[skills]holds the skill roots, discovery sources, catalog limits, and the standing write grant. - runtime:
create_clientmaps effective provider preset → protocol client. - skills: Skill discovery (ordered roots,
SKILL.mdfrontmatter subset, mtime-cached store) and the read/write path rules the tools use. - agent: Kind-based tool loop, streaming, usage, compact; bridges:
responses_bridge/responses_dispatch,messages_bridge/messages_dispatch;@tool/ tags / registry. History stays chat-completions-shaped. - tools: Workspace file/process/VCS/chat/todo/net/skill tools + directory-access
grants (
access); catalog; plugins; instance/session context and views. - prompting: Shared ask/choose/form for CLI and tools.
- cli: Click entry, slash registry, REPL, one-shot chat.
- web: Web service (Phase H; not implemented).
Plugins (third-party entry points, allowlisted under [plugins]): plugins.md.
Conversation units (a round = one request→response plus its tool batch, a
turn = a user message to the explicit stop): turns-and-rounds.md.
Images (a turn's pictures, a tool result's pictures, what each wire surface
takes): images.md.