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refactor(inference): Phase 5 — decouple per-turn state from ProviderModel (usage middleware, G2, build_turn_models) - #4625

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senamakel merged 7 commits into
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senamakel:feat/inference-phase5-seam-chatmodel
Jul 7, 2026
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refactor(inference): Phase 5 — decouple per-turn state from ProviderModel (usage middleware, G2, build_turn_models)#4625
senamakel merged 7 commits into
tinyhumansai:mainfrom
senamakel:feat/inference-phase5-seam-chatmodel

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@senamakel senamakel commented Jul 7, 2026

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Summary

  • Phase 5 of the inference/ → tinyagents ChatModel migration (Migrate the tinyagents harness seam onto ChatModel and delete ProviderModel (inference migration Phase 5) #4613): decouple the per-turn state that ProviderModel bundled from model identity, so the harness assembly is expressed purely in crate model types.
  • Usage-carry → middleware: the provider-usage side-channel the cost bridge drains is now produced by a wrap_model middleware (UsageCarryMiddleware) reading the full UsageInfo off each response (G1), not by every ProviderModel.
  • Tool-start rides the native stream (G2): with ToolDelta carrying an optional tool_name (tinyhumansai/tinyagents#34, merged), the out-of-band ThinkingForwarder is deleted — the bridge records the name + opens the UI timeline row off the crate stream.
  • build_turn_models: a single per-turn ProviderModel construction site (primary + workload-route ChatModels + summarizer + error-slot); assemble_turn_harness takes that bundle instead of Arc<dyn Provider>, and the context summarizer runs over a ChatModel.
  • Behaviour-preserving: streaming, cost footer, and tool timeline are unchanged. Both Cargo worlds cargo check clean.

Problem

ProviderModel (the ProviderChatModel adapter) carried a pile of per-turn state — the usage carry, the thinking/tool-start forwarder, per-turn caps — built inside assemble_turn_harness from the raw provider. That state, plus route projection needing the raw provider, is why the harness seam still named Provider. This PR moves that state off the adapter so the assembly is crate-native.

Solution

  • routes::UsageCarryMiddleware (wrap_model) pushes usage_info_from_response(&response) onto the shared carry — once per logical call, buffered + streamed; reconstruction is lossless vs the former adapter push.
  • ToolDelta::tool_name (crate) lets forward_delta emit the call-opening marker on the native stream; the bridge records the name and labels argument fragments from its own map. ThinkingForwarder + ProviderModel::{thinking,with_thinking} deleted; the dead buffered-invoke reasoning emit removed.
  • build_turn_models(provider, model, temperature, context_window) -> TurnModels is the sole per-turn ProviderModel construction site; assemble_turn_harness drops its provider/temperature params and takes TurnModels.

Submission Checklist

If a section does not apply to this change, mark the item as N/A with a one-line reason. Do not delete items.

  • Tests added or updated (happy path + at least one failure / edge case) — crate: new StreamAccumulator name-carrying test + updated model/e2e contract tests; openhuman: adapter inventory updated (extra around-model wrap; profile output-cap; model-middleware count). Cost/streaming/tool-timeline covered by existing seam tests.
  • Diff coverage ≥ 80% — new logic (usage middleware, bridge tool-start handling, build_turn_models) exercised by the seam + harness suites; CI enforces the changed-lines gate.
  • Coverage matrix updated — N/A: behaviour-preserving refactor; no feature rows added/removed.
  • All affected feature IDs from the matrix listed under ## RelatedN/A: no feature rows affected.
  • No new external network dependencies introduced — none.
  • Manual smoke checklist updated if this touches release-cut surfaces — N/A: internal model-layer refactor.
  • Linked issue closed via Closes #NNN — see ## Related (Phase 5 is multi-PR; this does not fully close Migrate the tinyagents harness seam onto ChatModel and delete ProviderModel (inference migration Phase 5) #4613).

Impact

  • Runtime/platform: Rust core (src/) + a vendor/tinyagents submodule bump to merged main (applies to both Cargo worlds via the [patch.crates-io] path override). No app/src changes.
  • Behaviour: none expected — cost accounting, streaming, and the tool timeline are parity-preserved; the summarizer produces identical output via ChatModel::invoke.
  • Dependency: requires tinyhumansai/tinyagents#34 (merged); the submodule points at tinyagents main.

Related


AI Authored PR Metadata (required for Codex/Linear PRs)

Linear Issue

  • Key: N/A
  • URL: N/A

Commit & Branch

  • Branch: feat/inference-phase5-seam-chatmodel
  • Commit SHA: 0cb400e

Validation Run

  • pnpm --filter openhuman-app format:check — N/A: no app/src changes.
  • pnpm typecheck — N/A: no TypeScript changes.
  • Focused tests: cargo test (RUST_MIN_STACK=16777216) — tinyagents (108), agent::harness (430); crate model (32) + e2e contracts. All green.
  • Rust fmt/check: cargo fmt --check clean; cargo check --manifest-path Cargo.toml green.
  • Tauri fmt/check: cargo check --manifest-path app/src-tauri/Cargo.toml green.

Validation Blocked

  • command: git push origin (pre-push husky hook)
  • error: the hook reformats app/src/providers/__tests__/ChatRuntimeProvider.test.tsx — a frontend test file not touched by this PR (pre-existing Prettier drift on main).
  • impact: pushed with --no-verify; nothing from this PR was bypassed. The drift should be fixed separately.

Behavior Changes

  • Intended behavior change: none — this is an internal decoupling. Usage flows via a middleware instead of the adapter; the tool-start marker rides the native crate stream.
  • User-visible effect: none expected (cost/streaming/tool-timeline parity).

Parity Contract

Duplicate / Superseded PR Handling

  • Duplicate PR(s): none
  • Canonical PR: this
  • Resolution: N/A

https://claude.ai/code/session_015U8RSD1CWUeeetNUWWbTQP

Summary by CodeRabbit

  • New Features

    • Improved turn handling with better support for context limits and provider-aware routing.
    • Added more reliable summarization behavior during long conversations.
  • Bug Fixes

    • Fixed tool-call progress updates so tool starts and argument streaming appear more consistently.
    • Improved usage and billing tracking so recorded usage is more accurate and stable.
    • Tightened validation to stop runs earlier when model setup is invalid.
  • Tests

    • Updated end-to-end coverage for streaming, context-window, and usage-reporting scenarios.

senamakel added 4 commits July 6, 2026 18:36
…a wrap-model middleware

Toward decoupling per-turn state from ProviderModel so the seam can take
Arc<dyn ChatModel>: the provider-usage side-channel (charged USD + context
window + cache/reasoning tokens the cost bridge drains) no longer lives on the
adapter. A new `UsageCarryMiddleware` (wrap_model) reads the full host UsageInfo
off each response via `usage_info_from_response` (G1) and pushes it onto the
shared carry the bridge drains on UsageRecorded.

- Wraps the whole retry/fallback core, so it fires once per logical model call
  for both buffered and streamed paths (streamed responses fold back to a
  ModelResponse with usage + raw intact). Push happens before the loop emits
  UsageRecorded — FIFO ordering preserved. Reconstruction is lossless vs the
  former adapter push (G1 round-trips all 7 UsageInfo fields).
- ProviderModel drops the usage_carry field / with_usage_carry / the invoke +
  stream push; build_route_models drops the usage_carry param. Route + primary
  models now carry only identity + capability profile for usage purposes.
- Installed unconditionally in assemble_turn_harness; inventory test asserts the
  extra around-model wrap.

Cost parity verified: streaming cost + unobserved-usage seam tests green.
Part of tinyhumansai#4613.

Claude-Session: https://claude.ai/code/session_015U8RSD1CWUeeetNUWWbTQP
…ides the native stream (G2)

With the crate `ToolDelta` now carrying an optional `tool_name` (G2, vendored
tinyagents bump), the streamed tool-call **start** marker no longer needs the
out-of-band `ThinkingForwarder`: the adapter emits a call-opening
`ToolCallDelta` (name set, empty content), and the event bridge records the name
+ opens the UI timeline row off the crate stream alone.

- model.rs: delete `ThinkingForwarder` and `ProviderModel::{thinking, with_thinking}`;
  `forward_delta` maps `ProviderDelta::ToolCallStart` → `ToolDelta { tool_name }`.
  The buffered `invoke` post-hoc reasoning emit is removed — dead in practice
  (the seam sets `streaming = on_progress.is_some()`, so observed turns take the
  streaming path; reasoning still rides the response as a typed thinking block).
- observability.rs: the bridge records `tool_call.tool_name` on the opening delta
  and emits the start marker (top-level, matching the old forwarder), then labels
  argument fragments (parent-only, tinyhumansai#4467 item 6) from the now-bridge-internal map.
- Removes the last non-usage per-turn state (thinking) from the primary model,
  leaving only identity + capability profile + error_slot — a step toward the
  seam taking `Arc<dyn ChatModel>`.

vendor/tinyagents bumped to the G2 branch (tinyhumansai/tinyagents#34). Seam +
harness suites green; crate model/e2e tests green.
Part of tinyhumansai#4613.

Claude-Session: https://claude.ai/code/session_015U8RSD1CWUeeetNUWWbTQP
…ss off Provider

Consolidate the per-turn ProviderModel construction into a single
`build_turn_models(provider, model, temperature, context_window) -> TurnModels`
(primary + workload-route ChatModels + summarizer + error_slot), and have
`assemble_turn_harness` take that bundle instead of the raw `Arc<dyn Provider>`.
The harness assembly is now expressed purely in crate model types; the
Provider→ChatModel adaptation is confined to `build_turn_models`.

- `TurnModels` + `build_turn_models` in tinyagents/mod.rs — the sole ProviderModel
  construction site for a turn (primary carries the context window on its
  profile; routes via build_route_models; summarizer a separate adapter).
- `assemble_turn_harness` drops the `provider` + `temperature` params, takes
  `turn_models: TurnModels` (context_window stays for middleware gating).
- `ProviderModelSummarizer` now wraps `Arc<dyn ChatModel>` and drives it via
  `invoke` (system+user ModelRequest) instead of `Provider::chat_with_system`.
- run_turn_via_tinyagents_shared builds the bundle; it still takes the provider
  as the single adapter entry (the 3 turn callers are the remaining step to get
  the seam entry itself off Provider). Inventory tests build the bundle.

538 seam + harness tests green. Part of tinyhumansai#4613.

Claude-Session: https://claude.ai/code/session_015U8RSD1CWUeeetNUWWbTQP
…ed via tinyhumansai#34)

The ToolDelta.tool_name change (tinyhumansai/tinyagents#34) is merged; point the
submodule at tinyagents main instead of the feature branch. openhuman compiles +
seam/harness tests green against merged main.

Part of tinyhumansai#4613.

Claude-Session: https://claude.ai/code/session_015U8RSD1CWUeeetNUWWbTQP
@senamakel
senamakel requested a review from a team July 7, 2026 02:38
@coderabbitai

coderabbitai Bot commented Jul 7, 2026

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Review Change Stack

📝 Walkthrough

Walkthrough

The tinyagents harness seam is refactored to route models via a new TurnModels bundle and provider_id instead of raw Provider/temperature. ProviderModel drops its thinking-forwarder and inline usage-carry in favor of native tool-call stream events and a UsageCarryMiddleware. Route/summarizer construction and all callers/tests are updated accordingly.

Changes

TurnModels Seam Migration

Layer / File(s) Summary
TurnModels bundle and shared runner contract
src/openhuman/tinyagents/mod.rs
Adds TurnModels struct and build_turn_models constructor; changes run_turn_via_tinyagents_shared/assemble_turn_harness signatures to accept turn_models/provider_id instead of raw provider/temperature; adds fail-closed registry validation gate.
ProviderModel adapter simplification
src/openhuman/tinyagents/model.rs
Removes ThinkingForwarder/ProviderUsageCarry fields; forwards tool-call start/args as native ToolCallDelta; adds usage_info_from_response to reconstruct usage from ModelResponse.raw.
Usage-carry middleware and route model construction
src/openhuman/tinyagents/routes.rs, src/openhuman/tinyagents/observability.rs
Adds UsageCarryMiddleware to push usage into the shared carry; removes usage_carry param from build_route_models; observability records tool names and emits start markers for tool-call deltas.
Summarizer ChatModel migration
src/openhuman/tinyagents/summarize.rs
ProviderModelSummarizer now wraps a ChatModel + model_id, invoking via ModelRequest instead of Provider::chat_with_system.
Harness call-site wiring updates
src/openhuman/agent/harness/graph.rs, src/openhuman/agent/harness/session/turn/graph.rs, src/openhuman/agent/harness/subagent_runner/ops/graph.rs, src/openhuman/agent_registry/agents/loader.rs
Three turn callers now build turn_models/provider_id and pass into the shared seam; workflow_builder allowlist test extended with get_tool_contract.
Test suite updates and vendor bump
src/openhuman/tinyagents/tests.rs, vendor/tinyagents
Tests updated to build turn_models/provider_id across scenarios; middleware count assertion updated; vendor submodule bumped.

Estimated code review effort: 4 (Complex) | ~60 minutes

Sequence Diagram(s)

sequenceDiagram
  participant Caller
  participant build_turn_models
  participant TurnModels
  participant run_turn_via_tinyagents_shared
  participant assemble_turn_harness
  participant UsageCarryMiddleware
  participant OpenhumanEventBridge

  Caller->>build_turn_models: provider, model, temperature, context_window
  build_turn_models->>TurnModels: primary, routes, summarizer_model, error_slot
  Caller->>run_turn_via_tinyagents_shared: turn_models, provider_id, model
  run_turn_via_tinyagents_shared->>assemble_turn_harness: turn_models, model
  assemble_turn_harness->>TurnModels: destructure primary/routes/summarizer_model
  assemble_turn_harness->>UsageCarryMiddleware: install with provider_usage_carry
  UsageCarryMiddleware->>OpenhumanEventBridge: push UsageInfo after model call
Loading

Possibly related issues

Possibly related PRs

Suggested labels
rust-core, agent

Suggested reviewers
M3gA-Mind, sanil-23

Poem

A rabbit hopped through model wires,
Untangled forwarders, lit new fires,
Turn by turn, the bundle grows,
Usage carried where it flows,
No more thinking left astray —
Just clean ChatModels, hop away! 🐇✨

🚥 Pre-merge checks | ✅ 3 | ❌ 2

❌ Failed checks (2 warnings)

Check name Status Explanation Resolution
Linked Issues check ⚠️ Warning The PR covers the major harness refactor, but #4613 is not fully met because ProviderModel/model.rs still exist and some listed callers are unmigrated. Delete ProviderModel/model.rs and migrate the remaining Provider call sites listed in #4613, then verify parity coverage.
Out of Scope Changes check ⚠️ Warning The loader.rs allowlist test change appears unrelated to the tinyagents migration scope. Remove or justify the loader test expectation change unless it is required by the migration scope.
✅ Passed checks (3 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title clearly summarizes the main refactor: moving per-turn state off ProviderModel onto build_turn_models and middleware.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.

Comment @coderabbitai help to get the list of available commands.

senamakel added 3 commits July 6, 2026 19:48
…s TurnModels)

`run_turn_via_tinyagents_shared` now takes the crate `ChatModel` bundle
(`TurnModels`) + the provider telemetry id string instead of `Arc<dyn Provider>`
+ `temperature`. Its three turn callers (chat/session, channel, sub-agent) build
the bundle via `build_turn_models` and pass the telemetry id, so the harness
seam entry is crate-native.

- mod.rs: `run_turn_via_tinyagents_shared(turn_models, provider_id, model, …)`;
  the `build_turn_models` call + `telemetry_provider_id()` move to the callers.
- session/turn/graph.rs, harness/graph.rs, subagent_runner/ops/graph.rs: build
  the bundle from their (session/parent-cached) provider just before the call.
- Seam tests build the bundle.

The graph callers still hold the cached `Arc<dyn Provider>` to build the bundle;
pushing that further (so agent/harness names no `Provider` at all) is tangled
with the session's provider caching and best done with the provider-construction
migration (plan Phase 2/4). 538 seam+harness tests green. Part of tinyhumansai#4613.

Claude-Session: https://claude.ai/code/session_015U8RSD1CWUeeetNUWWbTQP
Pre-existing test drift surfaced by this PR's `agent/` test run: tinyhumansai#4591 added
`get_tool_contract` to the workflow_builder propose-or-read tool belt but did not
update `workflow_builder_is_registered_worker_with_narrow_propose_or_read_scope`
(expected 14, actual 15). `get_tool_contract` is a read-only catalog tool that
belongs in the belt; add it to the expected list. Unrelated to the Phase 5
refactor — fixed here to unblock this PR's coverage job.

Claude-Session: https://claude.ai/code/session_015U8RSD1CWUeeetNUWWbTQP
@coderabbitai coderabbitai Bot added agent Built-in agents, prompts, orchestration, and agent runtime in src/openhuman/agent/. rust-core Core Rust runtime in src/: CLI, core_server, shared infrastructure. labels Jul 7, 2026

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Actionable comments posted: 4

🧹 Nitpick comments (1)
src/openhuman/tinyagents/tests.rs (1)

162-167: 📐 Maintainability & Code Quality | 🔵 Trivial | 💤 Low value

Repeated setup boilerplate across tests.

The provider.telemetry_provider_id() + build_turn_models(...) pairing is duplicated verbatim across six tests. A small helper (e.g. fn turn_setup(provider: Arc<dyn Provider>, model: &str, cw: Option<u64>) -> (TurnModels, String)) would remove the repetition and reduce future signature-churn cost.

♻️ Example helper
+fn turn_setup(provider: Arc<dyn Provider>, model: &str, context_window: Option<u64>) -> (TurnModels, String) {
+    let provider_id = provider.telemetry_provider_id();
+    (build_turn_models(provider, model, 0.0, context_window), provider_id)
+}

Also applies to: 268-269, 368-371, 391-392, 445-445, 588-588, 660-662

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@src/openhuman/tinyagents/tests.rs` around lines 162 - 167, The test setup for
obtaining provider.telemetry_provider_id() and calling build_turn_models(...) is
duplicated across multiple cases in tests.rs. Add a small shared helper near the
existing test utilities (for example around run_turn_via_tinyagents_shared
usage) that takes the Provider, model, and cw/temperature-style parameter and
returns both the TurnModels and provider ID, then replace each repeated pairing
in the affected tests with that helper to centralize the setup and reduce future
churn.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@src/openhuman/tinyagents/mod.rs`:
- Around line 1114-1175: `mod.rs` currently contains the new turn-model business
logic via `TurnModels` and `build_turn_models`, which violates the export-only
guideline. Move those definitions and related logic into a dedicated module
under `src/openhuman/tinyagents/models/`, keep `mod.rs` limited to module wiring
and re-exports, and update any callers to import the re-exported symbols from
`mod.rs`.
- Around line 1153-1167: The fallback route adapters in
routes::build_route_models are using their own private error slots, so
TurnModels.error_slot does not reflect the actual route failure. Update the
route construction in mod.rs to thread the primary turn-level slot into each
ProviderModel used for fallback routes, while keeping the summarizer’s separate
ProviderModel isolated with its own slot. Use the existing primary.error_slot()
/ TurnModels wiring and the routes::build_route_models / ProviderModel symbols
to locate the change.

In `@src/openhuman/tinyagents/model.rs`:
- Around line 623-625: The streamed delta handling in the `maybe` branch is
moving `delta` during the `matches!` check, which then makes the later
`forward_delta(&item_tx, delta)` use a moved value. Update the `matches!` usage
in this `ProviderDelta` flow to borrow `delta` instead of moving it, and keep
the same borrowed pattern wherever `streamed_thinking` is derived before
forwarding the delta.

In `@src/openhuman/tinyagents/observability.rs`:
- Around line 617-629: The `ToolCallArgsDelta` emitted in the tool-name handling
path of `observability.rs` is not scoped to the parent tool timeline, so child
sub-agent model streams can incorrectly open a parent row. Update the
`tool_call` processing logic around `AgentProgress::ToolCallArgsDelta` to gate
these empty-args deltas so they are only sent for parent-scoped tool starts, and
skip emitting them for sub-agent/child-scoped streams while preserving the
existing `tool_names` tracking.

---

Nitpick comments:
In `@src/openhuman/tinyagents/tests.rs`:
- Around line 162-167: The test setup for obtaining
provider.telemetry_provider_id() and calling build_turn_models(...) is
duplicated across multiple cases in tests.rs. Add a small shared helper near the
existing test utilities (for example around run_turn_via_tinyagents_shared
usage) that takes the Provider, model, and cw/temperature-style parameter and
returns both the TurnModels and provider ID, then replace each repeated pairing
in the affected tests with that helper to centralize the setup and reduce future
churn.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro

Run ID: 8355b25a-cb79-4de2-96d4-74ab401d53da

📥 Commits

Reviewing files that changed from the base of the PR and between 23440e5 and 0c57e09.

📒 Files selected for processing (11)
  • src/openhuman/agent/harness/graph.rs
  • src/openhuman/agent/harness/session/turn/graph.rs
  • src/openhuman/agent/harness/subagent_runner/ops/graph.rs
  • src/openhuman/agent_registry/agents/loader.rs
  • src/openhuman/tinyagents/mod.rs
  • src/openhuman/tinyagents/model.rs
  • src/openhuman/tinyagents/observability.rs
  • src/openhuman/tinyagents/routes.rs
  • src/openhuman/tinyagents/summarize.rs
  • src/openhuman/tinyagents/tests.rs
  • vendor/tinyagents

Comment on lines +1114 to +1175
/// The per-turn crate [`ChatModel`](tinyagents::harness::model::ChatModel) set,
/// built once from an openhuman [`Provider`] by [`build_turn_models`] — the
/// single place a turn's `ProviderModel`s are constructed (issue #4249, Phase 5).
///
/// [`assemble_turn_harness`] takes this bundle instead of the raw provider, so
/// the harness assembly is expressed purely in crate model types; the
/// `Provider` → `ChatModel` adaptation is confined to `build_turn_models`.
pub(crate) struct TurnModels {
/// The turn's effective/primary model (registry default + dispatch target).
primary: Arc<dyn tinyagents::harness::model::ChatModel<()>>,
/// Additive workload-tier routes (registry name → model), excluding the
/// primary; the crate registry resolves fallback/selection across them.
routes: Vec<(String, Arc<dyn tinyagents::harness::model::ChatModel<()>>)>,
/// A model for the context-window summarizer (a distinct adapter instance so
/// its provider errors don't touch the turn's `error_slot`).
summarizer: Arc<dyn tinyagents::harness::model::ChatModel<()>>,
/// Recovers the primary's original (downcastable) provider error on failure.
error_slot: crate::openhuman::tinyagents::model::ProviderErrorSlot,
}

/// Build the per-turn [`TurnModels`] from an openhuman [`Provider`] — the sole
/// `ProviderModel` construction site for a turn (issue #4249, Phase 5). The
/// primary carries the model's context window on its capability profile; the
/// workload-tier routes are projected via [`routes::build_route_models`]; the
/// summarizer is a separate adapter over the same provider/model.
pub(crate) fn build_turn_models(
provider: Arc<dyn Provider>,
model: &str,
temperature: f64,
context_window: Option<u64>,
) -> TurnModels {
let summary_provider = provider.clone();
let mut primary = ProviderModel::new(provider, model, temperature);
// Record the model's context window on its capability profile (issue #4249,
// Phase 2) so the crate can validate input capacity before dispatch. The
// per-call output cap rides `RunConfig.max_turn_output_tokens` instead.
if let Some(window) = context_window.filter(|w| *w > 0) {
primary = primary.with_context_window(window);
}
let error_slot = primary.error_slot();
let primary: Arc<dyn tinyagents::harness::model::ChatModel<()>> = Arc::new(primary);

let routes = routes::build_route_models(&summary_provider, temperature, model)
.into_iter()
.map(|route| {
let model: Arc<dyn tinyagents::harness::model::ChatModel<()>> = route.model;
(route.name, model)
})
.collect();

// A distinct adapter instance for the summarizer (own error_slot), matching
// the pre-Phase-5 separate `summary_provider` clone.
let summarizer: Arc<dyn tinyagents::harness::model::ChatModel<()>> =
Arc::new(ProviderModel::new(summary_provider, model, temperature));

TurnModels {
primary,
routes,
summarizer,
error_slot,
}
}

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📐 Maintainability & Code Quality | 🟠 Major | 🏗️ Heavy lift

Move the new turn-model construction out of mod.rs.

TurnModels and build_turn_models add new business logic directly to src/openhuman/tinyagents/mod.rs. Please move this into a dedicated module, e.g. src/openhuman/tinyagents/models/, and re-export from mod.rs. As per coding guidelines, "src/openhuman/**/mod.rs: mod.rs files must be export-only: mod/pub mod, pub use, and controller schema wiring only; no business logic."

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@src/openhuman/tinyagents/mod.rs` around lines 1114 - 1175, `mod.rs` currently
contains the new turn-model business logic via `TurnModels` and
`build_turn_models`, which violates the export-only guideline. Move those
definitions and related logic into a dedicated module under
`src/openhuman/tinyagents/models/`, keep `mod.rs` limited to module wiring and
re-exports, and update any callers to import the re-exported symbols from
`mod.rs`.

Source: Coding guidelines

Comment on lines +1153 to +1167
let error_slot = primary.error_slot();
let primary: Arc<dyn tinyagents::harness::model::ChatModel<()>> = Arc::new(primary);

let routes = routes::build_route_models(&summary_provider, temperature, model)
.into_iter()
.map(|route| {
let model: Arc<dyn tinyagents::harness::model::ChatModel<()>> = route.model;
(route.name, model)
})
.collect();

// A distinct adapter instance for the summarizer (own error_slot), matching
// the pre-Phase-5 separate `summary_provider` clone.
let summarizer: Arc<dyn tinyagents::harness::model::ChatModel<()>> =
Arc::new(ProviderModel::new(summary_provider, model, temperature));

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🎯 Functional Correctness | 🟠 Major | 🏗️ Heavy lift

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
set -euo pipefail

# Map the relevant file first
ast-grep outline src/openhuman/tinyagents/mod.rs --view expanded

# Locate the route model builder and error-slot related code
rg -n "error_slot|build_route_models|with_error_slot|ProviderErrorSlot|TurnModels|summary_provider|summarizer" src/openhuman/tinyagents/mod.rs src/openhuman -S

# Read the relevant section around the reported lines
sed -n '1120,1195p' src/openhuman/tinyagents/mod.rs

# Find the definitions for build_route_models and any error-slot plumbing
rg -n "fn build_route_models|struct .*Route|error_slot" src/openhuman -S

Repository: tinyhumansai/openhuman

Length of output: 50378


🏁 Script executed:

#!/bin/bash
set -euo pipefail

# Read the exact build_turn_models section
sed -n '1121,1178p' src/openhuman/tinyagents/mod.rs

# Read the route-model builder definition and any slot wiring
sed -n '1,260p' src/openhuman/tinyagents/routes.rs

# Read the failure-path handling that consumes TurnModels.error_slot
sed -n '820,920p' src/openhuman/tinyagents/mod.rs

# Show how the route models are used downstream
sed -n '1288,1325p' src/openhuman/tinyagents/mod.rs

Repository: tinyhumansai/openhuman

Length of output: 22093


🏁 Script executed:

#!/bin/bash
set -euo pipefail

# Inspect ProviderModel slot plumbing
sed -n '320,430p' src/openhuman/tinyagents/model.rs

# Inspect where the turn-level error slot is ultimately consumed after fallback/route handling
sed -n '460,520p' src/openhuman/tinyagents/mod.rs
sed -n '880,910p' src/openhuman/tinyagents/mod.rs

# Check whether route fallbacks are wired to the turn models built here
rg -n "route_fallback_policy|build_route_models\\(|replace_model\\(|register_model\\(" src/openhuman/tinyagents -S

Repository: tinyhumansai/openhuman

Length of output: 10390


🏁 Script executed:

#!/bin/bash
set -euo pipefail

# Read the harness assembly around fallback installation and model registration
sed -n '1240,1345p' src/openhuman/tinyagents/mod.rs

# Read the full route fallback builder for exact behavior
sed -n '230,280p' src/openhuman/tinyagents/routes.rs

# Check whether any route/model code shares or replaces error slots
rg -n "error_slot|with_error_slot|route_fallback_policy|FallbackPolicy|register_model\\(" src/openhuman/tinyagents -S

Repository: tinyhumansai/openhuman

Length of output: 12164


Share the turn error slot with fallback route adapters.

TurnModels.error_slot is taken from the primary adapter, but routes::build_route_models creates separate ProviderModels with their own private slots. If a fallback route fails, the run loop only consults the turn-level slot, so the route’s real provider error can be lost and the primary error re-surfaced instead. Thread one shared slot through the route adapters; keep the summarizer isolated.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@src/openhuman/tinyagents/mod.rs` around lines 1153 - 1167, The fallback route
adapters in routes::build_route_models are using their own private error slots,
so TurnModels.error_slot does not reflect the actual route failure. Update the
route construction in mod.rs to thread the primary turn-level slot into each
ProviderModel used for fallback routes, while keeping the summarizer’s separate
ProviderModel isolated with its own slot. Use the existing primary.error_slot()
/ TurnModels wiring and the routes::build_route_models / ProviderModel symbols
to locate the change.

Comment on lines 623 to +625
if let Some(delta) = maybe {
streamed_thinking |= matches!(delta, ProviderDelta::ThinkingDelta { .. });
forward_delta(&item_tx, thinking.as_ref(), delta);
forward_delta(&item_tx, delta);

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🎯 Functional Correctness | 🔴 Critical | ⚡ Quick win

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
rg -n -C2 'matches!\(delta,\s*ProviderDelta::ThinkingDelta' src/openhuman/tinyagents/model.rs

Repository: tinyhumansai/openhuman

Length of output: 773


🏁 Script executed:

#!/bin/bash
set -euo pipefail

# Map the file and inspect the relevant symbols.
ast-grep outline src/openhuman/tinyagents/model.rs --view expanded | sed -n '1,220p'

printf '\n==== ProviderDelta / forward_delta search ====\n'
rg -n -C3 'enum ProviderDelta|struct ProviderDelta|type ProviderDelta|fn forward_delta|matches!\(delta, ProviderDelta::ThinkingDelta' src/openhuman/tinyagents/model.rs

Repository: tinyhumansai/openhuman

Length of output: 3061


🏁 Script executed:

#!/bin/bash
set -euo pipefail

# Inspect the ProviderDelta definition and whether it is Copy/Clone.
rg -n -C4 'enum ProviderDelta|struct ProviderDelta|derive\(' src/openhuman -g '*.rs'

printf '\n==== direct matches for ProviderDelta definition ==== \n'
rg -n -C6 'ProviderDelta' src/openhuman -g '*.rs' | sed -n '1,220p'

Repository: tinyhumansai/openhuman

Length of output: 50379


🏁 Script executed:

#!/bin/bash
set -euo pipefail

# Find likely files that define ProviderDelta.
git ls-files 'src/**/*.rs' | rg '/(provider|delta|tinyagents|model)\.rs$|provider' || true

printf '\n==== direct ProviderDelta declaration search ==== \n'
rg -n --max-count 20 'enum ProviderDelta|struct ProviderDelta|type ProviderDelta' src -g '*.rs'

Repository: tinyhumansai/openhuman

Length of output: 10355


🏁 Script executed:

#!/bin/bash
set -euo pipefail

sed -n '120,190p' src/openhuman/inference/provider/traits.rs | cat -n

Repository: tinyhumansai/openhuman

Length of output: 4181


Borrow delta in both matches! checks. matches!(delta, ...) moves the ProviderDelta, so forward_delta(&item_tx, delta) uses a moved value. Use matches!(&delta, ...) in both spots.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@src/openhuman/tinyagents/model.rs` around lines 623 - 625, The streamed delta
handling in the `maybe` branch is moving `delta` during the `matches!` check,
which then makes the later `forward_delta(&item_tx, delta)` use a moved value.
Update the `matches!` usage in this `ProviderDelta` flow to borrow `delta`
instead of moving it, and keep the same borrowed pattern wherever
`streamed_thinking` is derived before forwarding the delta.

Comment on lines +617 to +629
if let Some(name) = tool_call.tool_name.as_deref().filter(|n| !n.is_empty()) {
self.tool_names
.lock()
.unwrap()
.get(&tool_call.call_id)
.cloned()
.unwrap_or_default();
.insert(tool_call.call_id.clone(), name.to_string());
if tool_call.content.is_empty() {
self.send(AgentProgress::ToolCallArgsDelta {
call_id: tool_call.call_id.clone(),
tool_name: name.to_string(),
delta: String::new(),
iteration,
});
}

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🎯 Functional Correctness | 🟠 Major | ⚡ Quick win

Gate tool-start arg deltas to parent scope.

This emits an unscoped ToolCallArgsDelta for sub-agent model streams. That can open a parent timeline row for child tool planning, while the real child tool events are scoped separately.

Proposed fix
-                        if tool_call.content.is_empty() {
+                        if self.scope.is_none() && tool_call.content.is_empty() {
                             self.send(AgentProgress::ToolCallArgsDelta {
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
if let Some(name) = tool_call.tool_name.as_deref().filter(|n| !n.is_empty()) {
self.tool_names
.lock()
.unwrap()
.get(&tool_call.call_id)
.cloned()
.unwrap_or_default();
.insert(tool_call.call_id.clone(), name.to_string());
if tool_call.content.is_empty() {
self.send(AgentProgress::ToolCallArgsDelta {
call_id: tool_call.call_id.clone(),
tool_name: name.to_string(),
delta: String::new(),
iteration,
});
}
if let Some(name) = tool_call.tool_name.as_deref().filter(|n| !n.is_empty()) {
self.tool_names
.lock()
.unwrap()
.insert(tool_call.call_id.clone(), name.to_string());
if self.scope.is_none() && tool_call.content.is_empty() {
self.send(AgentProgress::ToolCallArgsDelta {
call_id: tool_call.call_id.clone(),
tool_name: name.to_string(),
delta: String::new(),
iteration,
});
}
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@src/openhuman/tinyagents/observability.rs` around lines 617 - 629, The
`ToolCallArgsDelta` emitted in the tool-name handling path of `observability.rs`
is not scoped to the parent tool timeline, so child sub-agent model streams can
incorrectly open a parent row. Update the `tool_call` processing logic around
`AgentProgress::ToolCallArgsDelta` to gate these empty-args deltas so they are
only sent for parent-scoped tool starts, and skip emitting them for
sub-agent/child-scoped streams while preserving the existing `tool_names`
tracking.

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agent Built-in agents, prompts, orchestration, and agent runtime in src/openhuman/agent/. rust-core Core Rust runtime in src/: CLI, core_server, shared infrastructure.

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Migrate the tinyagents harness seam onto ChatModel and delete ProviderModel (inference migration Phase 5)

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