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MoA: don't let small-model consensus pre-empt a still-running large model - #837

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moa-tier-aware-consensus
Jun 14, 2026
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MoA: don't let small-model consensus pre-empt a still-running large model#837
michaelneale merged 3 commits into
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moa-tier-aware-consensus

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@michaelneale michaelneale commented Jun 12, 2026

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Summary

When model: "mesh" fans out across a mixed mesh — one large model (e.g. MiniMax on studio) plus several small models — the large model's answer could be silently discarded: two fast small workers agreeing (or the 3s answer-grace timer) finalized the turn while the large model was still prefilling. Users got small-model consensus even when a much stronger answer was seconds away.

After this change, MoA holds small-tier-only answers for a bounded patience window (20s) when a big-tier Strong worker is still running:

  • If the strong worker lands in time, its answer participates (and consensus that includes the strong answer ships immediately — that's agreement with the strong model, not against it).
  • If the strong worker is stuck or slow past the window, the held small-tier consensus ships — the gate switches hard off at expiry, so a hung peer can never hold a turn hostage (the failure mode that sank Stabilize mesh MoA context and tool loops #820). A dedicated wake-up re-evaluates held outputs at expiry rather than waiting for worker_timeout.
  • Tool proposals are never held — they're schema-verified by tool_guard, and agent loops (goose / OpenClaw) keep their current latency.
  • Same-tier pools are unaffected: has_quality_gap only arms the gate when the Strong worker is big-tier and small-tier workers are present. Many-small-models meshes keep today's early-exit latency, preserving the consensus-lift behavior.
  • Answer grace now prefers the Strong worker's qualifying answer over marginally-higher self-reported confidence from a smaller model (confidence is not comparable across models).

Why

Self-MoA (arXiv:2502.00674) shows MoA output quality is far more sensitive to proposer quality than diversity — mixing weak proposers into a strong model's pool actively hurts. "Are More LLM Calls All You Need?" (arXiv:2403.02419) shows majority voting degrades on hard queries. The goal of mesh MoA is to lift intelligence when there are many comparable small models, not to dumb down a large one; this change separates those two regimes.

Architecture

  • worker::has_quality_gap — tier analysis over (model_name, role) pairs, reusing the existing single-digit-B name heuristic shared with the router.
  • arbiter::StrongGate — explicit gate state passed into try_early_decision; Off reproduces pre-change behavior exactly (all existing arbiter tests pass unchanged with Off).
  • fanout::GatherPolicy — groups the timing knobs (first_answer_grace, grace_mode, new strong_patience).
  • GatewayConfig.strong_patience — zero disables the gate entirely; sim tests run with zero except the new gate-specific sims.

Protocol

No wire/protocol changes. Purely host-local decision logic inside the MoA gateway; mixed-version meshes unaffected.

Validation

  • cargo test -p mesh-mixture-of-agents — 158 lib tests + all sims pass, including new sim_strong_patience.rs pinning: held consensus until strong lands, hard release at patience expiry with a hung strong worker (anti-Stabilize mesh MoA context and tool loops #820), and same-tier pools keeping early-exit.
  • cargo test -p mesh-llm-host-runtime --lib — 1439 passed.
  • Clippy -D warnings clean on both crates; fmt clean.
  • Live multi-node validation (lab mini + public mesh, goose + claw vs baseline) to follow in PR comments.

Summary by CodeRabbit

  • New Features

    • Added configurable "strong patience" gating to hold small-tier consensus while higher-quality workers are still producing, with a patience timeout to release decisions.
    • Detects quality gaps between worker tiers to enable tier-aware arbitration and prefer a qualifying strong answer when it disagrees with a small-tier consensus.
  • Refactor

    • Consolidated grace/timing into a GatherPolicy for clearer tier-gating behavior.
  • Tests

    • Expanded tests covering gating, patience expiry, preference for strong answers, and all-small pools.

…indow

When the mesh mixes a big-tier model (e.g. MiniMax) with small-tier
workers, two fast small models agreeing could finalize a mesh turn
before the strong worker produced anything — dumbing the answer down
to small-model consensus. Research (Self-MoA, arXiv:2502.00674) shows
MoA quality tracks proposer quality far more than diversity.

This adds a tier gate to the fan-out decision loop:

- Small-tier-only answer consensus, small-tier sole-survivor answers,
  and the answer grace timer are held while the big-tier Strong worker
  is still running — bounded by a new strong_patience window (20s
  default at the MoA gateway).
- The hold is a hard bound: at expiry every decision rule reverts to
  pre-gate behavior, so a stuck strong worker can never hold the turn
  hostage (the failure mode that sank PR #820). A dedicated wake-up in
  the select loop re-evaluates held outputs at expiry rather than
  waiting for worker_timeout.
- Consensus that includes the strong worker's answer ships immediately
  (agreement WITH the strong model, not against it).
- Tool proposals are exempt: they are schema-verified by tool_guard
  and agent loops (goose/claw) must stay snappy.
- Same-tier pools (many small models lifting each other) are detected
  via has_quality_gap and keep the existing latency profile untouched.
- Answer grace now prefers the Strong worker's qualifying answer over
  marginally-higher self-reported confidence from smaller models.

Timing knobs are grouped into a GatherPolicy struct. New sim tests pin
the held-consensus, patience-expiry, and same-tier contracts.
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📥 Commits

Reviewing files that changed from the base of the PR and between 102c2d4 and a9a9abf.

📒 Files selected for processing (3)
  • crates/mesh-mixture-of-agents/src/arbiter.rs
  • crates/mesh-mixture-of-agents/src/fanout.rs
  • crates/mesh-mixture-of-agents/tests/sim_strong_patience.rs
🚧 Files skipped from review as they are similar to previous changes (3)
  • crates/mesh-mixture-of-agents/tests/sim_strong_patience.rs
  • crates/mesh-mixture-of-agents/src/fanout.rs
  • crates/mesh-mixture-of-agents/src/arbiter.rs

📝 Walkthrough

Walkthrough

This PR introduces a configurable "strong patience" timeout that gates early arbitration decisions in mixed-tier worker pools, preventing small-tier consensus from finalizing while a Strong worker is still active within the patience window, with hard expiry releasing held consensus.

Changes

Strong-Worker Patience Tier Gating

Layer / File(s) Summary
StrongGate contract and early-arbitration logic
crates/mesh-mixture-of-agents/src/arbiter.rs
StrongGate enum and updated try_early_decision signature enable tier-aware gating; tier_aware_consensus_decision helper withholds small-tier-only answers when Strong is pending unless the strong tier agrees; new tests validate hold/release behavior, strong-tier agreement acceptance, sole-survivor suppression, and tool-proposal exemption.
GatherPolicy and fan-out patience-aware gathering
crates/mesh-mixture-of-agents/src/fanout.rs
GatherPolicy struct bundles grace timing with strong_patience; gather_workers_incremental dynamically computes StrongGate based on strong-worker completion state and elapsed time; patience-expiry timeout fires to re-evaluate and release held decisions even without new worker completions; Answer-grace suppressed during strong holds while Tool-grace remains exempt; Strong-tier answers preferred in grace selection; existing unit tests updated to pass GatherPolicy instead of separate parameters.
Gateway configuration and query-path wiring
crates/mesh-mixture-of-agents/src/lib.rs, crates/mesh-llm-host-runtime/src/network/openai/moa_gateway/mod.rs
GatewayConfig gains strong_patience: Duration field (default 20 seconds in the host runtime); handle_query threads the config value into fanout::GatherPolicy, exposing the feature to query execution.
Quality-gap detection helper
crates/mesh-mixture-of-agents/src/worker.rs
New has_quality_gap function identifies mixed-tier pools (big-tier Strong + small-tier non-Strong) using existing is_single_digit_b_name heuristic; tests validate gap detection for MiniMax+Qwens (gap), all-small (no gap), all-big (no gap), and no-Strong (no gap) cases.
Strong-patience integration test suite
crates/mesh-mixture-of-agents/tests/sim_strong_patience.rs
DelayedAnswerBackend test double with configurable latency; mixed_pool helper wires two fast small-tier and one slow strong-tier backend; three tests validate: small consensus held until strong lands within patience, patience expiry releasing held consensus (issue #820 anti-regression), and same-tier pools retaining early-exit without patience delays.
Existing test configuration updates
crates/mesh-mixture-of-agents/tests/sim_*.rs
Test helper configurations across sim_all_workers_fail.rs, sim_enable_thinking_propagation.rs, sim_tool_call_text_not_passed_as_content.rs, sim_tool_result_routes_to_reducer.rs, sim_worker_accounting.rs now explicitly set strong_patience: Duration::ZERO for backward-compatible behavior.

Estimated code review effort

🎯 4 (Complex) | ⏱️ ~45 minutes

Possibly related PRs

  • Mesh-LLM/mesh-llm#820: Addresses the anti-pattern this PR prevents—early exit before strong workers complete—by introducing patience-based timeout-driven consensus release.
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Title check ✅ Passed The title clearly and specifically describes the main change: preventing small-model consensus from pre-empting a still-running large model, which is the core objective of this PR.
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Actionable comments posted: 1

🧹 Nitpick comments (3)
crates/mesh-mixture-of-agents/tests/sim_strong_patience.rs (1)

161-165: ⚡ Quick win

Tighten the latency bound to the configured patience window.

elapsed < 5s will still pass if the release regresses from ~500ms to several seconds, so it does not really pin the “promptly at patience expiry” contract described above. A much tighter upper bound with some scheduler slack would catch that regression.

🤖 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 `@crates/mesh-mixture-of-agents/tests/sim_strong_patience.rs` around lines 161
- 165, The assertion currently allows up to 5s (assert!(elapsed <
Duration::from_secs(5), ...)) which is too loose; replace that upper bound with
a tighter timeout near the configured patience window (~500ms) plus scheduler
slack (e.g., ~750ms or 1s) so regressions are caught—update the assertion
comparing elapsed to a Duration reflecting that tightened bound and keep the
existing error message referencing elapsed.
crates/mesh-mixture-of-agents/src/fanout.rs (1)

257-264: 💤 Low value

Panicked/cancelled Strong worker leaves strong_finished false, gate holds until patience expires.

When a task produces a JoinError, we have no (model, role) payload to identify the worker. If the Strong worker panics, strong_finished stays false and the gate continues holding until the patience window expires rather than releasing immediately.

This is a minor edge case (panicking workers are rare), and patience expiry is the bounded fallback. No action required unless this becomes a real latency issue.

🤖 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 `@crates/mesh-mixture-of-agents/src/fanout.rs` around lines 257 - 264, The
JoinError handling block in fanout.rs currently increments total_finished and
logs the error but does not mark the Strong worker as finished, so a
panicked/cancelled Strong leaves strong_finished false and the gate waits until
patience expires; update the Err(e) arm that logs "moa: worker task panicked or
was cancelled" to also detect if the missing worker was the Strong worker (by
correlating the JoinError to the dispatched slot or checking the worker identity
used when spawning) and set strong_finished = true (or otherwise mark that slot
as completed) so the gate can release immediately; ensure this change integrates
with reconcile_dispatched logic that expects dispatched summaries by name.
crates/mesh-mixture-of-agents/src/arbiter.rs (1)

347-380: 💤 Low value

Variable strong_agrees is misleading — it checks whether Strong has finished with any answer, not cluster agreement.

The docstring says "Consensus that includes the strong worker's answer passes through" but strong_agrees only checks if Strong produced any usable answer, not whether Strong's answer is part of the agreeing cluster. If Strong answered "Berlin" while two small models agreed on "Paris", strong_agrees would be true and the "Paris" consensus would ship.

If this is intentional (Strong finishing lifts the gate regardless of agreement), consider renaming to strong_has_answered and adjusting the docstring to clarify that Strong's mere presence (not agreement) releases the hold.

Suggested clarification
-    let strong_agrees = answers
+    // Strong has produced a usable answer — it had its chance to weigh in.
+    // Whether Strong agrees with the cluster or not, the gate releases.
+    let strong_has_answered = answers
         .iter()
-        .any(|a| a.role == WorkerRole::Strong && is_usable_answer(a));
-    if strong_pending && !strong_agrees {
+        .any(|a| a.role == WorkerRole::Strong);
+    if strong_pending && !strong_has_answered {

Note: is_usable_answer(a) is redundant since answers is already filtered by that predicate.

🤖 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 `@crates/mesh-mixture-of-agents/src/arbiter.rs` around lines 347 - 380, In
tier_aware_consensus_decision change the misleading strong_agrees semantics:
either (A) if intent is "strong finishing lifts the gate regardless of content"
rename strong_agrees to strong_has_answered and update the function/doc comment
to state that any usable Strong answer releases the hold (also remove redundant
is_usable_answer check since answers is already filtered), or (B) if intent is
"strong must agree with the cluster" change the check to compare Strong's
payload to the agreeing cluster (i.e., find the Strong WorkerOutput in answers
and verify its payload matches the best consensus payload) before treating the
gate as lifted; update variable names (e.g., strong_matches_consensus) and the
docstring accordingly to reflect the chosen behavior.
🤖 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 `@crates/mesh-mixture-of-agents/tests/sim_strong_patience.rs`:
- Around line 118-145: The test only asserts that the strong worker (model
"MiniMax-M2.5") completed but does not assert that its answer was selected;
update the test to assert the turn response equals the strong worker's answer by
calling response_text(&result) and comparing it to the expected strong-worker
text (the answer produced by the strong model in this scenario), ensuring the
contract that "when the strong worker lands with a usable answer, it wins" is
enforced; locate the test function small_consensus_is_held_until_strong_lands,
the result variable from moa::handle_turn(&config, &user_turn(...)), and add an
assertion that response_text(&result) == "<expected strong answer>" (or match
the known strong summary output) after verifying strong_summary.succeeded.

---

Nitpick comments:
In `@crates/mesh-mixture-of-agents/src/arbiter.rs`:
- Around line 347-380: In tier_aware_consensus_decision change the misleading
strong_agrees semantics: either (A) if intent is "strong finishing lifts the
gate regardless of content" rename strong_agrees to strong_has_answered and
update the function/doc comment to state that any usable Strong answer releases
the hold (also remove redundant is_usable_answer check since answers is already
filtered), or (B) if intent is "strong must agree with the cluster" change the
check to compare Strong's payload to the agreeing cluster (i.e., find the Strong
WorkerOutput in answers and verify its payload matches the best consensus
payload) before treating the gate as lifted; update variable names (e.g.,
strong_matches_consensus) and the docstring accordingly to reflect the chosen
behavior.

In `@crates/mesh-mixture-of-agents/src/fanout.rs`:
- Around line 257-264: The JoinError handling block in fanout.rs currently
increments total_finished and logs the error but does not mark the Strong worker
as finished, so a panicked/cancelled Strong leaves strong_finished false and the
gate waits until patience expires; update the Err(e) arm that logs "moa: worker
task panicked or was cancelled" to also detect if the missing worker was the
Strong worker (by correlating the JoinError to the dispatched slot or checking
the worker identity used when spawning) and set strong_finished = true (or
otherwise mark that slot as completed) so the gate can release immediately;
ensure this change integrates with reconcile_dispatched logic that expects
dispatched summaries by name.

In `@crates/mesh-mixture-of-agents/tests/sim_strong_patience.rs`:
- Around line 161-165: The assertion currently allows up to 5s (assert!(elapsed
< Duration::from_secs(5), ...)) which is too loose; replace that upper bound
with a tighter timeout near the configured patience window (~500ms) plus
scheduler slack (e.g., ~750ms or 1s) so regressions are caught—update the
assertion comparing elapsed to a Duration reflecting that tightened bound and
keep the existing error message referencing elapsed.
🪄 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 Plus

Run ID: 076da41c-6532-4c86-8b8f-e0030df34e90

📥 Commits

Reviewing files that changed from the base of the PR and between 226d1c6 and 102c2d4.

📒 Files selected for processing (11)
  • crates/mesh-llm-host-runtime/src/network/openai/moa_gateway/mod.rs
  • crates/mesh-mixture-of-agents/src/arbiter.rs
  • crates/mesh-mixture-of-agents/src/fanout.rs
  • crates/mesh-mixture-of-agents/src/lib.rs
  • crates/mesh-mixture-of-agents/src/worker.rs
  • crates/mesh-mixture-of-agents/tests/sim_all_workers_fail.rs
  • crates/mesh-mixture-of-agents/tests/sim_enable_thinking_propagation.rs
  • crates/mesh-mixture-of-agents/tests/sim_strong_patience.rs
  • crates/mesh-mixture-of-agents/tests/sim_tool_call_text_not_passed_as_content.rs
  • crates/mesh-mixture-of-agents/tests/sim_tool_result_routes_to_reducer.rs
  • crates/mesh-mixture-of-agents/tests/sim_worker_accounting.rs

Comment thread crates/mesh-mixture-of-agents/tests/sim_strong_patience.rs
When the held strong worker lands but disagrees with the small-tier
consensus, ship the strong worker's answer rather than small-model
consensus. Holding for the strong worker only bought it a seat; this
makes its answer actually win on disagreement, which is the point of
the tier gate (don't let small models outvote the big one).

Review feedback addressed:
- sim_strong_patience: assert the strong answer actually wins, not just
  that the strong worker finished (CodeRabbit major).
- sim_strong_patience: tighten patience-expiry latency bound from 5s to
  1.5s so several-second regressions toward worker_timeout are caught.
- fanout: document that a panicked Strong worker intentionally falls back
  to bounded patience expiry rather than adding fragile JoinError->slot
  correlation.
- Add arbiter unit test pinning strong-dissent-wins behavior.
* origin/main:
  Add transport-aware Skippy stage ordering (#814)
  Share Skippy stage wire byte accounting (#818)
  Report Skippy artifact cold-start costs (#815)
  fix: debug output capturing for TUI / panics (#827)
  fix(hero): visual corrections for iPhone SE size devices (#838)
  Add Skippy stage role metadata (#816)
  Add Skippy request cache epoch telemetry (#817)
  Consolidate agent skills and fix stale docs (Windows deploy, repo map, design docs) (#836)
  feature(version): normalize version markers for different build types (#831)
  fix(website): fix visual regressions (#835)
  fix(gh): change micn to michaelneale in auto_assign.yml
  Revert "fix(gh): replace micn with IvGolovach in auto_assign.yml (not a collaborator)"
  fix(gh): replace micn with IvGolovach in auto_assign.yml (not a collaborator)
Comment thread crates/mesh-mixture-of-agents/src/arbiter.rs
@michaelneale
michaelneale merged commit 06dafb7 into main Jun 14, 2026
25 checks passed
@michaelneale
michaelneale deleted the moa-tier-aware-consensus branch June 14, 2026 02:08
michaelneale added a commit that referenced this pull request Jun 14, 2026
* origin/main: (29 commits)
  MoA: don't let small-model consensus pre-empt a still-running large model (#837)
  fix(console): render thinking traces as markdown
  Add bounded direct path repair (#846)
  Fix skippy smoke PR gate (#850)
  Stabilize skippy smoke chain startup (#849)
  fix(ci): switch back to auto-assign workflow
  fix(website): polish longform visual explainer (#843)
  fix: gemma thinking
  Carry GLM llama MTP patches (#840)
  Refresh llama.cpp canary patch queue (#839)
  Add transport-aware Skippy stage ordering (#814)
  Share Skippy stage wire byte accounting (#818)
  Report Skippy artifact cold-start costs (#815)
  fix: debug output capturing for TUI / panics (#827)
  fix(hero): visual corrections for iPhone SE size devices (#838)
  Add Skippy stage role metadata (#816)
  Add Skippy request cache epoch telemetry (#817)
  Consolidate agent skills and fix stale docs (Windows deploy, repo map, design docs) (#836)
  feature(version): normalize version markers for different build types (#831)
  fix(website): fix visual regressions (#835)
  ...

# Conflicts:
#	AGENTS.md
michaelneale added a commit that referenced this pull request Jun 14, 2026
* origin/main:
  fix(website): restore mobile catalog cards (#852)
  MoA: don't let small-model consensus pre-empt a still-running large model (#837)
  fix(console): render thinking traces as markdown
michaelneale added a commit that referenced this pull request Jun 14, 2026
…odel (#837)

* MoA: hold small-tier consensus for a bounded strong-worker patience window

When the mesh mixes a big-tier model (e.g. MiniMax) with small-tier
workers, two fast small models agreeing could finalize a mesh turn
before the strong worker produced anything — dumbing the answer down
to small-model consensus. Research (Self-MoA, arXiv:2502.00674) shows
MoA quality tracks proposer quality far more than diversity.

This adds a tier gate to the fan-out decision loop:

- Small-tier-only answer consensus, small-tier sole-survivor answers,
  and the answer grace timer are held while the big-tier Strong worker
  is still running — bounded by a new strong_patience window (20s
  default at the MoA gateway).
- The hold is a hard bound: at expiry every decision rule reverts to
  pre-gate behavior, so a stuck strong worker can never hold the turn
  hostage (the failure mode that sank PR #820). A dedicated wake-up in
  the select loop re-evaluates held outputs at expiry rather than
  waiting for worker_timeout.
- Consensus that includes the strong worker's answer ships immediately
  (agreement WITH the strong model, not against it).
- Tool proposals are exempt: they are schema-verified by tool_guard
  and agent loops (goose/claw) must stay snappy.
- Same-tier pools (many small models lifting each other) are detected
  via has_quality_gap and keep the existing latency profile untouched.
- Answer grace now prefers the Strong worker's qualifying answer over
  marginally-higher self-reported confidence from smaller models.

Timing knobs are grouped into a GatherPolicy struct. New sim tests pin
the held-consensus, patience-expiry, and same-tier contracts.

* MoA: prefer strong worker's answer on dissent; address review feedback

When the held strong worker lands but disagrees with the small-tier
consensus, ship the strong worker's answer rather than small-model
consensus. Holding for the strong worker only bought it a seat; this
makes its answer actually win on disagreement, which is the point of
the tier gate (don't let small models outvote the big one).

Review feedback addressed:
- sim_strong_patience: assert the strong answer actually wins, not just
  that the strong worker finished (CodeRabbit major).
- sim_strong_patience: tighten patience-expiry latency bound from 5s to
  1.5s so several-second regressions toward worker_timeout are caught.
- fanout: document that a panicked Strong worker intentionally falls back
  to bounded patience expiry rather than adding fragile JoinError->slot
  correlation.
- Add arbiter unit test pinning strong-dissent-wins behavior.
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