feat(acms): add strategy coordinator and fusion engine #192

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Commit Message: feat(acms): add strategy coordinator and fusion engine
Branch: feature/m6-acms-fusion-engine

Background

The StrategyCoordinator executes strategies in parallel with proportional budget allocation by strategy confidence. The FusionEngine deduplicates fragments, resolves detail conflicts, and packs results within budget. Per-strategy max caps are enforced.

Acceptance Criteria

Implement StrategyCoordinator with parallel execution and budget allocation.
Implement FusionEngine to dedupe fragments, resolve detail conflicts, and pack within budget.
Allocate budget proportionally by strategy confidence and enforce per-strategy max caps.
Add greedy knapsack packing with deterministic tie-breakers (relevance, detail level, token count).
Add fragment dedupe by UKO URI + hash of rendered text to avoid duplicates across strategies.

Definition of Done

This issue is complete when:

All subtasks below are completed and checked off.
A Git commit is created where the first line of the commit message matches
the Commit Message in Metadata exactly, followed by a blank line, then
additional lines providing relevant details about the implementation. The
commit body should be appropriate in size for a commit message and relatively
complete in describing what was done.
The commit is pushed to the remote on the branch matching the Branch in
Metadata exactly.
The commit is submitted as a pull request to master, reviewed, and
merged before this issue is marked done.

Subtasks

Implement StrategyCoordinator with parallel execution and budget allocation.
Implement FusionEngine to dedupe fragments, resolve detail conflicts, and pack within budget.
Allocate budget proportionally by strategy confidence and enforce per-strategy max caps.
Add greedy knapsack packing with deterministic tie-breakers (relevance, detail level, token count).
Add fragment dedupe by UKO URI + hash of rendered text to avoid duplicates across strategies.
Add budget overage guard to drop lowest-relevance fragments and emit warnings.
Add docs/reference/acms_fusion.md with flow diagrams and budget semantics.
Document StrategyCoordinator execution order and error handling.
Tests (Behave): Add features/acms_fusion.feature for dedupe and budget enforcement.
Tests (Robot): Add robot/acms_fusion.robot integration smoke tests.
Tests (ASV): Add benchmarks/acms_fusion_bench.py for fusion runtime.
Verify coverage >=97% via nox -s coverage_report. If coverage is <97% then review the current unit test coverage report at build/coverage.xml and use it to write new Behave based unit tests to improve code coverage. Specifically, write Behave style unit tests that are descriptively named and specifically improves coverage on whichever file has the most uncovered lines by writing tests that will target the uncovered lines in the report. Once that is done rerun nox -s coverage_report to verify all tests pass and coverage is above >=97%. Only mark this as complete once coverage is >=97%, if not repeat this task as many times as is needed until coverage reaches >=97%.
Run nox (all default sessions, including benchmark), fix any errors if needed ensuring nox passes across entire code base, do not ignore any failure even if it seems unrelated to this commit, fix it.

Section: #### M5: ACMS v1 + Context Scaling (Day 26)
Status: Open

## Metadata - **Commit Message**: `feat(acms): add strategy coordinator and fusion engine` - **Branch**: `feature/m6-acms-fusion-engine` ## Background The StrategyCoordinator executes strategies in parallel with proportional budget allocation by strategy confidence. The FusionEngine deduplicates fragments, resolves detail conflicts, and packs results within budget. Per-strategy max caps are enforced. ## Acceptance Criteria - [ ] Implement StrategyCoordinator with parallel execution and budget allocation. - [ ] Implement FusionEngine to dedupe fragments, resolve detail conflicts, and pack within budget. - [ ] Allocate budget proportionally by strategy confidence and enforce per-strategy max caps. - [ ] Add greedy knapsack packing with deterministic tie-breakers (relevance, detail level, token count). - [ ] Add fragment dedupe by UKO URI + hash of rendered text to avoid duplicates across strategies. ## Definition of Done This issue is complete when: - All subtasks below are completed and checked off. - A Git commit is created where the **first line** of the commit message matches the Commit Message in Metadata exactly, followed by a blank line, then additional lines providing relevant details about the implementation. The commit body should be appropriate in size for a commit message and relatively complete in describing what was done. - The commit is pushed to the remote on the branch matching the **Branch** in Metadata exactly. - The commit is submitted as a **pull request** to `master`, reviewed, and **merged** before this issue is marked done. ## Subtasks - [ ] Implement StrategyCoordinator with parallel execution and budget allocation. - [ ] Implement FusionEngine to dedupe fragments, resolve detail conflicts, and pack within budget. - [ ] Allocate budget proportionally by strategy confidence and enforce per-strategy max caps. - [ ] Add greedy knapsack packing with deterministic tie-breakers (relevance, detail level, token count). - [ ] Add fragment dedupe by UKO URI + hash of rendered text to avoid duplicates across strategies. - [ ] Add budget overage guard to drop lowest-relevance fragments and emit warnings. - [ ] Add `docs/reference/acms_fusion.md` with flow diagrams and budget semantics. - [ ] Document StrategyCoordinator execution order and error handling. - [ ] Tests (Behave): Add `features/acms_fusion.feature` for dedupe and budget enforcement. - [ ] Tests (Robot): Add `robot/acms_fusion.robot` integration smoke tests. - [ ] Tests (ASV): Add `benchmarks/acms_fusion_bench.py` for fusion runtime. - [ ] Verify coverage >=97% via `nox -s coverage_report`. If coverage is <97% then review the current unit test coverage report at `build/coverage.xml` and use it to write new Behave based unit tests to improve code coverage. Specifically, write Behave style unit tests that are descriptively named and specifically improves coverage on whichever file has the most uncovered lines by writing tests that will target the uncovered lines in the report. Once that is done rerun `nox -s coverage_report` to verify all tests pass and coverage is above >=97%. Only mark this as complete once coverage is >=97%, if not repeat this task as many times as is needed until coverage reaches >=97%. - [ ] Run `nox` (all default sessions, including benchmark), fix any errors if needed ensuring nox passes across **entire** code base, do not ignore any failure even if it seems unrelated to this commit, fix it. **Section**: #### M5: ACMS v1 + Context Scaling (Day 26) **Status**: Open

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#359 Epic: ACMS v1 + Context Scaling (M5)

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Expected completion updated (Day 15 rebaseline): Day 35 / 2026-03-15 (previously Day 31 / 2026-03-11)

**Expected completion updated (Day 15 rebaseline):** Day 35 / 2026-03-15 (previously Day 31 / 2026-03-11)

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#359 Epic: ACMS v1 + Context Scaling (M5)

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#396 Epic: ACMS Context Pipeline

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Epic: ACMS Context Pipeline #396

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feat(acms): add text, vector, and graph backend protocol implementations #498

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#190 feat(acms): add context request protocol models

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#191 feat(acms): add context strategy registry

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#188 feat(acms): add ACMS v1 context pipeline

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feat(acms): add ContextFragment and ScoredFragment data models #538

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feat(acms): implement pipeline orchestrator and Phase 1 components (StrategySelector, BudgetAllocator, StrategyExecutor) #539

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refactor(acms): unify duplicate ContextFragment / ContextBudget / FragmentProvenance model hierarchies #569

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#188 feat(acms): add ACMS v1 context pipeline

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feat(acms): add strategy coordinator and fusion engine

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feat(acms): add strategy coordinator and fusion engine #671

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Implementation Complete

PR #671 implements the StrategyCoordinator and FusionEngine facades.

Commit: `0a8c85ceb415729e32e21281216ad56298eb2a47`

What was built

StrategyCoordinator (src/cleveragents/application/services/strategy_coordinator.py)

Facade over ConfidenceWeightedSelector, ProportionalBudgetAllocator, ParallelStrategyExecutor
Public API: coordinate(request, strategies, budget, fragments, backends, plan_context)
Per-strategy max caps enforcement with excess redistribution
Circuit breaker error handling and graceful degradation

FusionEngine (src/cleveragents/application/services/fusion_engine.py)

Facade over ContentHashDeduplicator, MaxDepthResolver, WeightedCompositeScorer, GreedyKnapsackPacker
Public API: fuse(fragments, budget)
Fragment dedup by UKO URI + SHA-256 content hash
Detail conflict resolution (max depth wins)
Deterministic tie-breakers: relevance desc, depth desc, token_count asc
Budget overage guard drops lowest-relevance fragments

Test Results

Behave BDD: 15 scenarios, all passing (9743 total suite: 0 failures)
Robot integration: 9 tests, all passing
Coverage: 98.5% (threshold: 97%)
Pyright: 0 errors, 0 warnings
Ruff: All checks passed

Files Created/Modified

src/.../strategy_coordinator.py (new)
src/.../fusion_engine.py (new)
src/.../services/__init__.py (modified - exports)
features/acms_fusion.feature (new - 15 BDD scenarios)
features/steps/acms_fusion_steps.py (new)
robot/acms_fusion.robot (new - 9 integration tests)
robot/helper_acms_fusion.py (new)
benchmarks/acms_fusion_bench.py (new)
docs/reference/acms_fusion.md (new)
vulture_whitelist.py (modified)

## Implementation Complete PR #671 implements the StrategyCoordinator and FusionEngine facades. ### Commit: `0a8c85ceb415729e32e21281216ad56298eb2a47` ### What was built **StrategyCoordinator** (`src/cleveragents/application/services/strategy_coordinator.py`) - Facade over ConfidenceWeightedSelector, ProportionalBudgetAllocator, ParallelStrategyExecutor - Public API: `coordinate(request, strategies, budget, fragments, backends, plan_context)` - Per-strategy max caps enforcement with excess redistribution - Circuit breaker error handling and graceful degradation **FusionEngine** (`src/cleveragents/application/services/fusion_engine.py`) - Facade over ContentHashDeduplicator, MaxDepthResolver, WeightedCompositeScorer, GreedyKnapsackPacker - Public API: `fuse(fragments, budget)` - Fragment dedup by UKO URI + SHA-256 content hash - Detail conflict resolution (max depth wins) - Deterministic tie-breakers: relevance desc, depth desc, token_count asc - Budget overage guard drops lowest-relevance fragments ### Test Results - **Behave BDD**: 15 scenarios, all passing (9743 total suite: 0 failures) - **Robot integration**: 9 tests, all passing - **Coverage**: 98.5% (threshold: 97%) - **Pyright**: 0 errors, 0 warnings - **Ruff**: All checks passed ### Files Created/Modified - `src/.../strategy_coordinator.py` (new) - `src/.../fusion_engine.py` (new) - `src/.../services/__init__.py` (modified - exports) - `features/acms_fusion.feature` (new - 15 BDD scenarios) - `features/steps/acms_fusion_steps.py` (new) - `robot/acms_fusion.robot` (new - 9 integration tests) - `robot/helper_acms_fusion.py` (new) - `benchmarks/acms_fusion_bench.py` (new) - `docs/reference/acms_fusion.md` (new) - `vulture_whitelist.py` (modified)

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feat(acms): add strategy coordinator and fusion engine

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Should have feature in order to satisfy the epic/legendary.

Needs Feedback

There are questions in the ticket that can not be completed until the project owner provides clarity.

1 man-hours worth of work for an expert with no learning curve.

13 man-hours worth of work for an expert with no learning curve.

2 man-hours worth of work for an expert with no learning curve.

21 man-hours worth of work for an expert with no learning curve.

3 man-hours worth of work for an expert with no learning curve.

34 man-hours worth of work for an expert with no learning curve.

5 man-hours worth of work for an expert with no learning curve.

55 man-hours worth of work for an expert with no learning curve.

8 man-hours worth of work for an expert with no learning curve.

88 man-hours worth of work for an expert with no learning curve.

Priority

Backlog

This ticket has backlogged priority and is not to be worked on yet

Priority

CI Blocker

Critical priority issue that blocks CI/CD pipeline and prevents PR merges

Priority

Critical

The priority is critical

The priority is medium

Signed-off: Owner

When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

Signed-off: Scrum Master

When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

Signed-off: Tech Lead

When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

Spike

A ticket for learning a tool or technology that is needed to be able to do future planning and design.

The ticket has been fully implemented, completed, and merged with the source code. This label should only be applied once a ticket is closed.

Completed

A ticket that represents the same content as an existing ticket.

Duplicate

A ticket that is actively being developed.

In Progress

A ticket that has had some code completed to implement but is waiting to pass peer review and is not yet merged in.

In Review

This ticket's work started but wasn't finished. It's on hold (likely in a feature branch) and will be resumed later, either due to a blocker or a delay.

Paused

All new tickets start in this state. A developer may set it to show the ticket is unverified. This means we haven't agreed to work on it. It will either move to a verified state or be closed as wontdo.

Unverified

The issue has been verified by a developer as legitimate. It will be worked on and verified tickets are now considered part of the backlog.

Verified

This ticket has been decided it wont be done. This may mean the bug has been determined to not be real (cant verify) or the feature is one we have decided we dont want to adopt.

Wont Do

Any edits or discussion about the AI automated coding system.

Automation

Something that doesnt work as intended.

Bug

Anytime a ticket represents a discussion about a subject and doesnt fall into one of the other categories.

Discussion

An error or improvement needed in the documentation.

Documentation

Any first tier epic. That is, an epic which contains only issues as children and will not have sub-epics.

Epic

Some new functionality not present.

Feature

A type of Epic which will contain other Epics.

Legendary

A code change that restructures existing code without changing its external behavior.

Refactor

Someone needs help using the project.

Support

A generic task that doesnt fit into the other type categories.

Task