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feat(acms): implement ACMS pipeline post-processing components — FragmentDeduplicator, DetailDepthResolver, FragmentScorer, BudgetPacker, FragmentOrderer #7402

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opened 2026-04-10 19:02:45 +00:00 by HAL9000 · 0 comments

HAL9000 commented

2026-04-10 19:02:45 +00:00

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Commit Message: feat(acms): implement ACMS pipeline post-processing components — deduplicator, resolver, scorer, packer, orderer
Branch: feature/m5-acms-pipeline-postprocess
Milestone: v3.4.0
Parent Epic: #935

Background and Context

After the StrategyExecutor produces raw fragments, the ACMS pipeline runs 5 post-processing components to refine, score, and pack fragments into the final context budget. These components are currently stubs or missing.

Expected Behavior

The 5 post-processing pipeline stages execute correctly:

FragmentDeduplicator: Removes duplicate fragments (same content hash or overlapping file ranges)
DetailDepthResolver: Adjusts fragment detail level based on DetailLevelMap configuration
FragmentScorer: Scores fragments by relevance using configurable scoring functions
BudgetPacker: Selects fragments using a knapsack algorithm to maximize relevance within token budget
FragmentOrderer: Orders selected fragments for optimal LLM consumption

Acceptance Criteria

FragmentDeduplicator removes exact duplicates and overlapping file ranges
DetailDepthResolver applies DetailLevelMap to adjust fragment detail depth
FragmentScorer scores fragments — default scorer uses keyword overlap + recency
BudgetPacker selects fragments within token budget using greedy knapsack
FragmentOrderer orders fragments: imports first, then by relevance score
All components are pluggable (overridable at plan/project/global scope)
BDD scenarios cover each component's behavior
Coverage >= 97%

Dependencies

Must be done after: #7400 (ACMS pipeline core components)

Subtasks

Implement FragmentDeduplicator.deduplicate() with content hash comparison
Implement DetailDepthResolver.resolve() with DetailLevelMap application
Implement FragmentScorer.score() with default keyword+recency scorer
Implement BudgetPacker.pack() with greedy knapsack algorithm
Implement FragmentOrderer.order() with imports-first ordering
Tests (Behave): Add scenarios for each post-processing component
Verify coverage >= 97% via nox -s coverage_report
Run nox (all default sessions), fix any errors

Definition of Done

This issue is complete when:

All subtasks above 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.
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.

Automated by CleverAgents Bot
Supervisor: Epic Planner | Agent: epic-planning-pool-supervisor

## Metadata - **Commit Message**: `feat(acms): implement ACMS pipeline post-processing components — deduplicator, resolver, scorer, packer, orderer` - **Branch**: `feature/m5-acms-pipeline-postprocess` - **Milestone**: v3.4.0 - **Parent Epic**: #935 ## Background and Context After the StrategyExecutor produces raw fragments, the ACMS pipeline runs 5 post-processing components to refine, score, and pack fragments into the final context budget. These components are currently stubs or missing. ## Expected Behavior The 5 post-processing pipeline stages execute correctly: 1. **FragmentDeduplicator**: Removes duplicate fragments (same content hash or overlapping file ranges) 2. **DetailDepthResolver**: Adjusts fragment detail level based on `DetailLevelMap` configuration 3. **FragmentScorer**: Scores fragments by relevance using configurable scoring functions 4. **BudgetPacker**: Selects fragments using a knapsack algorithm to maximize relevance within token budget 5. **FragmentOrderer**: Orders selected fragments for optimal LLM consumption ## Acceptance Criteria - [ ] `FragmentDeduplicator` removes exact duplicates and overlapping file ranges - [ ] `DetailDepthResolver` applies `DetailLevelMap` to adjust fragment detail depth - [ ] `FragmentScorer` scores fragments — default scorer uses keyword overlap + recency - [ ] `BudgetPacker` selects fragments within token budget using greedy knapsack - [ ] `FragmentOrderer` orders fragments: imports first, then by relevance score - [ ] All components are pluggable (overridable at plan/project/global scope) - [ ] BDD scenarios cover each component's behavior - [ ] Coverage >= 97% ## Dependencies - [ ] Must be done after: #7400 (ACMS pipeline core components) ## Subtasks - [ ] Implement `FragmentDeduplicator.deduplicate()` with content hash comparison - [ ] Implement `DetailDepthResolver.resolve()` with `DetailLevelMap` application - [ ] Implement `FragmentScorer.score()` with default keyword+recency scorer - [ ] Implement `BudgetPacker.pack()` with greedy knapsack algorithm - [ ] Implement `FragmentOrderer.order()` with imports-first ordering - [ ] Tests (Behave): Add scenarios for each post-processing component - [ ] Verify coverage >= 97% via `nox -s coverage_report` - [ ] Run `nox` (all default sessions), fix any errors ## Definition of Done This issue is complete when: - All subtasks above 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. - 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. --- **Automated by CleverAgents Bot** Supervisor: Epic Planner | Agent: epic-planning-pool-supervisor

HAL9000 referenced this issue

2026-04-10 19:03:19 +00:00

feat(acms): implement ACMS pipeline output components — PreambleGenerator, SkeletonCompressor, and context inheritance #7403

HAL9000 added this to the v3.4.0 milestone

2026-04-10 19:04:04 +00:00

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2026-04-10 19:10:36 +00:00

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2026-04-10 19:11:08 +00:00

#935 Epic: ACMS Context Assembly Pipeline — Functional CRP Handlers and Pipeline Components

HAL9000 added a new dependency

2026-04-10 19:11:46 +00:00

#7400 feat(acms): implement ACMS pipeline core components — StrategySelector, BudgetAllocator, StrategyExecutor

HAL9000 referenced this issue

2026-04-10 19:12:22 +00:00

Epic: ACMS Context Assembly Pipeline — Functional CRP Handlers and Pipeline Components #935

HAL9000 referenced this issue

2026-04-10 19:30:09 +00:00

[AUTO-EPIC] Epic Planning Status (Cycle 3) #7359

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2026-04-10 20:53:53 +00:00

[AUTO-EPIC] Epic Planning Status (Cycle 6) #7509

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auto-arch-13/spec-default-automation-profile

docs/auto-docs-cycle-1-2026-04-12

docs/cycle-1-git-worktree-sandbox

spec/architecture-critical-gap-fixes

docs/timeline-day-104-auto-time-2

auto-arch-1/add-v380-v390-milestone-plan

docs/developer-setup-guide

fix/auto-profile-spec-prose-description

auto-arch-10/spec-tui-a2a-integration-layer

spec/resource-event-types-clarification

auto-docs-4/changelog-and-observability

auto-arch-4/adr-049-layered-boundary-enforcement

docs/a2a-protocol-autonomy-hardening

auto-arch-9/spec-v3.8.0-milestone-plan

docs/auto-docs-3-reference-index

auto-arch-7/spec-apply-git-worktree

docs/timeline-day104-cycle1-auto-time-4

docs/auto-docs-cycle-1-changelog-updates

auto-arch-6/adr-049-spec-restructuring

docs/auto-docs-1-v340-acms-context-management

docs/auto-docs-1-v320-v330-cli-reference

auto-arch-5/v3.9.0-milestone-plan

test/create-scripts

auto-time-1-day104

timeline/day-104-2026-04-14

docs/auto-time-4-day103-cycle5

auto-time-3-day103-cycle4

auto-docs-5-architecture-overview

spec/three-way-merge-strategy-v3.3.0

spec/checkpoint-system-v3.3.0

auto-docs-4-api-docs-update

auto-docs-1-changelog-expansion

spec/invariant-management-system-v3.2.0

pr-8289

spec/plan-correction-engine-v3.2.0

spec/layered-architecture-boundary-policy

spec/tui-materializer-a2a-integration-v3.7.0

spec/decision-recording-system-v3.2.0

docs/auto-docs-1-milestone-overview

pr-7484

pr-4212

auto-arch-3/v3.8.0-milestone-plan

auto-docs-6/troubleshooting-and-config

auto-time-1-day103-session5

auto-docs-5/contributor-guide-and-readme

docs/plan-tree-ulid-examples

docs/m3-spec-clarify-path-datetime-plugin-contracts

docs/auto-docs-cycle-10-diagnostics-ref

auto-docs-3/user-guide-and-architecture

docs/cycle-7-changelog-update

spec/reconciliation-failure-behavior

auto-docs-2/api-documentation

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auto-docs-1/release-notes-v3.0-v3.1

spec/update-validation-attach-project-delete

spec/architecture-cycle2-impl-clarifications

auto-arch-1/adr-049-052-violations

auto-time-1-day103

docs/auto-docs-cycle-13-updates

docs/timeline-day-102-auto-time

timeline/day-103-2026-04-13

spec/arch-invariant-cli-completeness

spec/update-cycle1-validation-attach-project-delete

docs/add-session-management-showcase

spec/arch-sandbox-path-correction-cycle9

spec/architecture-v380-milestone-plan

docs/auto-docs-cycle-12-updates

docs/cycle-1-validation-gate-fix

docs/2026-04-08-unreleased-changelog

docs/auto-docs-cycle-2-2026-04-10

docs/session-4615-2026-04-08-cycle1

feat/issue-6361-shell-safety-service-tui

spec/architecture-cycle-25-new-features

fix/issue-6345-automation-profile-add-output

docs/timeline-day-102-2026-04-12

docs/cycle-2-git-worktree-acms-hydrator

spec/arch-sandbox-cleanup-discovery

docs/timeline-day96-2026-04-08

docs/auto-docs-cycle-11

spec/fix-sandbox-strategy-protocol-name

spec/arch-acms-tier-hydration

fix/v3.4.0/context-settings-defaults

docs/add-example-repl-and-actor-run

docs/auto-docs-cycle-10-updates

docs/session-4-2026-04-08-updates

docs/showcase-all-examples-consolidated

docs/timeline-day-97

docs/acms-context-hydrator-cycle2

docs/add-example-output-format-flags

spec/arch-failfast-cancel-semantics

timeline/day-101-2026-04-11

docs/timeline-day99-2026-04-09-v2

docs/auto-docs-cycle-2-worktree-acms

spec/architecture-v3.8.0-milestone-plan

docs/api-lsp-acms-reference

improvement/agent-bug-hunt-pool-supervisor-yaml-syntax-fix

spec/project-delete-deleted-at-field

spec/architecture-provider-registry-tui-materializer

spec/document-reconciliation-blocked-error-5942

fix/issue-7482-git-log-injection

spec/devcontainer-auto-discovery-schema

feat/issue-6350-conversation-content-pruning

docs/update-module-guides-2026-04-10

timeline/day-100-2026-04-10-auto-time-cycle1

timeline/day-99-2026-04-09-auto-time-v2

docs/cycle-3-module-guides

timeline/day-99-2026-04-09-auto-time

pr-4226

spec/additional-llm-providers-gemini-groq-cohere-together-ollama-mistral

spec/document-context-tier-hydrator-6175

docs/timeline-day99-2026-04-09

spec/invariant-cli-clarifications

docs/add-example-project-init-and-context-management

spec/reconciliation-blocked-error-documentation

spec/fix-invariant-precedence-reference-5861

spec/fix-plan-correct-accepts-plan-id-5558

spec/fix-validation-attach-synopsis-5328

docs/timeline-day-99-cycle-1

docs/timeline-day-99-cycle-2

fix/actor-context-list-regex-arg

docs/timeline-day-99-cycle-3

spec/arch-security-mode-init

docs/auto-docs-cycle-9-updates

fix-resource-fix-resource-remove-to-check-correct-edge-table

feat/issue-6434-tui-env-var-expansion

fix/issue-6321-plan-prompt-timing-field

fix/issue-6322-resource-add-url-flag

feat/issue-6348-sessions-screen

spec/plan-show-command

temp

feat/harden-label-restrictions-1775753628

spec/invariant-reconciliation-failure-behavior

spec/add-reconciliation-failure-behavior-5942

spec/architecture-corrections-cycle3

spec/checkpoint-trigger-names-and-config-key-fix

spec/fix-ai-provider-interface-5801

spec/azure-api-version-default-update

docs/auto-docs-writer-cycle1-labels

spec/fix-resource-type-yaml-format-5622

spec/add-plan-revert-resume-commands-5574

docs/auto-docs-cycle-1-2026-04-09

spec/plan-correct-plan-id-or-decision-id-5558

spec/fix-subgraph-node-actor-ref-field-5427

issue/5284-master-ci-fix

timeline/day-99-2026-04-09-v2

merge-me

docs/session-3377-initial-docs-update

fix/llm-provider-subpackage-exports

spec/arce-acronym-and-tui-keybinding-fixes

spec/architecture-corrections-cycle2

spec/architecture-corrections-cycle1

docs/cycle-1-updates

spec/tui-clarifications-session-export-persona

docs/session-4940-2026-04-08-cycle1

spec/architecture-milestone-plan-v3.2-v3.7

docs/session-4743-2026-04-08-cycle1

docs/timeline-day-98

fix/plan-lifecycle-service-rollback-method

docs/timeline-day98-2026-04-08-v2

docs/add-example-action-and-plan-management

docs/session-2026-04-06-updates

docs/ca-docs-writer-v3.8.1-2026-04-05

fix/session-tell-stub-missing-panels-and-actor-execution

improvement/agent-arch-guard-clone-failure-handling

improvement/agent-test-infra-health-spam-fix-v2

fix-tdd-invert-non-assertion-exceptions

improvement/agent-arch-guard-clone-failure

bugfix/3472-fix-tdd-inversion-logic

bugfix/989-fix-persistence-json-decode-error

improvement/agent-supervisor-tracking-labels-v2

docs/timeline-day95-v2

docs/timeline-day95-final

docs/update-lsp-api-and-changelog

fix/lsp-resource-handler-module-missing

docs/timeline-day95-final-2026-04-05

fix/a2a-plan-correct-rollback-wiring

docs/add-lsp-api-and-changelog-2026-04-05

fix/tool-registry-validation-type-discriminator

docs/v3.7.0-documentation-update

docs/ca-docs-writer-2026-04-05-cycle2

fix/invariant-set-merge-action-scope

docs/unreleased-feature-docs

fix/concurrency-cost-tracker-record-usage-race-condition

improvement/agent-ca-test-infra-improver-failure-handling

docs/update-changelog-mcp-plan-ci-2026-04-05

improvement/agent-pr-reviewer-milestone-prioritization

docs/timeline-day95-refresh-2026-04-05

improvement/agent-mandatory-labels-tracking-issues

docs/api-domain-providers-changelog-2026-04-05

docs/ca-docs-writer-2026-04-05

docs/timeline-day95-refresh

fix/skill-add-include-validation

docs/timeline-day-95-2026-04-05-update3

docs/timeline-day-95-2026-04-05-update2

docs/ci-incident-runbook-2597

improvement/agent-ca-test-infra-improver-worker-api-mode

docs/shell-safety-api-and-readme-highlights

docs/timeline-day-55-2026-04-04-v2

docs/timeline-day-55-2026-04-04

docs/timeline-day54-update3

improvement/agent-ca-test-infra-improver-fixes

spec/restructure-monolithic-to-split

docs/timeline-day54-update-v2

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fix-agents

docs/shell-safety-and-domain-base-model

fix/1452-impl

fix/1473-plan-cancel

fix/1425-test

fix/1426-config

fix/1421-perf

fix/1424-impl

test/int-wf16-devcontainer

feature/m8-tui-persona-export

feature/m7-post-resource-equivalence

test/e2e-m4-acceptance

feature/m6-tantivy-backend

feature/m6-estimation

feature/m6-estimation-report-model

feature/observability-prometheus-audit

feat/server-auth-namespace

feature/m8-session-editing

feature/llm-actor-subplan-wiring

feature/m8-tui-first-run-actor-selection

feature/m8-tui-conversation-block-catalog

feature/m8-tui-settings-screen

feature/m7-e2e-porting

feature/m6-estimation-historical-stats

feature/m8-tui-persona-export-import

feature/m8-tui-sessions-screen

feature/m7-graph-backend

feature/m8-tui-block-context-menu

feature/m8-tui-tool-call-expand

feature/m4-missing-builtin-tools

docs/v3.7.0-release-docs

feature/m8-tui-session-export

test/e2e-wf15-disaster-recovery

test/e2e-wf03-refactoring

test/e2e-m3-acceptance

feature/m8-tui-prompt-history

feature/m8-tui-actor-thought-block-rendering

bugfix/m6-build-hierarchy-child-ids

feature/resource-inheritance-wiring

test/e2e-wf09-session

test/e2e-wf06-doc-generation

test/e2e-wf08-cloud-infra

test/e2e-wf02-test-generation

test/e2e-wf13-custom-profile

test/e2e-wf11-graph-actor

test/e2e-wf01-hello-world

test/int-wf17-explicit-container

test/int-wf12-hierarchical

test/int-wf15-disaster-recovery

test/int-wf13-custom-profile

test/int-wf03-refactoring

test/int-wf11-graph-actor

test/int-wf10-batch

test/int-wf09-session

feature/m3-tdd-issue-consistency-gate

feature/m3-invariant-enforcement-strategize

test/int-wf18-container-clone

test/int-wf01-hello-world

feature/m6-diagnostic-dashboard-health-categories

feature/m6-cli-polish

fix/e2e-db-isolation

feature/m7-post-tui

feature/m9-asgi-endpoint

feature/m7-post-server

tdd/m7-audit-session-race

tdd/m3-skill-add-regression

feature/m9-remote-repos

feature/fs-mount-file-types

tdd/container-resolve-crash

test/e2e-m1-acceptance

test/e2e-m2-acceptance

eugen.thaci-patch-3

eugen.thaci-patch-2

eugen.thaci-patch-1

aditya-fix-latest

feature/m4-secret-masking-llm-context

aditya-fix

refactor/m3-replace-mktemp

refactor/m3-remove-unittest-mock-integration

refactor/m3-remove-robot-mock-imports

refactor/m3-remove-mock-llm-integration

docs/improved-menu-adr

feature/m7-post-auth

feature/m3-fix-resource-bootstrap

feature/post-safety-profile-tests

integration/batch-2026-03-02

feat/slipcover

docs/safety-profile-spec-composition

integrate/freemo-batch-1

feature/m4-error-recovery

feature/m4-security-template

feature/m3-validation-pipeline

develop-aditya-2

feature/m3-diff-review

feature/m3-validation-apply

feature/m6-acp-stubs

feature/m4-correction-flows

feature/m1-plan-execute-runtime

feature/m4-security-exceptions

feature/m4-definition-of-done

feature/m4-correction-model

feature/m1-apply-pipeline

feature/m5-automation-profiles

feature/m2-lsp-stubs

feature/m3-invariants

feature/m1-actor-runtime

feature/docs-v2-restore

feature/m6-perf-scale

feature/m6-validation-edge

feature/m3-session-cli

feature/m1-persistence-tests-robot

feature/m3-config-cli

feature/m1-cli-tests-robot

feature/m5-subplan-tests

feature/m6-review-playbook

feature/aditya-m3-actor-loader

feature/m3-skill-protocol

feature/m4-automation-legacy-cleanup

feature/m3-change-model

feature/m3-skill-git

feature/m3-skill-registry

feature/m4-security-eval

fix/robot-tests

feature/m3-actor-registry

feature/m3-tool-cli

feature/m4-automation-profiles-cli

feature/m2-resource-cli-extensions

feature/m3-actor-loader

feature/m3-tool-domain-robot

feature/m3-skill-domain-robot

feature/m3-skill-cli

feature/m1-resource-db-robot-tests

feature/m3-session-domain-robot

feature/m1-persistence-tests

feature/m1-cli-tests

ten-branches-backup

feature/m3-skill-schema

feature/m3-session-persistence

feature/automation-profiles-and-resource-dag

feature/m1-plan-repo

feature/m1-db-plan-phase-rebaseline

feat/B4-sandbox

feat/B2-cli-wiring

feat/B5-project-persistence

feat/B1-project-data-models

feat/b1-data-models

feat-repo-manager-and-sourcegraph-support

feat/actor-schema

fix/component-isolation-security-fix

feat/ontology-agent

fix/error-handling-security-fix

fix/concurrency-security-fix

fix/serialization-security-fix

fix/server-side-request-forgery-security-fix

fix/file-system-security

fix/template-injection-fix

fix/data-injection-fix

tests/unit-tests

latest/poetry-generator

poetry-generator

config/contract-metadata-extractor

docs/readme-yaml-syntax

config/memory-yaml

fix/double-response

brent-additions

intel_2_demo

auto-working-v6

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#935 Epic: ACMS Context Assembly Pipeline — Functional CRP Handlers and Pipeline Components

cleveragents/cleveragents-core

Depends on

#7400 feat(acms): implement ACMS pipeline core components — StrategySelector, BudgetAllocator, StrategyExecutor

cleveragents/cleveragents-core

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