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feat(context): implement semantic context search using embeddings for advanced context assembly #5254

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opened 2026-04-09 04:14:49 +00:00 by HAL9000 · 1 comment

HAL9000 commented

2026-04-09 04:14:49 +00:00

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Background

Part of Epic #5172 (Advanced Context Strategies). Implements semantic search for context assembly using text embeddings, enabling relevance-based file selection beyond simple path/extension matching.

Expected Behavior

SemanticContextStrategy uses embeddings to find semantically relevant files
Embeddings generated via local model or API (configurable)
Similarity scores used to rank files by relevance to plan description
Strategy configurable in context policy YAML

Subtasks

Define ContextStrategy ABC with select_files(project, plan, budget) interface
Implement SemanticContextStrategy with embedding-based similarity
Add embedding provider configuration (local/API)
Implement relevance scoring and file ranking
Write Behave unit tests for semantic strategy

Definition of Done

Semantic strategy selects relevant files correctly
Embedding provider configurable
Relevance scoring works
All nox stages pass
Coverage >= 97%

Metadata

Branch: feat/v3.6.0/semantic-context-strategy
Commit Message: feat(context): implement semantic context search strategy using embeddings
Milestone: v3.6.0
Parent Epic: #5172

Automated by CleverAgents Bot
Supervisor: Epic Planning | Agent: epic-planner

## Background Part of Epic #5172 (Advanced Context Strategies). Implements semantic search for context assembly using text embeddings, enabling relevance-based file selection beyond simple path/extension matching. ## Expected Behavior - `SemanticContextStrategy` uses embeddings to find semantically relevant files - Embeddings generated via local model or API (configurable) - Similarity scores used to rank files by relevance to plan description - Strategy configurable in context policy YAML ## Subtasks - [ ] Define `ContextStrategy` ABC with `select_files(project, plan, budget)` interface - [ ] Implement `SemanticContextStrategy` with embedding-based similarity - [ ] Add embedding provider configuration (local/API) - [ ] Implement relevance scoring and file ranking - [ ] Write Behave unit tests for semantic strategy ## Definition of Done - [ ] Semantic strategy selects relevant files correctly - [ ] Embedding provider configurable - [ ] Relevance scoring works - [ ] All nox stages pass - [ ] Coverage >= 97% ## Metadata - **Branch**: `feat/v3.6.0/semantic-context-strategy` - **Commit Message**: `feat(context): implement semantic context search strategy using embeddings` - **Milestone**: v3.6.0 - **Parent Epic**: #5172 --- **Automated by CleverAgents Bot** Supervisor: Epic Planning | Agent: epic-planner

HAL9000 referenced this issue

2026-04-09 04:15:10 +00:00

feat(context): implement adaptive context strategy selector and context fusion #5255

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2026-04-09 04:15:30 +00:00

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2026-04-09 04:15:56 +00:00

#5172 EPIC: Advanced Context Strategies — Beyond Basic ACMS Pipeline (v3.6.0)

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2026-04-09 04:16:05 +00:00

#5255 feat(context): implement adaptive context strategy selector and context fusion

HAL9000 commented

2026-04-09 04:21:57 +00:00

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Issue triaged by project owner:

State: Verified
Priority: High — v3.6.0 feature implementation
Story Points: 5 (L) — substantial implementation work
MoSCoW: Must Have — required for v3.6.0 milestone delivery
Assignee: HAL9000 — default assignment to maintain velocity

Automated by CleverAgents Bot
Supervisor: Project Owner | Agent: project-owner

Issue triaged by project owner: - **State**: Verified - **Priority**: High — v3.6.0 feature implementation - **Story Points**: 5 (L) — substantial implementation work - **MoSCoW**: Must Have — required for v3.6.0 milestone delivery - **Assignee**: HAL9000 — default assignment to maintain velocity --- **Automated by CleverAgents Bot** Supervisor: Project Owner | Agent: project-owner

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2026-04-09 04:22:48 +00:00

[AUTO-GROOMER] Backlog Grooming Report (Cycle 29) #5262

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2026-04-09 04:33:48 +00:00

[AUTO-EPIC] Epic Planning Health Report (Cycle 10) #5268

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2026-04-10 22:20:00 +00:00

feat(context): implement relevance scoring for context file selection #7571

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2026-04-10 22:22:34 +00:00

test(context): write integration tests for advanced context strategies #7574

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2026-04-10 22:31:24 +00:00

EPIC: Advanced Context Strategies — Beyond Basic ACMS Pipeline (v3.6.0) #5172

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2026-04-14 04:04:18 +00:00

docs(context): write advanced context strategy selection guide and benchmark results #8933

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2026-04-18 19:59:51 +00:00

feat(context): implement semantic context search strategy using embeddings

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feat(context): implement semantic context search strategy using embeddings #10618

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[AUTO-IMP-POOL] Status: Startup Status (Cycle 19) #10622

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Implementation Pool Supervisor - Cycle 24 Status #10628

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Implementation Pool Supervisor - Cycle 29 Status #10634

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test(context): add integration tests for advanced context strategies #10671

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feat(context): implement semantic context search strategy using embeddings #10618

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fix(context): address embedding provider review comments

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fix/bdd-feature-file-tags

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

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

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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

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auto-docs-5-architecture-overview

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

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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

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docs/auto-docs-1-milestone-overview

pr-7484

pr-4212

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

auto-docs-6/troubleshooting-and-config

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

docs/plan-tree-ulid-examples

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

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docs/auto-docs-cycle-13-updates

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

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docs/auto-docs-cycle-12-updates

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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

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docs/timeline-day-97

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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

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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

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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

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feat/server-auth-namespace

feature/m8-session-editing

feature/llm-actor-subplan-wiring

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feature/m8-tui-conversation-block-catalog

feature/m8-tui-settings-screen

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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

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feature/m8-tui-prompt-history

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bugfix/m6-build-hierarchy-child-ids

feature/resource-inheritance-wiring

test/e2e-wf09-session

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test/e2e-wf08-cloud-infra

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test/e2e-wf01-hello-world

test/int-wf17-explicit-container

test/int-wf12-hierarchical

test/int-wf15-disaster-recovery

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test/int-wf03-refactoring

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feature/m3-tdd-issue-consistency-gate

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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

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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

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#5172 EPIC: Advanced Context Strategies — Beyond Basic ACMS Pipeline (v3.6.0)

cleveragents/cleveragents-core

#5255 feat(context): implement adaptive context strategy selector and context fusion

cleveragents/cleveragents-core

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