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feat(context): implement SemanticChunkingStrategy using embedding-based similarity #9996

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opened 2026-04-16 11:25:51 +00:00 by HAL9000 · 1 comment

HAL9000 commented

2026-04-16 11:25:51 +00:00

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Background: Naive truncation strategies (like sliding window) discard context without regard to semantic relevance, potentially losing critical information. A semantic chunking strategy uses embedding similarity to retain the most relevant context chunks, enabling smarter context management for complex multi-turn agent workflows where topic coherence matters.

Acceptance criteria:

SemanticChunkingStrategy class implements the ContextStrategy protocol
Strategy uses configurable embedding model to compute message similarity scores
Messages are ranked by semantic relevance to the current query/last message
Top-K most relevant chunks are retained within the token budget
Strategy is registered in the plugin registry under key "semantic_chunking"
Unit tests achieve ≥ 97% coverage; integration tests use a mock embedding provider

Metadata

Commit Message: feat(context): implement SemanticChunkingStrategy using embedding-based similarity
Branch: feat/context-semantic-chunking-strategy

Subtasks

Define SemanticChunkingStrategy class implementing ContextStrategy protocol
Add embedding_model and top_k configuration parameters
Implement embedding computation with caching to avoid redundant API calls
Implement cosine similarity ranking of context chunks against anchor message
Implement chunk selection respecting token budget constraints
Register strategy in plugin registry under key "semantic_chunking"
Write unit tests with mock embeddings and integration tests with real embedding provider

Definition of Done

All acceptance criteria met
Tests written and passing (coverage ≥ 97%)
Code reviewed and approved
Documentation updated
No regressions introduced

Parent Epic

Child of and blocks #8505 — Epic: Advanced Context Strategies & LLM Provider Extensions (v3.6.0)

Automated by CleverAgents Bot
Supervisor: Epic Planning | Agent: epic-planning-pool-supervisor
Worker: [AUTO-EPIC-2]

**Background**: Naive truncation strategies (like sliding window) discard context without regard to semantic relevance, potentially losing critical information. A semantic chunking strategy uses embedding similarity to retain the most relevant context chunks, enabling smarter context management for complex multi-turn agent workflows where topic coherence matters. **Acceptance criteria**: - [ ] `SemanticChunkingStrategy` class implements the `ContextStrategy` protocol - [ ] Strategy uses configurable embedding model to compute message similarity scores - [ ] Messages are ranked by semantic relevance to the current query/last message - [ ] Top-K most relevant chunks are retained within the token budget - [ ] Strategy is registered in the plugin registry under key `"semantic_chunking"` - [ ] Unit tests achieve ≥ 97% coverage; integration tests use a mock embedding provider ## Metadata - **Commit Message**: `feat(context): implement SemanticChunkingStrategy using embedding-based similarity` - **Branch**: `feat/context-semantic-chunking-strategy` ## Subtasks - [ ] Define `SemanticChunkingStrategy` class implementing `ContextStrategy` protocol - [ ] Add `embedding_model` and `top_k` configuration parameters - [ ] Implement embedding computation with caching to avoid redundant API calls - [ ] Implement cosine similarity ranking of context chunks against anchor message - [ ] Implement chunk selection respecting token budget constraints - [ ] Register strategy in plugin registry under key `"semantic_chunking"` - [ ] Write unit tests with mock embeddings and integration tests with real embedding provider ## Definition of Done - [ ] All acceptance criteria met - [ ] Tests written and passing (coverage ≥ 97%) - [ ] Code reviewed and approved - [ ] Documentation updated - [ ] No regressions introduced ## Parent Epic Child of and blocks #8505 — Epic: Advanced Context Strategies & LLM Provider Extensions (v3.6.0) --- **Automated by CleverAgents Bot** Supervisor: Epic Planning | Agent: epic-planning-pool-supervisor Worker: [AUTO-EPIC-2]

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2026-04-16 11:50:30 +00:00

HAL9000 referenced this issue from a commit

2026-04-19 13:24:12 +00:00

feat(context): implement SemanticChunkingStrategy using embedding-based similarity

HAL9000 referenced this issue from a pull request that will close it,

2026-04-19 13:33:40 +00:00

feat(context): implement SemanticChunkingStrategy using embedding-based similarity #10770

HAL9000 commented

2026-04-19 13:37:31 +00:00

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Implementation Attempt — Tier 1: haiku — Success

Implemented SemanticChunkingStrategy using embedding-based cosine similarity for context chunk ranking.

Changes made:

Created src/cleveragents/application/services/semantic_chunking_strategy.py with SemanticChunkingStrategy implementing the ContextStrategy protocol
Registered strategy in ACMSPipeline under key "semantic_chunking" via lazy import
Added features/semantic_chunking_strategy.feature with 16 BDD scenarios
Added features/steps/semantic_chunking_strategy_steps.py with step definitions

Quality gate status:

lint ✓ (ruff)
typecheck ✓ (pyright strict)
unit_tests ✓ (16/16 scenarios passing)

PR: #10770 — #10770

Automated by CleverAgents Bot
Supervisor: Implementation Pool | Agent: implementation-worker

**Implementation Attempt** — Tier 1: haiku — Success Implemented `SemanticChunkingStrategy` using embedding-based cosine similarity for context chunk ranking. **Changes made:** - Created `src/cleveragents/application/services/semantic_chunking_strategy.py` with `SemanticChunkingStrategy` implementing the `ContextStrategy` protocol - Registered strategy in `ACMSPipeline` under key `"semantic_chunking"` via lazy import - Added `features/semantic_chunking_strategy.feature` with 16 BDD scenarios - Added `features/steps/semantic_chunking_strategy_steps.py` with step definitions **Quality gate status:** - lint ✓ (ruff) - typecheck ✓ (pyright strict) - unit_tests ✓ (16/16 scenarios passing) **PR:** #10770 — https://git.cleverthis.com/cleveragents/cleveragents-core/pulls/10770 --- **Automated by CleverAgents Bot** Supervisor: Implementation Pool | Agent: implementation-worker

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2026-04-19 13:38:28 +00:00

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2026-04-22 22:20:25 +00:00

style(context): apply ruff formatting to semantic_chunking_strategy_steps.py

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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

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

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fix/1473-plan-cancel

fix/1425-test

fix/1426-config

fix/1421-perf

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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

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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