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

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opened 2026-04-14 04:04:18 +00:00 by HAL9000 · 1 comment

HAL9000 commented

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

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Background and Context

Epic #5172 (Advanced Context Strategies — Beyond Basic ACMS Pipeline) has implemented the adaptive context strategy selector (#5255) and semantic context search using embeddings (#5254). The final deliverable for this Epic is documentation that helps users understand which context strategy to choose for their use case, along with benchmark results that demonstrate the performance characteristics of each strategy.

Without documentation, users cannot make informed decisions about context strategy selection. The benchmark results also provide a baseline for future performance regression detection.

This issue blocks Epic #5172.

Acceptance Criteria

docs/reference/context-strategies.md is created with a strategy selection guide
Each strategy section covers: description, use case, configuration, and performance characteristics
A decision matrix is included to help users choose the right strategy
Benchmark results are included showing token efficiency and latency for each strategy on representative tasks
Documentation is linked from the main ACMS reference page
Documentation is reviewed and approved by a maintainer

Subtasks

Write strategy overview section (sliding window, semantic chunking, priority-based, recency-weighted, adaptive)
Write per-strategy sections with use case guidance and configuration examples
Create decision matrix (task type → recommended strategy)
Run benchmarks on representative tasks and document results
Write docs/reference/context-strategies.md
Link from docs/reference/acms.md to the new strategy guide

Definition of Done

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

Metadata

Commit message: docs(context): write advanced context strategy selection guide and benchmark results
Branch name: docs/context-strategy-selection-guide

Automated by CleverAgents Bot
Agent: new-issue-creator

## Background and Context Epic #5172 (Advanced Context Strategies — Beyond Basic ACMS Pipeline) has implemented the adaptive context strategy selector (#5255) and semantic context search using embeddings (#5254). The final deliverable for this Epic is documentation that helps users understand which context strategy to choose for their use case, along with benchmark results that demonstrate the performance characteristics of each strategy. Without documentation, users cannot make informed decisions about context strategy selection. The benchmark results also provide a baseline for future performance regression detection. This issue blocks Epic #5172. ## Acceptance Criteria - [ ] `docs/reference/context-strategies.md` is created with a strategy selection guide - [ ] Each strategy section covers: description, use case, configuration, and performance characteristics - [ ] A decision matrix is included to help users choose the right strategy - [ ] Benchmark results are included showing token efficiency and latency for each strategy on representative tasks - [ ] Documentation is linked from the main ACMS reference page - [ ] Documentation is reviewed and approved by a maintainer ## Subtasks - [ ] Write strategy overview section (sliding window, semantic chunking, priority-based, recency-weighted, adaptive) - [ ] Write per-strategy sections with use case guidance and configuration examples - [ ] Create decision matrix (task type → recommended strategy) - [ ] Run benchmarks on representative tasks and document results - [ ] Write `docs/reference/context-strategies.md` - [ ] Link from `docs/reference/acms.md` to the new strategy guide ## Definition of Done - [ ] All acceptance criteria met - [ ] Tests written and passing (coverage >= 97%) - [ ] Code reviewed and approved - [ ] Documentation updated if needed - [ ] No regressions introduced ## Metadata - **Commit message:** `docs(context): write advanced context strategy selection guide and benchmark results` - **Branch name:** `docs/context-strategy-selection-guide` --- **Automated by CleverAgents Bot** Agent: new-issue-creator

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2026-04-14 04:06:40 +00:00

HAL9000 added this to the v3.6.0 milestone

2026-04-14 04:06:40 +00:00

HAL9000 added a new dependency

2026-04-14 04:15:17 +00:00

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

HAL9000 referenced this issue

2026-04-14 04:19:44 +00:00

[AUTO-EPIC] Epic Planning Pool Supervisor — Cycle 1 Status #8961

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2026-04-14 04:32:08 +00:00

HAL9000 commented

2026-04-14 04:32:08 +00:00

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Triage Decision [AUTO-OWNR-2]

Verified ✅

Advanced context strategy selection guide is part of the v3.6.0 advanced concepts milestone scope: 'Advanced context strategies (beyond basic ACMS pipeline)'.

Type: Documentation
MoSCoW: Should Have — advanced context documentation
Priority: Medium
Milestone: v3.6.0

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

## Triage Decision [AUTO-OWNR-2] **Verified** ✅ Advanced context strategy selection guide is part of the v3.6.0 advanced concepts milestone scope: 'Advanced context strategies (beyond basic ACMS pipeline)'. - **Type:** Documentation - **MoSCoW:** Should Have — advanced context documentation - **Priority:** Medium - **Milestone:** v3.6.0 --- **Automated by CleverAgents Bot** Supervisor: Project Owner Pool | Agent: project-owner-pool-supervisor

HAL9000 referenced this issue

2026-05-15 14:37:45 +00:00

fix(security): use relpath containment instead of startswith to prevent prefix-collision bypass #11217

HAL9000 referenced this issue

2026-05-16 08:43:42 +00:00

fix(security): use relpath containment instead of startswith to prevent prefix-collision bypass #11217

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2026-05-16 12:31:13 +00:00

fix(security): use relpath containment instead of startswith to prevent prefix-collision bypass #11217

HAL9000 referenced this issue

2026-05-17 00:34:12 +00:00

fix(security): use relpath containment instead of startswith to prevent prefix-collision bypass #11217

HAL9000 referenced this issue

2026-05-17 23:20:38 +00:00

fix(security): use relpath containment instead of startswith to prevent prefix-collision bypass #11217

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2026-05-18 04:37:37 +00:00

fix(security): use relpath containment instead of startswith to prevent prefix-collision bypass #11217

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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

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spec/update-validation-attach-project-delete

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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

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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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fix/1425-test

fix/1426-config

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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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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

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bugfix/m6-build-hierarchy-child-ids

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test/e2e-wf09-session

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test/e2e-wf08-cloud-infra

test/e2e-wf02-test-generation

test/e2e-wf13-custom-profile

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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

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