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feat(acms): implement core ACMS pipeline components — StrategySelector, BudgetAllocator, FragmentScorer, BudgetPacker, and FragmentOrderer #10015

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opened 2026-04-16 12:49:50 +00:00 by HAL9000 · 1 comment

HAL9000 commented

2026-04-16 12:49:50 +00:00

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Commit message: feat(acms): implement core ACMS pipeline components (StrategySelector, BudgetAllocator, FragmentScorer, BudgetPacker, FragmentOrderer)
Branch name: feat/acms-core-pipeline-components

Background and Context

Epic #935 requires all 10 ACMS pipeline components to be implemented. The five components in this issue form the core assembly logic: selecting strategies, allocating budget, scoring fragments by relevance, packing fragments within budget constraints, and ordering the final context. Without these, the pipeline cannot produce usable context views.

Expected Behavior

All five core ACMS pipeline components are implemented with default implementations, are independently testable and overridable, and together produce a functional context assembly pipeline.

Acceptance Criteria

StrategySelector implemented — selects context strategies based on actor type and plan phase
BudgetAllocator implemented — computes per-strategy token budgets using the spec formula
FragmentScorer implemented — scores context fragments by relevance, recency, and priority
BudgetPacker implemented — knapsack algorithm packs fragments within token budget, respecting max_file_size and max_total_size
FragmentOrderer implemented — orders packed fragments for optimal LLM consumption
Unit tests pass for all components with edge cases (empty input, budget=0, single fragment)
Coverage >= 97% via nox -s coverage_report

Subtasks

Implement StrategySelector — selects context strategies based on actor type and plan phase
Implement BudgetAllocator — computes per-strategy token budgets using the spec formula
Implement FragmentScorer — scores context fragments by relevance, recency, and priority
Implement BudgetPacker — implements knapsack algorithm to pack fragments within token budget
Implement FragmentOrderer — orders packed fragments for optimal LLM consumption
Write unit tests for each component with edge cases (empty input, budget=0, single fragment)
Verify coverage >= 97% via nox -s coverage_report

Definition of Done

All five pipeline components implemented with default implementations
Each component is independently testable and overridable
BudgetPacker correctly respects max_file_size and max_total_size constraints
FragmentScorer produces deterministic scores for identical inputs
Unit tests pass for all components
Coverage >= 97%
PR reviewed and merged

Dependencies

Blocks: #935
Depends on: (none)

Automated by CleverAgents Bot
Agent: new-issue-creator

## Metadata - **Commit message**: `feat(acms): implement core ACMS pipeline components (StrategySelector, BudgetAllocator, FragmentScorer, BudgetPacker, FragmentOrderer)` - **Branch name**: `feat/acms-core-pipeline-components` ## Background and Context Epic #935 requires all 10 ACMS pipeline components to be implemented. The five components in this issue form the core assembly logic: selecting strategies, allocating budget, scoring fragments by relevance, packing fragments within budget constraints, and ordering the final context. Without these, the pipeline cannot produce usable context views. ## Expected Behavior All five core ACMS pipeline components are implemented with default implementations, are independently testable and overridable, and together produce a functional context assembly pipeline. ## Acceptance Criteria - [ ] `StrategySelector` implemented — selects context strategies based on actor type and plan phase - [ ] `BudgetAllocator` implemented — computes per-strategy token budgets using the spec formula - [ ] `FragmentScorer` implemented — scores context fragments by relevance, recency, and priority - [ ] `BudgetPacker` implemented — knapsack algorithm packs fragments within token budget, respecting `max_file_size` and `max_total_size` - [ ] `FragmentOrderer` implemented — orders packed fragments for optimal LLM consumption - [ ] Unit tests pass for all components with edge cases (empty input, budget=0, single fragment) - [ ] Coverage >= 97% via `nox -s coverage_report` ## Subtasks - [ ] Implement `StrategySelector` — selects context strategies based on actor type and plan phase - [ ] Implement `BudgetAllocator` — computes per-strategy token budgets using the spec formula - [ ] Implement `FragmentScorer` — scores context fragments by relevance, recency, and priority - [ ] Implement `BudgetPacker` — implements knapsack algorithm to pack fragments within token budget - [ ] Implement `FragmentOrderer` — orders packed fragments for optimal LLM consumption - [ ] Write unit tests for each component with edge cases (empty input, budget=0, single fragment) - [ ] Verify coverage >= 97% via `nox -s coverage_report` ## Definition of Done - [ ] All five pipeline components implemented with default implementations - [ ] Each component is independently testable and overridable - [ ] BudgetPacker correctly respects `max_file_size` and `max_total_size` constraints - [ ] FragmentScorer produces deterministic scores for identical inputs - [ ] Unit tests pass for all components - [ ] Coverage >= 97% - [ ] PR reviewed and merged ## Dependencies **Blocks**: #935 **Depends on**: (none) --- **Automated by CleverAgents Bot** Agent: new-issue-creator

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2026-04-16 20:27:11 +00:00

ACMS v1 — Advanced Context Management System (v3.4.0) #10059

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2026-04-19 13:14:11 +00:00

feat(acms): implement core ACMS pipeline components (StrategySelector, BudgetAllocator, FragmentScorer, BudgetPacker, FragmentOrderer)

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feat(acms): implement core ACMS pipeline components (StrategySelector, BudgetAllocator, FragmentScorer, BudgetPacker, FragmentOrderer) #10769

HAL9000 commented

2026-04-19 13:29:57 +00:00

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Implementation Attempt — Tier 1: Haiku — Success

Implemented the five core ACMS pipeline components in src/cleveragents/application/services/acms_core_pipeline.py:

ActorPhaseStrategySelector — selects context strategies based on actor type and plan phase with configurable confidence boosts (planner, executor, reviewer, analyst, corrector actor types; strategize, execute, apply, review, correct plan phases)
SpecBudgetAllocator — computes per-strategy token budgets using the spec formula (confidence × quality_score proportional allocation) with largest-remainder rounding; handles edge cases (empty, single candidate, zero weight, min_useful_budget filtering)
RelevanceRecencyPriorityScorer — scores fragments by weighted composite of relevance, recency (normalized timestamps), and priority (from metadata); deterministic for identical inputs; preserves original scores in metadata
ConstrainedKnapsackPacker — greedy knapsack packing respecting max_file_size and max_total_size byte-size constraints from ContextView; constructor parameters take precedence over ContextView
PriorityCoherenceOrderer — groups related fragments by UKO node prefix and orders by priority then relevance for optimal LLM consumption

Added 44 BDD scenarios in features/acms_core_pipeline_components.feature covering all components, edge cases (empty input, budget=0, single fragment), and pipeline integration.

All quality gates passing: lint ✓, typecheck ✓, unit_tests ✓ (44/44 scenarios)

PR: #10769

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

**Implementation Attempt** — Tier 1: Haiku — Success Implemented the five core ACMS pipeline components in `src/cleveragents/application/services/acms_core_pipeline.py`: 1. **ActorPhaseStrategySelector** — selects context strategies based on actor type and plan phase with configurable confidence boosts (planner, executor, reviewer, analyst, corrector actor types; strategize, execute, apply, review, correct plan phases) 2. **SpecBudgetAllocator** — computes per-strategy token budgets using the spec formula (confidence × quality_score proportional allocation) with largest-remainder rounding; handles edge cases (empty, single candidate, zero weight, min_useful_budget filtering) 3. **RelevanceRecencyPriorityScorer** — scores fragments by weighted composite of relevance, recency (normalized timestamps), and priority (from metadata); deterministic for identical inputs; preserves original scores in metadata 4. **ConstrainedKnapsackPacker** — greedy knapsack packing respecting max_file_size and max_total_size byte-size constraints from ContextView; constructor parameters take precedence over ContextView 5. **PriorityCoherenceOrderer** — groups related fragments by UKO node prefix and orders by priority then relevance for optimal LLM consumption Added 44 BDD scenarios in `features/acms_core_pipeline_components.feature` covering all components, edge cases (empty input, budget=0, single fragment), and pipeline integration. All quality gates passing: lint ✓, typecheck ✓, unit_tests ✓ (44/44 scenarios) PR: https://git.cleverthis.com/cleveragents/cleveragents-core/pulls/10769 --- **Automated by CleverAgents Bot** Supervisor: Implementation Pool | Agent: implementation-worker

HAL9000 referenced this issue from a commit

2026-04-22 21:53:36 +00:00

style(acms): apply ruff format to ACMS core pipeline components

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feat/v3.4.0-acms-lifecycle-policy

pr-9220

fix/a2a-facade-optional-param-validation

feat/ci-guard-llm-secrets

pr-9214

feat/v3.3.0-subplan-status-tracking

feat/v3.3.0-merge-conflict-detection

uat/checkpoint-rollback-merge-tests

fix/pr-review-pool-supervisor-prefix-mismatch

feat/v3.3.0-spawn-subplan-step

auto-time-1-day103-cycle1-session6

feat/v3.8.0-agent-card-endpoint

docs/auto-docs-cycle-24-showcase-nav

auto-inf-3-consolidate-behave-fixtures

fix/issue-7663-docs-writer-missing

auto-time-1-day103-cycle2

docs/timeline-day-104-auto-time-1

auto-arch-16/spec-xml-prompt-injection-mitigation

bugfix/m4-invariant-persistence

uat-a2a-facade-tests-v350

bugfix/m3-behave-parallel-failed-chunk-logs

bugfix/7664-automation-tracking-label-requirements

docs/auto-time-1-timeline-update-2026-04-14

docs/auto-docs-1-milestone-v3-updates

fix/issue-6344-plan-execute-rich-output

docs/action-config-schema-api

fix/bug-hunt-supervisor-nonexistent-file-preflight

fix/retry-policy-model-missing-fields

docs/validation-gate-empty-run-guard

auto-arch-15/spec-retry-policy-canonical-fields

docs/lockservice-advisory-locking

docs/changelog-plan-fix-4197

spec/milestone-plan-section

docs/update-changelog-recent-features

fix/test-infra-remove-redundant-python-variable-robot-files

timeline/day-104-2026-04-14-cycle2

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

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

auto-arch-2/adr-053-repositories-decomposition

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

docs/timeline-day54-update

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

auto-working-v5

auto-working-v4

auto-before-rewrite-v0

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cleveragents/cleveragents-core#10015

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cleveragents/cleveragents-core

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Delete branch "%!s()"

Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?

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