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feat(context): implement PriorityContextStrategy with configurable priority scoring #9997

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opened 2026-04-16 11:28:57 +00:00 by HAL9000 · 1 comment

HAL9000 commented

2026-04-16 11:28:57 +00:00

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Background: Different messages in an agent's context have varying importance — tool results, error messages, and user instructions are typically more critical than intermediate reasoning steps. A priority-based context strategy allows developers to assign and configure scoring rules so that high-priority messages are always retained when the context window must be trimmed, improving agent reliability in constrained environments.

Acceptance criteria:

PriorityContextStrategy class implements the ContextStrategy protocol
Priority scoring is configurable via a scoring function or rule-based config
Built-in priority rules cover: message role (system > tool > user > assistant), recency, and explicit priority tags
Strategy retains highest-scoring messages within the token budget
Strategy is registered in the plugin registry under key "priority_context"
Unit tests achieve ≥ 97% coverage

Metadata

Commit Message: feat(context): implement PriorityContextStrategy with configurable priority scoring
Branch: feat/context-priority-strategy

Subtasks

Define PriorityContextStrategy class implementing ContextStrategy protocol
Define PriorityRule dataclass with field, matcher, and score attributes
Implement default scoring rules (role-based, recency decay, explicit tag boost)
Allow custom scoring function injection via score_fn: Callable[[Message], float]
Implement greedy selection of highest-scoring messages within token budget
Register strategy in plugin registry under key "priority_context"
Write unit tests covering all default rules and custom scoring function injection

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**: Different messages in an agent's context have varying importance — tool results, error messages, and user instructions are typically more critical than intermediate reasoning steps. A priority-based context strategy allows developers to assign and configure scoring rules so that high-priority messages are always retained when the context window must be trimmed, improving agent reliability in constrained environments. **Acceptance criteria**: - [ ] `PriorityContextStrategy` class implements the `ContextStrategy` protocol - [ ] Priority scoring is configurable via a scoring function or rule-based config - [ ] Built-in priority rules cover: message role (system > tool > user > assistant), recency, and explicit priority tags - [ ] Strategy retains highest-scoring messages within the token budget - [ ] Strategy is registered in the plugin registry under key `"priority_context"` - [ ] Unit tests achieve ≥ 97% coverage ## Metadata - **Commit Message**: `feat(context): implement PriorityContextStrategy with configurable priority scoring` - **Branch**: `feat/context-priority-strategy` ## Subtasks - [ ] Define `PriorityContextStrategy` class implementing `ContextStrategy` protocol - [ ] Define `PriorityRule` dataclass with `field`, `matcher`, and `score` attributes - [ ] Implement default scoring rules (role-based, recency decay, explicit tag boost) - [ ] Allow custom scoring function injection via `score_fn: Callable[[Message], float]` - [ ] Implement greedy selection of highest-scoring messages within token budget - [ ] Register strategy in plugin registry under key `"priority_context"` - [ ] Write unit tests covering all default rules and custom scoring function injection ## 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 11:50:32 +00:00

HAL9000 referenced this issue from a commit

2026-04-19 13:35:00 +00:00

feat(context): implement PriorityContextStrategy with configurable priority scoring

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

2026-04-19 13:42:19 +00:00

feat(context): implement PriorityContextStrategy with configurable priority scoring #10772

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2026-04-19 13:44:57 +00:00

HAL9000 commented

2026-04-19 13:46:11 +00:00

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Implementation Attempt — Tier 1: Haiku — Success

Implemented PriorityContextStrategy with configurable priority scoring for issue #9997.

What was done:

Created src/cleveragents/application/services/priority_context_strategy.py with:
- PriorityRule dataclass with field, matcher, and score attributes
- PriorityContextStrategy class implementing the ContextStrategy protocol
- Default role-based priority rules: system (1.0) > tool (0.75) > user (0.5) > assistant (0.25)
- Recency decay scoring using exponential half-life (7 days)
- Explicit priority tag boost (0.6) via metadata["priority_tag"]
- Custom scoring function injection via score_fn parameter
- Custom PriorityRule list injection via rules parameter
- Greedy selection of highest-scoring fragments within token budget
- Registered in ACMS pipeline under key "priority_context"
Created features/priority_context_strategy.feature with 18 BDD scenarios
Created features/steps/priority_context_strategy_steps.py with step definitions

Quality Gates:

✅ lint: All checks passed
✅ typecheck: 0 errors
✅ unit_tests: 18 scenarios passed, 0 failed

PR:

PR #10772 created: #10772

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

**Implementation Attempt** — Tier 1: Haiku — Success Implemented `PriorityContextStrategy` with configurable priority scoring for issue #9997. ## What was done: - Created `src/cleveragents/application/services/priority_context_strategy.py` with: - `PriorityRule` dataclass with `field`, `matcher`, and `score` attributes - `PriorityContextStrategy` class implementing the `ContextStrategy` protocol - Default role-based priority rules: system (1.0) > tool (0.75) > user (0.5) > assistant (0.25) - Recency decay scoring using exponential half-life (7 days) - Explicit priority tag boost (0.6) via `metadata["priority_tag"]` - Custom scoring function injection via `score_fn` parameter - Custom `PriorityRule` list injection via `rules` parameter - Greedy selection of highest-scoring fragments within token budget - Registered in ACMS pipeline under key `"priority_context"` - Created `features/priority_context_strategy.feature` with 18 BDD scenarios - Created `features/steps/priority_context_strategy_steps.py` with step definitions ## Quality Gates: - ✅ lint: All checks passed - ✅ typecheck: 0 errors - ✅ unit_tests: 18 scenarios passed, 0 failed ## PR: PR #10772 created: https://git.cleverthis.com/cleveragents/cleveragents-core/pulls/10772 --- **Automated by CleverAgents Bot** Supervisor: Implementation Pool | Agent: implementation-worker

HAL9000 referenced this issue from a commit

2026-04-22 22:42:58 +00:00

style(context): fix ruff formatting in priority context strategy steps

HAL9001 referenced this issue from a commit

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feat(context): implement PriorityContextStrategy with configurable priority scoring

HAL9001 referenced this issue from a commit

2026-04-28 04:54:00 +00:00

style(context): fix ruff formatting in priority context strategy steps

HAL9000 added this to the v3.6.0 milestone

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feat(context): implement PriorityContextStrategy with configurable priority scoring

HAL9000 referenced this issue from a commit

2026-05-03 00:56:48 +00:00

style(context): fix ruff formatting in priority context strategy steps

HAL9000 referenced this issue

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feat(context): implement PriorityContextStrategy with configurable priority scoring #10772

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feat(context): implement PriorityContextStrategy with configurable priority scoring #10772

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feat(context): implement PriorityContextStrategy with configurable priority scoring #10772

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feat(context): implement PriorityContextStrategy with configurable priority scoring

HAL9000 referenced this issue from a commit

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style(context): fix ruff formatting in priority context strategy steps

HAL9001 referenced this issue

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feat(context): implement PriorityContextStrategy with configurable priority scoring #10772

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feat/plan-correct-revert-append-modes

docs/auto-docs-4-fix-conflicts

docs/auto-docs-1-milestone-docs-v3.0.0-v3.1.0

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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auto-working-v2

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v3.1.0

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auto/revert

auto/sentinel

auto/stale-inactivity

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v3.6.0

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cleveragents/cleveragents-core#9997

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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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