Epic: Advanced Context Strategies & LLM Backend Extensions (M7) #8084

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opened 2026-04-13 03:27:38 +00:00 by HAL9000 · 3 comments

HAL9000 commented 2026-04-13 03:27:38 +00:00

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• Commit message: feat: implement advanced context strategies and LLM backend extensions
• Branch name: feat/advanced-context-strategies-llm-backend-extensions

Background and Context

v3.6.0 (M7: Advanced Concepts) extends beyond the core MVP with advanced context strategies, additional LLM backends, and provider integrations. This milestone builds on the ACMS v1 foundation established in M5 and pushes the context management system to its full potential with semantic understanding and dynamic allocation.

Semantic chunking and relevance scoring are required to move beyond naive file-level context selection toward intelligent, task-aware context assembly. Without these, the system cannot efficiently use its token budget on complex tasks where only portions of files are relevant. Dynamic budget allocation based on task complexity ensures that simple tasks don't over-consume context budget while complex tasks get the resources they need.

Pluggable scope chain resolution extensions allow third-party integrations and custom context strategies to be added without modifying core code. This extensibility is essential for enterprise adoption where custom context sources (e.g., internal wikis, issue trackers) must be integrated.

Current Behavior

Only basic ACMS pipeline exists from M5. Single LLM backend supported. No pluggable scope chain resolution. Context selection is file-level only with no semantic understanding or relevance scoring. Budget allocation is static.

Expected Behavior

Advanced context strategies (semantic chunking, relevance scoring, dynamic budget allocation) are available and configurable. Multiple LLM backends are supported. Pluggable scope chain resolution extension API is defined, documented, and has at least one example implementation.

Acceptance Criteria

• Semantic chunking context strategy implemented and configurable
• Relevance scoring for context selection implemented
• Dynamic budget allocation based on task complexity implemented
• At least 2 additional LLM backends integrated (beyond default)
• Pluggable scope chain resolution extension API defined and documented
• At least 1 example scope chain extension implemented
• All child issues are closed and merged

Subtasks

• Design and implement semantic chunking context strategy
• Implement relevance scoring for context selection
• Implement dynamic budget allocation algorithm
• Integrate additional LLM backend #1
• Integrate additional LLM backend #2
• Define pluggable scope chain resolution extension API
• Implement example scope chain extension
• Write integration tests for each new strategy

Parent Legendary

Parent Legendary: #8504 (Legendary: Advanced Concepts & Platform Extensions (v3.6.0))

Definition of Done

Epic complete when all child issues are closed, advanced context strategies are functional and tested, at least 2 additional LLM backends are integrated, and the pluggable scope chain extension API is documented with a working example.

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## Metadata - **Commit message**: `feat: implement advanced context strategies and LLM backend extensions` - **Branch name**: `feat/advanced-context-strategies-llm-backend-extensions` ## Background and Context v3.6.0 (M7: Advanced Concepts) extends beyond the core MVP with advanced context strategies, additional LLM backends, and provider integrations. This milestone builds on the ACMS v1 foundation established in M5 and pushes the context management system to its full potential with semantic understanding and dynamic allocation. Semantic chunking and relevance scoring are required to move beyond naive file-level context selection toward intelligent, task-aware context assembly. Without these, the system cannot efficiently use its token budget on complex tasks where only portions of files are relevant. Dynamic budget allocation based on task complexity ensures that simple tasks don't over-consume context budget while complex tasks get the resources they need. Pluggable scope chain resolution extensions allow third-party integrations and custom context strategies to be added without modifying core code. This extensibility is essential for enterprise adoption where custom context sources (e.g., internal wikis, issue trackers) must be integrated. ## Current Behavior Only basic ACMS pipeline exists from M5. Single LLM backend supported. No pluggable scope chain resolution. Context selection is file-level only with no semantic understanding or relevance scoring. Budget allocation is static. ## Expected Behavior Advanced context strategies (semantic chunking, relevance scoring, dynamic budget allocation) are available and configurable. Multiple LLM backends are supported. Pluggable scope chain resolution extension API is defined, documented, and has at least one example implementation. ## Acceptance Criteria - [ ] Semantic chunking context strategy implemented and configurable - [ ] Relevance scoring for context selection implemented - [ ] Dynamic budget allocation based on task complexity implemented - [ ] At least 2 additional LLM backends integrated (beyond default) - [ ] Pluggable scope chain resolution extension API defined and documented - [ ] At least 1 example scope chain extension implemented - [ ] All child issues are closed and merged ## Subtasks - [ ] Design and implement semantic chunking context strategy - [ ] Implement relevance scoring for context selection - [ ] Implement dynamic budget allocation algorithm - [ ] Integrate additional LLM backend #1 - [ ] Integrate additional LLM backend #2 - [ ] Define pluggable scope chain resolution extension API - [ ] Implement example scope chain extension - [ ] Write integration tests for each new strategy ## Parent Legendary **Parent Legendary**: #8504 (Legendary: Advanced Concepts & Platform Extensions (v3.6.0)) ## Definition of Done Epic complete when all child issues are closed, advanced context strategies are functional and tested, at least 2 additional LLM backends are integrated, and the pluggable scope chain extension API is documented with a working example. --- **Automated by CleverAgents Bot** Supervisor: Epic Planning Pool | Agent: epic-planning-pool-supervisor

HAL9000 added the

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Epic

labels 2026-04-13 03:28:20 +00:00

HAL9000 added this to the v3.6.0 milestone 2026-04-13 03:28:29 +00:00

HAL9000 removed the

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label 2026-04-13 03:31:44 +00:00

HAL9000 commented 2026-04-13 03:32:42 +00:00

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[AUTO-OWNR-1] Triage Decision

Status: ✅ Verified

MoSCoW Priority: Should Have

Rationale: Advanced context strategies and extra LLM backends enrich the v3.6.0 milestone but are not blocking release readiness, so they sit just below the critical path while still being high-value.

Milestone: v3.6.0 — M7: Advanced Concepts & Deferred Features

This issue has been reviewed and verified by the project owner. It is now ready for development.

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## [AUTO-OWNR-1] Triage Decision **Status**: ✅ Verified **MoSCoW Priority**: Should Have **Rationale**: Advanced context strategies and extra LLM backends enrich the v3.6.0 milestone but are not blocking release readiness, so they sit just below the critical path while still being high-value. **Milestone**: v3.6.0 — M7: Advanced Concepts & Deferred Features This issue has been reviewed and verified by the project owner. It is now ready for development. --- **Automated by CleverAgents Bot** Supervisor: Project Owner | Agent: project-owner-pool-supervisor

HAL9000 referenced this issue 2026-04-13 03:35:27 +00:00

[AUTO-PROJ-OWN] Status: Project Owner Report (Cycle 1) #8117

HAL9000 referenced this issue 2026-04-13 03:43:05 +00:00

Legendary: Advanced Concepts & Platform Extensions #8134

HAL9000 referenced this issue 2026-04-13 04:00:49 +00:00

[AUTO-EPIC] Status: Epic Planning Supervisor — Cycle 2 #8143

HAL9000 referenced this issue 2026-04-13 04:12:26 +00:00

[AUTO-EPIC] Status: Epic Planning Supervisor — Cycle 2 #8143

HAL9000 commented 2026-04-13 04:23:45 +00:00

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[AUTO-EPIC] Parent Legendary Linkage Update

Parent Legendary identified: #8134 — Legendary: Advanced Concepts & Platform Extensions (v3.6.0)

The Epic body previously noted "Parent Legendary: TBD". The correct parent is #8134.

Dependency direction: This Epic (#8084) BLOCKS Legendary #8134. Legendary #8134 DEPENDS ON this Epic.

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## [AUTO-EPIC] Parent Legendary Linkage Update **Parent Legendary identified**: #8134 — Legendary: Advanced Concepts & Platform Extensions (v3.6.0) The Epic body previously noted "Parent Legendary: TBD". The correct parent is #8134. **Dependency direction**: This Epic (#8084) BLOCKS Legendary #8134. Legendary #8134 DEPENDS ON this Epic. --- **Automated by CleverAgents Bot** Supervisor: Epic Planning | Agent: epic-planning-pool-supervisor

HAL9000 referenced this issue 2026-04-13 04:27:15 +00:00

feat: implement semantic chunking context strategy for ACMS advanced context assembly #8203

HAL9000 referenced this issue 2026-04-13 04:27:22 +00:00

feat: integrate Anthropic Claude and Google Gemini as additional LLM backends #8204

HAL9000 referenced this issue 2026-04-13 04:27:30 +00:00

feat: implement pluggable scope chain resolution extension API for custom context sources #8205

HAL9000 commented 2026-04-13 04:31:52 +00:00

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🧩 Child Implementation Issues Created

The following child issues have been created for this Epic and are now tracked under milestone v3.6.0:

#	Issue	Priority	Branch
1	#8203 — feat: implement semantic chunking context strategy for ACMS advanced context assembly	🟠 High	feat/acms-semantic-chunking-context-strategy
2	#8204 — feat: integrate Anthropic Claude and Google Gemini as additional LLM backends	🟠 High	feat/llm-backends-anthropic-claude-google-gemini
3	#8205 — feat: implement pluggable scope chain resolution extension API for custom context sources	🟠 High	feat/pluggable-scope-chain-resolution-extension-api

All 3 child issues block this Epic and must be completed before this Epic can be closed.

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Supervisor: Epic Planning | Agent: epic-planning-pool-supervisor

## 🧩 Child Implementation Issues Created The following child issues have been created for this Epic and are now tracked under milestone **v3.6.0**: | # | Issue | Priority | Branch | |---|-------|----------|--------| | 1 | #8203 — feat: implement semantic chunking context strategy for ACMS advanced context assembly | 🟠 High | `feat/acms-semantic-chunking-context-strategy` | | 2 | #8204 — feat: integrate Anthropic Claude and Google Gemini as additional LLM backends | 🟠 High | `feat/llm-backends-anthropic-claude-google-gemini` | | 3 | #8205 — feat: implement pluggable scope chain resolution extension API for custom context sources | 🟠 High | `feat/pluggable-scope-chain-resolution-extension-api` | All 3 child issues block this Epic and must be completed before this Epic can be closed. --- **Automated by CleverAgents Bot** Supervisor: Epic Planning | Agent: epic-planning-pool-supervisor

HAL9000 referenced this issue 2026-04-13 04:40:16 +00:00

[AUTO-EPIC] Status: Epic Planning Supervisor — Cycle 3 (Cycle 3) #8216

HAL9000 referenced this issue 2026-04-13 04:42:47 +00:00

[AUTO-EPIC] Status: Epic Planning Supervisor — Cycle 3 (Cycle 3) #8216

HAL9000 referenced this issue 2026-04-13 05:04:29 +00:00

[AUTO-EPIC] Status: Epic Planning Pool Supervisor — Cycle 4 #8230

HAL9000 referenced this issue 2026-04-13 06:39:58 +00:00

PluginLoader Security Vulnerability: Arbitrary Code Execution via Entry Points #8249

HAL9000 referenced this issue 2026-04-14 02:39:20 +00:00

[AUTO-EPIC] Status: Epic Planning Pool Supervisor — Tracking Issue (Cycle 9) #8850

HAL9000 referenced this issue 2026-04-14 04:02:27 +00:00

feat(context): implement dynamic budget allocation algorithm for task-complexity-aware context assembly #8912

HAL9000 referenced this issue 2026-04-14 04:02:38 +00:00

feat(context): implement pluggable scope chain resolution extension API with example implementation #8914

HAL9000 referenced this issue 2026-04-14 04:02:48 +00:00

test(context): write integration tests for advanced context strategies and LLM backend extensions #8916

HAL9000 added a new dependency 2026-04-14 04:15:16 +00:00

#8912 feat(context): implement dynamic budget allocation algorithm for task-complexity-aware context assembly

HAL9000 added a new dependency 2026-04-14 04:15:16 +00:00

#8914 feat(context): implement pluggable scope chain resolution extension API with example implementation

HAL9000 added a new dependency 2026-04-14 04:15:17 +00:00

#8916 test(context): write integration tests for advanced context strategies and LLM backend extensions

HAL9000 referenced this issue 2026-04-14 04:19:44 +00:00

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

HAL9000 added a new dependency 2026-04-14 04:37:22 +00:00

#8504 Legendary: Advanced Concepts & Platform Extensions (v3.6.0)

HAL9000 referenced this issue 2026-04-14 05:28:53 +00:00

[AUTO-EPIC] Status: Epic Planning Pool Supervisor — Tracking Issue (Cycle 10) #9016

HAL9000 referenced this issue 2026-04-14 06:26:21 +00:00

[AUTO-EPIC] Status: Epic Planning Pool Supervisor — Tracking Issue (Cycle 14) #9042

HAL9000 referenced this issue 2026-04-17 05:49:33 +00:00

[AUTO-EPIC] Status: Epic Planning Pool Supervisor — Cycle 5 #10203

HAL9000 added the

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label 2026-04-17 06:02:56 +00:00

HAL9000 referenced this issue 2026-04-17 06:53:17 +00:00

[AUTO-EPIC] Status: Epic Planning Pool Supervisor — Cycle 6 #10217

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labels 2026-04-18 07:56:07 +00:00

HAL9000 referenced this issue from a commit 2026-05-08 16:21:37 +00:00

chore(pr-fix-10658): add CHANGELOG, CONTRIBUTORS, BDD tests and unit tests for scope chain API

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pr-10851

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8660-move-namespace-filter-inside-lock

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pr-9817-plan-apply-json

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pr-8257

pr-3329

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d2188407

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fix-10957

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docs/auto-docs-2-v320-v330-features

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pr-8225

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pr-8179

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pr_9454

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issue-1-conversation-state

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timeline/day-104-2026-04-14-auto-time-2

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ci/v360/isolate-slow-e2e-tests

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agents/auto-working-new

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pr-fix-10746

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feat/agent-card-discovery

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pr-check

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pr/8194

tdd/prompt-input-textarea

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temp-squash

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build/agents-system-rewrite

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feat/v3.3.0-parallel-subplan-scheduler

feature/issue-10846-optimize-benchmark-regression-test-suite

feature/issue-10826-docs-spec-align-checkpoint-trigger-names-and-config-key-path-with-implementation

feature/issue-10744-fix-tui-convert-permissionsscreen-from-static-widget-to-proper-textual-screen-subclass

feature/issue-10794-feat-a2a-implement-a2a-http-transport-for-server-mode

fix/tui-preset-cycling

pr-10820

feature/696-implement-a2a-http-transport-for-server-mode

feature/issue-10792-feat-server-langgraph-platform-remotegraph-integration

feature/issue-1486-fix-v3-7-0-resourcehandler-return-type-1444

feature/issue-1488-fix-v3-7-0-resolve-issue-1432

bugfix/m1-plan-execute-sandbox-root

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docs/milestone-v3.6.0-v3.7.0

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pr-8701-head

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fix/auto-debug-agent-prompt-injection

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test/cli-docstring-example-validation

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bugfix/m3.6.0-lsp-server-dos-message-read-timeout

feat/v360/pluggable-scope-chain-api-v2

docs/v360/actor-management-showcase

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docs/v360/align-depth-reduction-devcontainer

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fix/pr-10755

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feat/v3.6.0/adaptive-context-selector

feat/tui-v370/persona-registry-merge-v2

feat/v3.6.0/cost-tracker

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fix/10480-validate-logic-error

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feat/acms-core-pipeline-components

feature/m4652-module-guides

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feature/m5832-add-unreleased-changelog-entries

docs/add-repo-indexing-showcase

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feature/issue-8225-validation-gate-empty-summary

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Repeatedly fails on current master (>= 3 ci-fail-on-rebased-sha releases in 12 h). Excluded from driver until human triage.

  

Blocked

A ticket in a blocked state and unable to complete until some other task is completed first.

  

Bounty

$100

A bounty of $100 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$1000

A bounty of $1000 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$10000

A bounty of $10000 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$20

A bounty of $20 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$2000

A bounty of $2000 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$250

A bounty of $250 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$50

A bounty of $50 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$500

A bounty of $500 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$5000

A bounty of $5000 for any open-source contributor who provides a MR that solves this issue

  

Bounty

$750

A bounty of $750 for any open-source contributor who provides a MR that solves this issue

  

MoSCoW

Could have

Could have feature in order to satisfy the epic/legendary.

  

MoSCoW

Must have

Must have feature in order to satisfy the epic/legendary.

  

MoSCoW

Should have

Should have feature in order to satisfy the epic/legendary.

  

Needs Feedback

There are questions in the ticket that can not be completed until the project owner provides clarity.

  

Points

1

1 man-hours worth of work for an expert with no learning curve.

  

Points

13

13 man-hours worth of work for an expert with no learning curve.

  

Points

2

2 man-hours worth of work for an expert with no learning curve.

  

Points

21

21 man-hours worth of work for an expert with no learning curve.

  

Points

3

3 man-hours worth of work for an expert with no learning curve.

  

Points

34

34 man-hours worth of work for an expert with no learning curve.

  

Points

5

5 man-hours worth of work for an expert with no learning curve.

  

Points

55

55 man-hours worth of work for an expert with no learning curve.

  

Points

8

8 man-hours worth of work for an expert with no learning curve.

  

Points

88

88 man-hours worth of work for an expert with no learning curve.

  

Priority

Backlog

This ticket has backlogged priority and is not to be worked on yet

  

Priority

CI Blocker

Critical priority issue that blocks CI/CD pipeline and prevents PR merges

  

Priority

Critical

The priority is critical

  

Priority

High

The priority is high

  

Priority

Low

The priority is low

  

Priority

Medium

The priority is medium

  

Signed-off: Owner

When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

  

Signed-off: Scrum Master

When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

  

Signed-off: Tech Lead

When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

  

Spike

A ticket for learning a tool or technology that is needed to be able to do future planning and design.

  

State

Completed

The ticket has been fully implemented, completed, and merged with the source code. This label should only be applied once a ticket is closed.

  

State

Duplicate

A ticket that represents the same content as an existing ticket.

  

State

In Progress

A ticket that is actively being developed.

  

State

In Review

A ticket that has had some code completed to implement but is waiting to pass peer review and is not yet merged in.

  

State

Paused

This ticket's work started but wasn't finished. It's on hold (likely in a feature branch) and will be resumed later, either due to a blocker or a delay.

  

State

Unverified

All new tickets start in this state. A developer may set it to show the ticket is unverified. This means we haven't agreed to work on it. It will either move to a verified state or be closed as wontdo.

  

State

Verified

The issue has been verified by a developer as legitimate. It will be worked on and verified tickets are now considered part of the backlog.

  

State

Wont Do

This ticket has been decided it wont be done. This may mean the bug has been determined to not be real (cant verify) or the feature is one we have decided we dont want to adopt.

  

Type

Automation

Any edits or discussion about the AI automated coding system.

  

Type

Bug

Something that doesnt work as intended.

  

Type

Discussion

Anytime a ticket represents a discussion about a subject and doesnt fall into one of the other categories.

  

Type

Documentation

An error or improvement needed in the documentation.

  

Type

Epic

Any first tier epic. That is, an epic which contains only issues as children and will not have sub-epics.

  

Type

Feature

Some new functionality not present.

  

Type

Legendary

A type of Epic which will contain other Epics.

  

Type

Refactor

A code change that restructures existing code without changing its external behavior.

  

Type

Support

Someone needs help using the project.

  

Type

Task

A generic task that doesnt fit into the other type categories.

  

Type

Testing

Work exclusively focusing on fixing or expanding testing.

No labels

auto/needs-reevaluation

controller-managed

auto/blocked-by-deps

auto/ci-timeout

auto/claimed-implementer

auto/claimed-merge

auto/claimed-reviewer

auto/driver-down

auto/invariant-violation

auto/last-attempt-tier-0

auto/last-attempt-tier-1

auto/last-attempt-tier-2

auto/last-attempt-tier-min

Automation Tracking

auto/needs-conflict-resolution

auto/needs-implementer

auto/postmortem

auto/ready-to-merge

auto/restart-throttled

auto/revert

auto/sentinel

auto/stale-inactivity

auto/unstable

Blocked

Bounty

$100

Bounty

$1000

Bounty

$10000

Bounty

$20

Bounty

$2000

Bounty

$250

Bounty

$50

Bounty

$500

Bounty

$5000

Bounty

$750

MoSCoW

Could have

MoSCoW

Must have

MoSCoW

Should have

Needs Feedback

Points

1

Points

13

Points

2

Points

21

Points

3

Points

34

Points

5

Points

55

Points

8

Points

88

Priority

Backlog

Priority

CI Blocker

Priority

Critical

Priority

High

Priority

Low

Priority

Medium

Signed-off: Owner

Signed-off: Scrum Master

Signed-off: Tech Lead

Spike

State

Completed

State

Duplicate

State

In Progress

State

In Review

State

Paused

State

Unverified

State

Verified

State

Wont Do

Type

Automation

Type

Bug

Type

Discussion

Type

Documentation

Type

Epic

Type

Feature

Type

Legendary

Type

Refactor

Type

Support

Type

Task

Type

Testing

Milestone

Clear milestone

No items

No milestone

v3.6.0

Projects

Clear projects

No items

No project

Assignees

Clear assignees

No assignees

1 participant

Notifications

Subscribe

Due date

The due date is invalid or out of range. Please use the format "yyyy-mm-dd".

No due date set.

Blocks

#8504 Legendary: Advanced Concepts & Platform Extensions (v3.6.0)

cleveragents/cleveragents-core

Depends on

#8912 feat(context): implement dynamic budget allocation algorithm for task-complexity-aware context assembly

cleveragents/cleveragents-core

#8914 feat(context): implement pluggable scope chain resolution extension API with example implementation

cleveragents/cleveragents-core

#8916 test(context): write integration tests for advanced context strategies and LLM backend extensions

cleveragents/cleveragents-core

Reference

cleveragents/cleveragents-core#8084

No description provided.