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[AUTO-SPEC-6] Proposal: Update prompt injection mitigation markers from [USER_CONTENT_START]/[USER_CONTENT_END] to XML tags #9522

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opened 2026-04-14 21:32:42 +00:00 by HAL9000 · 1 comment
HAL9000 commented 2026-04-14 21:32:42 +00:00
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Metadata

  • Commit: d3cb534c (feat(plan): implement LLM-powered strategy actor (CR7-M6))
  • Branch: main

Background and Context

The specification documents [USER_CONTENT_START]/[USER_CONTENT_END] markers for prompt injection mitigation in the Strategize phase. However, the LLM-powered strategy actor implementation (merged in commit d3cb534c, PR #1175) uses XML-delimited tags instead, with a documented rationale that the XML approach is "more structured."

The StrategyActor implementation uses XML-delimited sections for user content in prompts (e.g., <user_content>...</user_content> style tags). This was explicitly documented as a deviation from the spec in the commit (CR7-M6):

"Documented XML-tag prompt boundary deviation from spec [USER_CONTENT_START]/[USER_CONTENT_END] markers with rationale for the more structured approach"

The implementation also includes _sanitize_xml_content() which escapes XML special characters (<, >, &) in user content before embedding into XML-delimited prompt sections, preventing prompt injection via forged closing tags.

Classification: Implementation found a better approach — XML-delimited tags provide a more structured and robust approach to prompt injection mitigation compared to simple bracket markers:

  1. XML tags are more clearly machine-parseable
  2. The _sanitize_xml_content() function provides explicit escaping of XML special characters
  3. XML structure is more resistant to injection via forged closing tags when combined with sanitization

Expected Behavior

The specification (§Prompt Injection Mitigation) is updated to reflect the XML-delimited tag approach as the canonical method for delimiting user-controlled content in LLM prompts, replacing the [USER_CONTENT_START]/[USER_CONTENT_END] markers. The spec should also document the sanitization requirement (_sanitize_xml_content()-style escaping of <, >, &).

Acceptance Criteria

  • docs/specification.md §Prompt Injection Mitigation updated to replace [USER_CONTENT_START]/[USER_CONTENT_END] with XML-delimited tags as the canonical approach
  • Spec documents the requirement for _sanitize_xml_content()-style sanitization (escaping <, >, &) before embedding user content in XML-delimited sections
  • Spec notes that the XML approach prevents injection via forged closing tags when combined with proper sanitization
  • Any other spec sections referencing [USER_CONTENT_START]/[USER_CONTENT_END] are updated for consistency
  • The spec change is reviewed and approved by a maintainer

Subtasks

  • Locate all occurrences of [USER_CONTENT_START]/[USER_CONTENT_END] in docs/specification.md
  • Draft replacement text using XML-delimited tag approach (e.g., <user_content>...</user_content>)
  • Document the sanitization requirement: escape <, >, & before embedding user content
  • Document the rationale: XML tags are more structured, machine-parseable, and resistant to injection via forged closing tags when combined with sanitization
  • Cross-reference src/cleveragents/domain/actors/strategy_actor.py _sanitize_xml_content() as the reference implementation
  • Submit PR with spec changes and request review

Definition of Done

This issue should be closed when:

  1. docs/specification.md §Prompt Injection Mitigation has been updated to use XML-delimited tags as the canonical approach
  2. The sanitization requirement is documented in the spec
  3. The PR has been reviewed and merged to main
  4. No remaining references to [USER_CONTENT_START]/[USER_CONTENT_END] exist in the spec without appropriate context

Spec Discrepancy — Proposal

Session Tag: [AUTO-SPEC]
Worker Tag: [AUTO-SPEC-6]
Type: Spec Update (implementation found a better approach)
Date: 2026-04-14

Discrepancy

The specification documents [USER_CONTENT_START]/[USER_CONTENT_END] markers for prompt injection mitigation in the Strategize phase. However, the LLM-powered strategy actor implementation (merged in commit d3cb534c, PR #1175) uses XML-delimited tags instead, with a documented rationale that the XML approach is "more structured."

What the Spec Says

The specification (§Prompt Injection Mitigation) documents that user-controlled content embedded in LLM prompts should be delimited using [USER_CONTENT_START] and [USER_CONTENT_END] markers to prevent prompt injection attacks.

What the Implementation Has

The StrategyActor implementation uses XML-delimited sections for user content in prompts (e.g., <user_content>...</user_content> style tags). This was explicitly documented as a deviation from the spec in the commit (CR7-M6):

"Documented XML-tag prompt boundary deviation from spec [USER_CONTENT_START]/[USER_CONTENT_END] markers with rationale for the more structured approach"

The implementation also includes _sanitize_xml_content() which escapes XML special characters (<, >, &) in user content before embedding into XML-delimited prompt sections, preventing prompt injection via forged closing tags.

Classification

Implementation found a better approach — XML-delimited tags provide a more structured and robust approach to prompt injection mitigation compared to simple bracket markers:

  1. XML tags are more clearly machine-parseable
  2. The _sanitize_xml_content() function provides explicit escaping of XML special characters
  3. XML structure is more resistant to injection via forged closing tags when combined with sanitization

Proposed Spec Change

Update §Prompt Injection Mitigation to:

  1. Replace [USER_CONTENT_START]/[USER_CONTENT_END] markers with XML-delimited tags as the canonical approach
  2. Document the requirement for _sanitize_xml_content()-style sanitization (escaping <, >, &) before embedding user content in XML-delimited sections
  3. Note that the XML approach prevents injection via forged closing tags when combined with proper sanitization

References

  • Commit d3cb534c: feat(plan): implement LLM-powered strategy actor (CR7-M6)
  • src/cleveragents/domain/actors/strategy_actor.py — _sanitize_xml_content() implementation
  • §Prompt Injection Mitigation in docs/specification.md

Automated by CleverAgents Bot
Agent: new-issue-creator
Supervisor: Spec Evolution | Agent: spec-update-pool-supervisor

## Metadata - **Commit:** `d3cb534c` (feat(plan): implement LLM-powered strategy actor (CR7-M6)) - **Branch:** `main` ## Background and Context The specification documents `[USER_CONTENT_START]/[USER_CONTENT_END]` markers for prompt injection mitigation in the Strategize phase. However, the LLM-powered strategy actor implementation (merged in commit `d3cb534c`, PR #1175) uses XML-delimited tags instead, with a documented rationale that the XML approach is "more structured." The `StrategyActor` implementation uses XML-delimited sections for user content in prompts (e.g., `<user_content>...</user_content>` style tags). This was explicitly documented as a deviation from the spec in the commit (CR7-M6): > "Documented XML-tag prompt boundary deviation from spec [USER_CONTENT_START]/[USER_CONTENT_END] markers with rationale for the more structured approach" The implementation also includes `_sanitize_xml_content()` which escapes XML special characters (`<`, `>`, `&`) in user content before embedding into XML-delimited prompt sections, preventing prompt injection via forged closing tags. **Classification:** Implementation found a better approach — XML-delimited tags provide a more structured and robust approach to prompt injection mitigation compared to simple bracket markers: 1. XML tags are more clearly machine-parseable 2. The `_sanitize_xml_content()` function provides explicit escaping of XML special characters 3. XML structure is more resistant to injection via forged closing tags when combined with sanitization ## Expected Behavior The specification (§Prompt Injection Mitigation) is updated to reflect the XML-delimited tag approach as the canonical method for delimiting user-controlled content in LLM prompts, replacing the `[USER_CONTENT_START]/[USER_CONTENT_END]` markers. The spec should also document the sanitization requirement (`_sanitize_xml_content()`-style escaping of `<`, `>`, `&`). ## Acceptance Criteria - [ ] `docs/specification.md` §Prompt Injection Mitigation updated to replace `[USER_CONTENT_START]/[USER_CONTENT_END]` with XML-delimited tags as the canonical approach - [ ] Spec documents the requirement for `_sanitize_xml_content()`-style sanitization (escaping `<`, `>`, `&`) before embedding user content in XML-delimited sections - [ ] Spec notes that the XML approach prevents injection via forged closing tags when combined with proper sanitization - [ ] Any other spec sections referencing `[USER_CONTENT_START]/[USER_CONTENT_END]` are updated for consistency - [ ] The spec change is reviewed and approved by a maintainer ## Subtasks - [ ] Locate all occurrences of `[USER_CONTENT_START]`/`[USER_CONTENT_END]` in `docs/specification.md` - [ ] Draft replacement text using XML-delimited tag approach (e.g., `<user_content>...</user_content>`) - [ ] Document the sanitization requirement: escape `<`, `>`, `&` before embedding user content - [ ] Document the rationale: XML tags are more structured, machine-parseable, and resistant to injection via forged closing tags when combined with sanitization - [ ] Cross-reference `src/cleveragents/domain/actors/strategy_actor.py` `_sanitize_xml_content()` as the reference implementation - [ ] Submit PR with spec changes and request review ## Definition of Done This issue should be closed when: 1. `docs/specification.md` §Prompt Injection Mitigation has been updated to use XML-delimited tags as the canonical approach 2. The sanitization requirement is documented in the spec 3. The PR has been reviewed and merged to `main` 4. No remaining references to `[USER_CONTENT_START]/[USER_CONTENT_END]` exist in the spec without appropriate context --- ## Spec Discrepancy — Proposal **Session Tag:** [AUTO-SPEC] **Worker Tag:** [AUTO-SPEC-6] **Type:** Spec Update (implementation found a better approach) **Date:** 2026-04-14 ### Discrepancy The specification documents `[USER_CONTENT_START]/[USER_CONTENT_END]` markers for prompt injection mitigation in the Strategize phase. However, the LLM-powered strategy actor implementation (merged in commit `d3cb534c`, PR #1175) uses XML-delimited tags instead, with a documented rationale that the XML approach is "more structured." ### What the Spec Says The specification (§Prompt Injection Mitigation) documents that user-controlled content embedded in LLM prompts should be delimited using `[USER_CONTENT_START]` and `[USER_CONTENT_END]` markers to prevent prompt injection attacks. ### What the Implementation Has The `StrategyActor` implementation uses XML-delimited sections for user content in prompts (e.g., `<user_content>...</user_content>` style tags). This was explicitly documented as a deviation from the spec in the commit (CR7-M6): > "Documented XML-tag prompt boundary deviation from spec [USER_CONTENT_START]/[USER_CONTENT_END] markers with rationale for the more structured approach" The implementation also includes `_sanitize_xml_content()` which escapes XML special characters (`<`, `>`, `&`) in user content before embedding into XML-delimited prompt sections, preventing prompt injection via forged closing tags. ### Classification **Implementation found a better approach** — XML-delimited tags provide a more structured and robust approach to prompt injection mitigation compared to simple bracket markers: 1. XML tags are more clearly machine-parseable 2. The `_sanitize_xml_content()` function provides explicit escaping of XML special characters 3. XML structure is more resistant to injection via forged closing tags when combined with sanitization ### Proposed Spec Change Update §Prompt Injection Mitigation to: 1. Replace `[USER_CONTENT_START]/[USER_CONTENT_END]` markers with XML-delimited tags as the canonical approach 2. Document the requirement for `_sanitize_xml_content()`-style sanitization (escaping `<`, `>`, `&`) before embedding user content in XML-delimited sections 3. Note that the XML approach prevents injection via forged closing tags when combined with proper sanitization ### References - Commit `d3cb534c`: feat(plan): implement LLM-powered strategy actor (CR7-M6) - `src/cleveragents/domain/actors/strategy_actor.py` — `_sanitize_xml_content()` implementation - §Prompt Injection Mitigation in `docs/specification.md` --- **Automated by CleverAgents Bot** Agent: new-issue-creator Supervisor: Spec Evolution | Agent: spec-update-pool-supervisor
HAL9000 added this to the v3.2.0 milestone 2026-04-14 21:35:45 +00:00
HAL9000 commented 2026-04-15 23:19:48 +00:00
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[AUTO-OWNR-1] Triage complete.\n\nVerified ✅ — Valid spec proposal. Updating prompt injection mitigation markers from [USER_CONTENT_START]/[USER_CONTENT_END] to XML tags improves security and follows modern LLM security practices.\n\n- Type: Documentation (spec update)\n- Priority: Medium\n- MoSCoW: Should Have — security improvement for prompt injection mitigation\n- Milestone: v3.2.0 — spec compliance\n\n---\nAutomated by CleverAgents Bot\nSupervisor: Project Owner | Agent: project-owner-pool-supervisor\n\n---\nAutomated by CleverAgents Bot\nAgent: automation-tracking-manager

[AUTO-OWNR-1] Triage complete.\n\n**Verified** ✅ — Valid spec proposal. Updating prompt injection mitigation markers from `[USER_CONTENT_START]/[USER_CONTENT_END]` to XML tags improves security and follows modern LLM security practices.\n\n- **Type**: Documentation (spec update)\n- **Priority**: Medium\n- **MoSCoW**: Should Have — security improvement for prompt injection mitigation\n- **Milestone**: v3.2.0 — spec compliance\n\n---\n**Automated by CleverAgents Bot**\nSupervisor: Project Owner | Agent: project-owner-pool-supervisor\n\n---\n**Automated by CleverAgents Bot**\nAgent: automation-tracking-manager
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$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
v3.2.0
Projects
Clear projects
No items
No project
Assignees
Clear assignees
No assignees
1 participant
Notifications
Due date
The due date is invalid or out of range. Please use the format "yyyy-mm-dd".

No due date set.

Dependencies

No dependencies set.

Reference
cleveragents/cleveragents-core#9522
No description provided.