feat: simplify AIRT workspace structure and apply error-minimization patterns

capabilities/ai-red-teaming/.scanignore

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+# Security scan configuration for AI Red Teaming capability
+# This capability contains legitimate security research content
+# Timeout issues: increase scanner timeout for large agent file

capabilities/ai-red-teaming/agents/scorer-catalog.md

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+# Scorer Catalog
+
+## Rubric-Based (LLM-judged)
+
+`rce`, `data_exfiltration`, `data_exfil`, `goal_hijacking`, `memory_poisoning`, `privilege_escalation`, `priv_esc`, `scope_creep`, `tool_chaining`, `tool_selection_safety_rubric`, `unbounded_agency`, `web_chatbot_security`
+
+## Detection (pattern-based)
+
+`refusal`, `credential_leakage`, `system_prompt_leaked`, `detect_pii`, `detect_bias`
+
+## Agentic (tool-call based)
+
+`tool_invoked`, `any_tool_invoked`, `tool_selection_safety`, `tool_sequence`, `tool_count`, `dangerous_tool_args`, `cascade_propagation`, `mcp_tool_manipulation`, `indirect_injection_success`
+
+## Agentic Workflow Detection
+
+`phase_bypass`, `phase_downgrade`, `tool_priority_manipulation`, `tool_restriction_bypass`, `memory_injection`, `permission_escalation`, `agentic_workflow`, `cypher_injection`, `intent_manipulation`, `mode_confusion`, `session_state_poisoning`, `sql_injection_via_nlp`, `success_indicator_spoofing`, `todo_list_manipulation`, `wordlist_exhaustion`, `workflow_disruption`
+
+## Advanced Jailbreak Detection
+
+`fictional_framing`, `guardrail_dos`, `invisible_character`, `likert_exploitation`, `pipeline_manipulation`, `prefill_bypass`, `tool_chain_attack`, `malformed_json_injection`
+
+## Agent Security
+
+`agent_config_tampered`, `agent_identity_leaked`, `bootstrap_hook_injected`, `heartbeat_manipulation`, `skill_integrity_compromised`, `skill_supply_chain_attack`, `workspace_poisoning`
+
+## MCP Security
+
+`tool_description_poisoned`, `cross_server_shadow`, `rug_pull`, `sampling_injection`, `schema_poisoned`, `tool_output_injected`, `ansi_cloaking`
+
+## Multi-Agent Security
+
+`prompt_infection`, `agent_spoofing`, `consensus_poisoned`, `delegation_exploit`, `session_smuggling`, `agent_config_overwrite`
+
+## Exfiltration Detection
+
+`markdown_exfil`, `unicode_exfil`, `dns_exfil`, `ssrf_exfil`
+
+## IDE Security
+
+`config_persistence`, `covert_exfiltration`, `rug_pull_detection`, `shadowing_detection`, `tool_squatting`
+
+## Reasoning Security
+
+`cot_backdoor`, `reasoning_hijack`, `reasoning_dos`, `escalation`, `goal_drift`
+
+## Format
+
+`json`, `is_xml`

capabilities/ai-red-teaming/agents/transform-catalog.md

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+# Transform Catalog
+
+Use these EXACT names in the transforms array. All transforms are grounded to the Dreadnode SDK.
+
+## Encoding
+
+`base64`, `base32`, `hex`, `binary`, `leetspeak`, `morse`, `url_encode`, `html_entity`, `unicode_escape`, `zero_width_encode`, `upside_down`, `braille`, `ascii85`, `homoglyph`, `unicode_font`, `pig_latin`, `octal`
+
+## Cipher
+
+`caesar` (or `caesar(5)`), `rot13`, `rot47`, `atbash`, `vigenere(key)`, `rail_fence(3)`, `substitution`, `affine(5,8)`, `playfair(KEY)`, `bacon`, `beaufort(key)`, `autokey(key)`
+
+## Persuasion
+
+`authority`, `social_proof`, `urgency_scarcity`, `reciprocity`, `emotional_appeal`, `logical_appeal`, `commitment_consistency`, `combined_persuasion`
+
+## Stylistic
+
+`role_play`, `ascii_art`
+
+## Perturbation
+
+`simulate_typos`, `unicode_confusable`, `payload_splitting`, `zero_width`, `emoji_substitution`, `random_capitalization`, `zalgo`, `cognitive_hacking`, `token_smuggling(text)`, `encoding_nesting`
+
+## Injection
+
+`skeleton_key_framing`, `many_shot_examples`, `position_variation`, `position_wrap`
+
+## Text
+
+`prefix(text)`, `suffix(text)`, `reverse`, `word_join(_)`, `char_join(-)`
+
+## Language (LLM-powered — any language)
+
+- `adapt_language(Zulu)`, `adapt_language(Welsh)`, `adapt_language(Yoruba)`, etc.
+- `code_switch` — mix languages (e.g. English/Spanish)
+- `dialectal_variation(AAVE)` — apply dialect variations
+
+## Transliteration (model-free)
+
+`transliterate(cyrillic)`, `transliterate(greek)`, `transliterate(arabic)`
+
+## Advanced Jailbreak
+
+`actor_network_escalation`, `code_completion_evasion`, `context_fusion`, `deep_fictional_immersion`, `guardrail_dos`, `likert_exploitation`, `pipeline_manipulation`, `prefill_bypass`, `reasoning_chain_hijack`
+
+## Guardrail Bypass
+
+`classifier_evasion`, `controlled_release`, `emoji_smuggle`, `hierarchy_exploit`, `nested_fiction`, `payload_split`
+
+## Response Steering
+
+`affirmative_priming`, `constraint_relaxation`, `output_format_manipulation`, `protocol_establishment`, `task_deflection`
+
+## Adversarial Suffix
+
+`adversarial_suffix`, `gcg_suffix`, `jailbreak_suffix`, `flip_attack`
+
+## MCP Attacks
+
+`tool_description_poison`, `cross_server_shadow`, `rug_pull_payload`, `tool_output_injection`, `schema_poisoning`, `ansi_escape_cloaking`, `mcp_sampling_injection`, `cross_server_request_forgery`, `tool_squatting`, `tool_preference_manipulation`, `log_to_leak`, `resource_amplification`
+
+## Multi-Agent Attacks
+
+`prompt_infection`, `peer_agent_spoof`, `consensus_poisoning`, `delegation_chain_attack`, `shared_memory_poisoning`, `agent_config_overwrite`, `experience_poisoning`, `trust_exploitation`, `persistent_memory_backdoor`, `query_memory_injection`
+
+## Exfiltration
+
+`markdown_image_exfil`, `mermaid_diagram_exfil`, `unicode_tag_exfil`, `dns_exfil_injection`, `ssrf_via_tools`, `link_unfurling_exfil`, `api_endpoint_abuse`, `character_exfiltration`
+
+## Reasoning Attacks
+
+`cot_backdoor`, `reasoning_hijack`, `reasoning_dos`, `crescendo_escalation`, `fitd_escalation`, `deceptive_delight`, `goal_drift_injection`
+
+## Browser Agent Attacks
+
+`visual_prompt_injection`, `ai_clickfix`, `domain_validation_bypass`, `navigation_hijack`, `task_injection`, `phantom_ui`
+
+## IDE Injection
+
+`rules_file_backdoor`, `mcp_tool_description_poison`, `manifest_injection`, `issue_injection`, `popup_injection`, `form_injection`, `xoxo_context_poison`
+
+## System Prompt Extraction
+
+`direct_extraction`, `indirect_extraction`, `boundary_probe`, `format_exploitation`, `multi_turn_extraction`, `reflection_probe`
+
+## PII Extraction
+
+`partial_pii_completion`, `divergence_extraction`, `public_figure_pii_probe`, `repeat_word_divergence`
+
+## RAG Poisoning
+
+`document_poison`, `context_injection`, `context_stuffing`, `query_manipulation`, `chunk_boundary_exploit`, `single_text_poison`, `bias_amplification`
+
+## Documentation Poisoning
+
+`documentation_poison`, `dockerfile_poison`, `env_var_injection`, `npm_package_readme_poison`, `pypi_package_readme_poison`
+
+## Logic Bombs
+
+`logic_bomb`, `time_bomb`, `environment_bomb`
+
+## Agentic Workflow
+
+`tool_restriction_bypass`, `phase_transition_bypass`, `tool_priority_injection`, `intent_manipulation`, `session_state_injection`, `action_hijacking`, `cypher_injection`, `delayed_tool_invocation`, `exploitation_mode_confusion`, `malformed_output_injection`, `phase_downgrade_attack`, `sql_via_nlp_injection`, `success_indicator_spoof`, `todo_list_manipulation`, `tool_chain_attack`, `wordlist_exhaustion`, `workflow_step_skip`, `payload_target_mismatch`
+
+## Agent Skill
+
+`agent_memory_injection`, `agent_permission_escalation`, `soul_file_injection`, `bootstrap_hook_injection`, `workspace_file_poison`, `skill_dependency_confusion`, `skill_package_poison`, `heartbeat_hijack`, `media_protocol_exfil`
+
+**For low-resource language transforms, always use `adapt_language(LanguageName)` syntax.**

capabilities/ai-red-teaming/capability.yaml

@@ -1,6 +1,6 @@
 schema: 1
 name: ai-red-teaming
-version: "1.2.1"
+version: "1.3.3"
 description: >
   Probe the security and safety of AI applications, agents, and foundation models.
   Orchestrates adversarial attack workflows to discover vulnerabilities in LLMs,