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v3.6.5: LLM red-teaming (jailbreaks & prompt injection) + Opus 5 / Sonnet 5 / Kimi K3
- Add 12 technique/scenario LLM red-team agents (AI category 18 → 30, total 429): jailbreaks — AdvPrefix, PAIR, TAP, Crescendo, many-shot, persona/DAN, encoding/obfuscation, refusal-suppression; prompt-injection scenarios — direct, indirect (RAG/web/email/tool output), goal hijacking, tool/function-call abuse, system-prompt/secret exfiltration. Each runs an attacker→LLM-judge loop (baseline refusal → technique across variants → verdict), proving the bypass with a benign, redacted receipt. Generated by scripts/build_llm_redteam_v365.py. - Add REDTEAM_DOCTRINE and inject it into run_ai so every AI test follows the baseline→technique→judge method across scenarios. - Models: add Claude Opus 5 and Sonnet 5 (Anthropic) and a new Moonshot AI (Kimi) provider with Kimi K3/K2 (moonshot:kimi-k3, MOONSHOT_API_KEY) — 15 providers. - Docs: README/TUTORIAL/RELEASE — new AI/LLM red-team engagement mode + section, model/env-key tables, agent-library counts (429), badges. Also includes the v3.6.4 grounding fix (#33) landing on main.
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# NeuroSploit v3.6.4 — Release Notes
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# NeuroSploit v3.6.5 — Release Notes
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**Release Date:** July 2026
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**Codename:** Symbolic Grounding
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**Codename:** LLM Red Team
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**License:** MIT
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**Credits:** Joas A Santos & Red Team Leaders
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## Highlights
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- **LLM red-teaming — jailbreaks & prompt injection across scenarios.** 12 new AI
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agents (AI category 18 → **30**; total 417 → **429**) that adversarially test a
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live AI system (LLM app / AI agent / MCP server) the way
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[hackagent.dev](https://hackagent.dev)-style tooling does. Each agent runs an
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**attacker → LLM-judge loop**: capture the baseline refusal, apply the technique
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across several scenarios/variants, then judge with an explicit criterion whether
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the guardrail was *actually* bypassed — proving it with a **benign, redacted**
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prompt+response receipt (never real harm).
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- **Jailbreak techniques:** `AdvPrefix` (adversarial prefix/suffix), `PAIR`
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(automated iterative refinement), `TAP` (tree-of-attacks with pruning),
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`Crescendo` (multi-turn escalation), many-shot, persona/DAN roleplay,
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encoding/obfuscation (base64/ROT13/zero-width/low-resource-language),
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refusal-suppression / prefix injection.
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- **Prompt-injection & hijacking scenarios:** direct injection, **indirect**
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injection via RAG doc / web page / email / tool output, **goal hijacking**,
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agentic **tool/function-call abuse**, and **system-prompt / secret
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exfiltration**.
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- Runs via `neurosploit aitest <ai-url>` (or the REPL **AI Agents & LLMs**
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onboarding scope). A new `REDTEAM_DOCTRINE` steers every AI test through the
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baseline→technique→judge loop. Complements the existing OWASP LLM Top 10 (2025),
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MCP and Skills/n8n agents. Authorized, non-destructive.
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- **New models.** Added **Claude Opus 5** and **Claude Sonnet 5** (Anthropic),
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and a new **Moonshot AI (Kimi)** provider with **Kimi K3** / K2 (`moonshot:kimi-k3`,
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`MOONSHOT_API_KEY`, OpenAI-compatible) — **15 providers** total. Use any of them
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as a finder or in the validator voting panel, e.g.
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`--model anthropic:claude-opus-5 --model moonshot:kimi-k3`.
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## Previously in v3.6.4
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- **Fix ([#33](https://github.com/JoasASantos/NeuroSploit/issues/33)): white-box
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findings were silently dropped from the report.** The grounding gate — the
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anti-hallucination step that demotes any claim lacking a receipt — was running
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