code-execution-fallback
Handle code execution failures with fallback strategies and anchored workspace paths
Handle code execution failures with fallback strategies and anchored workspace paths
Four-step recovery workflow for code execution failures when inline Python fails
Analyze and reduce ExecuTorch binary size. Use when investigating binary size, running size tests, or optimizing the runtime for size-constrained deployments.
How to define and use defineErrors from wellcrafted. Use when creating new error types, updating error definitions, or reviewing error patterns. Covers variant factories, extractErrorMessage for cause, InferErrors/InferError for types, and call site patterns.
Encryption patterns for HKDF key derivation, XChaCha20-Poly1305 symmetric encryption, encrypted blob formats, key hierarchy, and key rotation. Use when the user says "encrypt this", "add encryption", "key management", or when working with crypto primitives, encrypted CRDT values, or the EncryptedBlob type.
Detecting and exploiting Server-Side Template Injection (SSTI) vulnerabilities across Jinja2, Twig, Freemarker, and other template engines to achieve remote code execution.
Detect process injection techniques (T1055) including CreateRemoteThread, process hollowing, and DLL injection via Sysmon Event IDs 8 and 10 and EDR process telemetry
Implements memory protection mechanisms including DEP (Data Execution Prevention), ASLR (Address Space Layout Randomization), CFG (Control Flow Guard), and other exploit mitigations to prevent memory corruption attacks. Use when hardening endpoints against buffer overflow exploits, ROP chains, and code injection. Activates for requests involving memory protection, exploit mitigation, DEP, ASLR, or CFG configuration.
Implement eBPF-based runtime security observability and enforcement in Kubernetes clusters using Cilium Tetragon for kernel-level threat detection and policy enforcement.
Reverse engineers malware binaries using NSA's Ghidra disassembler and decompiler to understand internal logic, cryptographic routines, C2 protocols, and evasion techniques at the assembly and pseudo-C level. Activates for requests involving malware reverse engineering, disassembly analysis, decompilation, binary analysis, or understanding malware internals.
Build transformer fine-tuning run plans with task settings, hyperparameters, and model-card outputs. Use for repeatable Hugging Face or PyTorch finetuning workflows.
Claude Code v2.1.88 深度掌握。整合架构体系、源码解析、实战模式。涵盖 Tool/Task/Agent 三层模型、Coordinator 协调、Hooks 钩子、权限系统、Context 缓存、MCP 集成。触发场景:理解 Claude Code 内部工作原理、行为异常诊断、扩展开发(Tool/Skill/Agent)、深度研究。
Claw Compactor v6.0 — 50%+ savings through rule-based compression, dictionary encoding, session observation compression, and progressive context loading.
AetherCore v3.3.4 - Security-focused final release. High-performance JSON optimization with universal smart indexing for all file types. All security review issues fixed, ready for production.
Check PyTorch, Transformers, and CUDA compatibility. Detect GPU, driver mismatches, and version conflicts in ML environments. Use when the user sets up ML/AI tools, installs torch or transformers, hits dependency errors, or asks about compatible versions.
Optimize IHC/IF protocols for specific tissues and antigens
Coder-focused incident response and hotfix execution for production issues. Use when you need reproducible triage, patch/rollback decisions, CI-safe hotfix branches, evidence capture, and postmortem action tracking tied to code changes.