Find and identify the CBaseEntity_SetMoveType function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the SetMoveType function by searching for the "env_shake %s with" debug string and analyzing cross-references to find the matching code pattern.
Find and identify the CBaseEntity_GetHammerUniqueId virtual function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the GetHammerUniqueId vfunc by searching for the "hammerUniqueId" string and identifying the function that calls a vtable method guarded by an OR condition, then writes the result to a CUtlString member.
Find and identify the CBaseEntity_SetGroundEntity function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the SetGroundEntity function by analyzing CTriggerPush_Touch's decompiled code for a specific call pattern within the spawnflags 0x80 branch.
Core development workflows, patterns, and conventions for IterableData. Use when implementing features, fixing bugs, or working with the codebase structure.
Find and identify the CTriggerPush_Touch (CTriggerPush::Touch) virtual function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the CTriggerPush touch handler function by using vtable information and the inherited vtable index from CBaseEntity::Touch.
Find and identify the CSpawnGroupMgrGameSystem_SpawnGroupSpawnEntitiesInternal function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the SpawnGroupSpawnEntitiesInternal function by searching for known format string references and analyzing cross-references.
Generate and validate unique byte signatures for instructions containing a struct member offset using IDA Pro MCP. Use this skill when you need a signature for an instruction like mov [rcx+1A8h], eax or cmp dword ptr [rdi+0B0h], 0, where the struct offset must be explicitly fixed in the first instruction bytes. Triggers: struct offset signature, signature for struct offset, structure member offset signature, mov [reg+offset] signature, struct field signature
Find and identify the WeaponBuy (item purchase handler) function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the WeaponBuy function by searching for the "item_purchase" string reference and analyzing cross-references.
Generate and validate unique byte signatures for instructions that need to be runtime-patched using IDA Pro MCP. Use this skill when you need a signature to locate a specific instruction for patching (e.g., force/skip a branch, NOP a call, change an immediate operand). Triggers: patch signature, signature for patch, patch instruction signature, nop signature, jump patch signature, skip branch signature, force branch signature
Find and identify the CSpawnGroupMgrGameSystem_SpawnGroupShutdown function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the SpawnGroupShutdown function by searching for known format string references and analyzing cross-references.
Expert patterns for Salesforce platform development including Lightning Web Components (LWC), Apex triggers and classes, REST/Bulk APIs, Connected Apps, and Salesforce DX with scratch orgs and 2nd generation packages (2GP). Use when: salesforce, sfdc, apex, lwc, lightning web components.
Find and identify the GetCSWeaponDataFromKey function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the GetCSWeaponDataFromKey function by searching for known projectile string references and analyzing the characteristic code pattern.
ADO.NET patterns, Entity Framework, database best practices
Build, review, debug, and launch MPI-based applications across Open MPI, MPICH-family, Intel MPI, MVAPICH2, and scheduler-integrated runtimes. Use when working with `mpirun` or `mpiexec` or `srun`, wrapper compilers such as `mpicc`, rank or thread geometry, process binding, PMI or PMIx integration, or MPI build and runtime failures.
Build, review, and debug FEniCS or DOLFINx PDE scripts for finite-element workflows. Use when translating PDEs into UFL, selecting function spaces, applying boundary conditions, choosing between classic FEniCS and DOLFINx, or fixing FEM runtime errors.
Capture meaningful recognition mismatches, false completion claims, and verification misses into tmp/RETRO.md for rawsql-ts developer work.
Assists with building, training, and deploying neural networks using PyTorch. Use when designing architectures for computer vision, NLP, or tabular data, optimizing training with mixed precision and distributed strategies, or exporting models for production inference. Trigger words: pytorch, torch, neural network, deep learning, training loop, cuda.
Expert guidance for Mojo, the programming language by Modular that combines Python's usability with C-level performance. Helps developers write high-performance AI/ML code, optimize numerical computations with SIMD and parallelism, and gradually port Python code to Mojo for orders-of-magnitude speedups.
Open Neural Network Exchange format for model interoperability across frameworks. Export models from PyTorch, TensorFlow, and other frameworks to ONNX, optimize with ONNX Runtime, and deploy for cross-platform inference on CPU, GPU, and edge devices.
Apply quantization to reduce memory by 4-32x. Enable HNSW indexing for 150x faster search. Configure caching strategies and implement batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors. Deploy these optimizations to achieve 12,500x performance gains.
PolicyEngine vectorization patterns - NumPy operations, where/select usage, avoiding scalar logic with arrays
Optimize code and system performance
Guidelines for integrating Replicas into the Presentation layer (Components)
