Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add mohitmishra786/low-level-dev-skills --skill jit-compilationgit clone --depth 1 https://github.com/mohitmishra786/low-level-dev-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mohitmishra786/low-level-dev-skills/jit-compilation)<a href="https://agentmods.dev/skills/mohitmishra786/low-level-dev-skills/jit-compilation"><img src="https://agentmods.dev/badge/skills/mohitmishra786/low-level-dev-skills/jit-compilation/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/mohitmishra786/low-level-dev-skills/jit-compilation"><img src="https://agentmods.dev/badge/skills/mohitmishra786/low-level-dev-skills/jit-compilation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00078 | $0.01923 |
| Opus 5 | $0.00039 | $0.00962 |
| Sonnet 5 | $0.00016 | $0.00385 |
| Haiku 4.5 | $0.00008 | $0.00192 |
Grade A, and why
jit-compilation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 231 lines — stays where its author put it; the contents beside it link to each section on GitHub.
JIT Compilation
Purpose
Guide agents through just-in-time compilation: LLVM ORC JIT v2 (ExecutionSession, IRLayer, ObjectLayer), LLJIT for simpler use cases, Cranelift JIT, inline caches for dynamic dispatch, trampolines for lazy compilation, security considerations (W^X, code signing), and Rust dynasm for x86 codegen.
When to Use
- Building an interpreter with a JIT hot-path
- Implementing lazy function compilation on first call
- Embedding dynamic code generation in a REPL or game engine
- Prototyping codegen without writing a full linker
- Creating inline caches for polymorphic call sites
- Generating x86 machine code from Rust with
dynasm
Workflow
1. JIT architecture overview
Source/AST/Bytecode
→ IR (LLVM IR or Cranelift CLIF)
→ Object file (in memory)
→ Runtime linker (RTDyldObjectLinkingLayer)
→ Executable code in R+X memory
→ Function pointer call
2. LLJIT — simplest LLVM JIT
#include "llvm/ExecutionEngine/Orc/LLJIT.h"
#include "llvm/IR/LLVMContext.h"
#include "llvm/IR/Module.h"
#include "llvm/IR/IRBuilder.h"
using namespace llvm;
using namespace llvm::orc;
int main() {
auto JIT = cantFail(LLJITBuilder().create());
LLVMContext Context;
auto M = std::make_unique<Module>("jit", Context);
IRBuilder<> Builder(Context);
// int add(int a, int b) { return a + b; }
Function *AddFn = Function::Create(
FunctionType::get(Builder.getInt32Ty(),
{Builder.getInt32Ty(), Builder.getInt32Ty()}, false),
Function::ExternalLinkage, "add", M.get());
BasicBlock *BB = BasicBlock::Create(Context, "entry", AddFn);
Builder.SetInsertPoint(BB);
auto Args = AddFn->arg_begin();
Value *Sum = Builder.CreateAdd(Args, Args + 1);
Builder.CreateRet(Sum);
cantFail(JIT->addIRModule(ThreadSafeModule(std::move(M), std::make_unique<LLVMContext>())));
auto AddSym = JIT->lookup("add");
auto *AddPtr = (int (*)(int, int))AddSym->getValue();
int result = AddPtr(3, 4); // 7
return 0;
}
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 231 lines · 78 tokens per session scan A fb751454aa38
jit-compilation is a skill published in the GitHub repository mohitmishra786/low-level-dev-skills (198 stars, last pushed 2mo ago), licensed MIT. It adds 78 tokens to every session and 1,923 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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