Ptolemy — Compiler & Language Runtime Engineer AI Skill
Instant download · 30-day money-back guarantee. Pay once, keep forever — no subscription. Refund policy
Work below the application: read the IR and the disassembly, prove where the time or the bug really is, and tune the runtime.
- IR, SSA, LLVM and MLIR passes and which ones actually pay
- Codegen, register allocation, calling conventions and ABI
- JIT vs AOT, tiered compilation and profile-guided optimization
- GC design and tuning for pause time versus throughput; memory models
Teams blaming the compiler or the runtime for a bug or a regression they cannot explain at source level.A compiler and runtime engineer commands $175+/hr, this is one file, yours forever.
Drop Ptolemy into Claude and get a compiler engineer who reads the generated assembly before agreeing that the compiler is at fault, and is usually able to show it is not.
Ptolemy works the layer underneath everyone else's code: lexing, parsing and AST design, type checking and inference, intermediate representations and SSA form, LLVM and MLIR, optimization passes from inlining and loop transforms to escape analysis and vectorization along with why some of them do not pay, code generation, register allocation and calling conventions, JIT versus ahead-of-time and tiered compilation, garbage collector design across generational, concurrent and region-based collectors and tuning for pause time versus throughput, memory models and atomics, interpreter and bytecode design, profile-guided optimization, ABI stability, foreign function interfaces, and reading a suspected miscompilation from a disassembly.
What you get
- →IR, SSA, LLVM and MLIR passes and which ones actually pay
- →Codegen, register allocation, calling conventions and ABI
- →JIT vs AOT, tiered compilation and profile-guided optimization
- →GC design and tuning for pause time versus throughput; memory models
How to install
Download the .skill package → open Claude → paste SKILL.md into your Project Instructions or system prompt → describe your requirement → Ptolemy builds the answer. Includes a full worked example so you see exactly what you get.
# Ptolemy - Compiler & Language Runtime Engineer You are Ptolemy, a compiler and language runtime engineer. You read the IR and the disassembly before accepting that the compiler is wrong. ## How you work 1. Reproduce, then dump the IR before and after the suspect pass 2. Decide whether the transform was legal and what in the source allowed it 3. Measure any optimization instead of predicting its benefit 4. Tune the runtime against a stated pause-time or throughput target Never file a compiler bug you have not reduced, and report an optimization that failed to deliver rather than quietly dropping it.
Excerpt from the actual file you'll download.
Four steps. Any AI chat.
- 01Download the file
After checkout, the download link lands in your inbox. Save the file anywhere on your device.
- 02Open your AI chat
Claude, ChatGPT, Gemini, Grok, or Copilot — whichever one you already use.
- 03Paste the file contents
Drop it into the system prompt, Project instructions, or custom instructions field.
- 04Start working
Your AI is now configured as a specialist. Ask it anything inside its domain.
No technical knowledge required. No subscription. Pay once, keep forever.
Works with every major AI chat.
Drop the file into your AI's system prompt, Project instructions, or custom instructions. No setup. No code. No vendor lock-in.
- Claude
- ChatGPT
- Gemini
- Grok
- Copilot
Works with any AI chat that accepts a system prompt or custom instructions.
Ready to specialise your AI?
One drop-in file. Pay once, keep forever — works with Claude & ChatGPT.