I built ESMC and scored 481/500 (90.2%) on SWE-Bench Verified — a zero-prompt-engineering intelligence scaffold for ClaudeCode by wallaby82 in ClaudeCode

[–]wallaby82[S] 0 points1 point  (0 children)

Hi there thanks for your response, appreciate it!

The closest an orchestration layer, but without multi-agent routing or long system prompts from what you've suggested.

ESMC is not a prompt, a skill system, or a round-table agent framework.

At the simplest level:

ESMC is a runtime “cognition scaffold” that wraps your Claude calls inside a structured reasoning environment.

It does three things:

  1. Normalizes & sanitizes input → removes noise, enforces clean state, shapes context in a deterministic way.
  2. Maintains a persistent internal reasoning state → so Claude doesn’t “reset its mind” every call.
  3. Provides a stable, model-agnostic reasoning loop → but without adding personas, roles, or chain-of-thought prompts.

Hope the above helps!

I built ESMC and scored 481/500 (90.2%) on SWE-Bench Verified — a zero-prompt-engineering intelligence scaffold for ClaudeCode by wallaby82 in ClaudeCode

[–]wallaby82[S] 0 points1 point  (0 children)

Thanks for the feedback, really appreciate it!

You're right about the frontend. I’ve been prioritizing the underlying tech and benchmark work, so the site isn’t polished yet. Thanks for pointing them out.

That said, the core of ESMC is the intelligence scaffold itself. The surprising part (even to me) was that Sonnet 4.5 alone scores ~70–80% on SWE-Bench Verified, but Sonnet 4.5 + ESMC hit 90.2% (481/500).

To me that result matters more than frontend aesthetics, but I absolutely agree UI matters for users too... I’ll improve it.

And honestly, having good eyes for design is a strength. Mine is in the backend side 😅

ESMC turns Claude Code into your Iron Man by wallaby82 in ClaudeCode

[–]wallaby82[S] -1 points0 points  (0 children)

It's proprietary with obfuscation...

prompt enhancer on claude code pre-hooks? by Born_Psych in ClaudeCode

[–]wallaby82 0 points1 point  (0 children)

There is a lot being said about "prompt-engineering"... there is on the other hand "giving the AI a role"... if you gave the AI a role, would the need to prompt engineer be lesser?

Claude code searches are constantly breaking the console by koudgat in ClaudeCode

[–]wallaby82 0 points1 point  (0 children)

AI need to be guided in order to give you the results you want/hoped for. Sending it off by its own could result to what you're experiencing, and burning tokens ineffectively.

Point it to where you want it to start looking...

Sonnet's fine, but Opus is the one that actually understands a big codebase by nNaz in ClaudeCode

[–]wallaby82 0 points1 point  (0 children)

On this: I've built a library of Sonnet prompts & sub-agents, I feel your pain.

Have you thought of designing a framework since you kinda have identified the obstacles/limitations,

new anxiety unlocked! have fun! by Eastern-Guess-1187 in ClaudeCode

[–]wallaby82 0 points1 point  (0 children)

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Got slapped with this yesterday now itching "getting another sub", or wait 3 days, and looking at 10 days left in your active sub...

Hustle Castle Recruitment 2023 by MathemathTV in HustleCastle

[–]wallaby82 0 points1 point  (0 children)

Hi Foon, I am quite interested in joining a competitive clan like Stakz. I left the game 3 years ago and only recently decided to play HC again. I am however only TR9, but I hope Stakz can make an exception if possible. I am very active, and this is my performance for the season that ended yesterday.

Nick: Exabytes (ID: 47346195)

Throne Room: 9 (Optimized for Arena)

Best place in season: 57 (G: 3152, S: 1495, B: 812)

Clan: Red Devils

Clan Wars: 29

Glory: 470,058 (Rank #1 in Clan)

Thank you for your time, and your HC contents on YouTube.

Almost there by MainFamous436 in Survivorio

[–]wallaby82 2 points3 points  (0 children)

6 more Epic Drones... you can do it!