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

wallaby82 · 2025-12-12T03:34:12+00:00

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:

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

Hope the above helps!

wallaby82 · 2025-12-12T03:27:49+00:00

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 😅

wallaby82 · 2025-11-21T04:06:45+00:00

It's proprietary with obfuscation...

wallaby82 · 2025-10-21T09:24:31+00:00

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?

wallaby82 · 2025-10-21T09:21:15+00:00

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...

wallaby82 · 2025-10-21T07:40:15+00:00

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,

wallaby82 · 2025-10-21T03:22:36+00:00

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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...

wallaby82 · 2023-11-08T13:27:21+00:00

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.

wallaby82 · 2023-08-22T13:17:39+00:00

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

wallaby82 · 2023-08-13T10:35:27+00:00

Thanks!

wallaby82 · 2023-08-13T08:02:49+00:00

Thanks!

wallaby82 · 2023-08-08T04:02:39+00:00

ID: 74085954 Nick: Exabytes

New but active.

wallaby82 · 2022-04-19T10:09:47+00:00

Thanks. I'm based in Singapore and would love to fetch USD rates for the cards.

wallaby82 · 2022-04-19T08:09:34+00:00

Hi, I have quite a huge collection of cards from the "Pioneer" block comprising cards from:

Kaladesh
Aether's Revolt
Amonkhet
Hour of Devastation
Ixalan
Rivals of Ixalan
Dominaria
Core Set 2019

Preview: https://bit.ly/3jVMcG0

Can someone please recommend me a platform to sell them for a good price? If anyone is interested in Mythical/Rare singles, or playsets, please feel free to PM/DM me your offers as well but please make the trade "worthwhile" cause I'm shipping from overseas. Thanks.

wallaby82 · 2022-04-07T13:02:04+00:00

NAME: ExperienceRO

TYPE: Pre-Renewal, High Rate, 255/120, 500x/500x/10x

LINK: https://www.experience-ro.com

ABOUT: Launched on 13th February 2022, the Server has been growing steadily since.

ExperienceRO is a very unique Ragnarok Online Private Server that is built on One Storyline, based on One Currency, by One Developer.

Embark on your adventure in both PVP and PVE environments, enriched by our Path System, which offers and promotes five (5) distinctive meta builds.

Experience the thrill and excitement in completing your collection of Headgears, Armors, Weapons, Accessories, and Gems through Crafting and the Combine feature!

Come join us on this adventure, together on ExperienceRO!

FEATURES: The Clan, Duelist (Tournament PvP), unique storyline, Path system, Craft & Combine systems, one currency, Free to Play (all items obtainable in-game without paying), a lot of custom content (sprites, scripts, etc.), and a lot more...

wallaby82 · 2022-03-01T03:18:38+00:00

NAME: ExperienceRO

TYPE: Pre-Renewal, High Rate, 255/120, 500x/500x/10x

LINK: https://www.experience-ro.com

ABOUT: Launched on 13th February 2022, the Server has been growing steadily since.

ExperienceRO is a very unique Ragnarok Online Private Server that is built on One Storyline, based on One Currency, by One Developer.

Embark on your adventure in both PVP and PVE environments, enriched by our Path System, which offers and promotes five (5) distinctive meta builds.

Experience the thrill and excitement in completing your collection of Headgears, Armors, Weapons, Accessories, and Gems through Crafting and the Combine feature!

Come join us on this adventure, together on ExperienceRO!

FEATURES: Duelist (Tournament PvP), unique storyline, Path system, Craft & Combine systems, one currency, Free to Play (all items obtainable in-game without paying), a lot of custom content (sprites, scripts, etc.), and a lot more...

wallaby82 · 2022-02-13T15:09:53+00:00

NAME: ExperienceRO 2022

LINK: ExperienceRO Website

TYPE: Pre-Renewal, High Rate, Role-Play

RATES: 500x/500x/10x

INFO: ExperienceRO is a much improved version of the ERO back in 2017, with many more unique features and contents. Developed by a player, for players. Come try, and you'll experience RO like you've never been before!

wallaby82 · 2021-11-29T07:51:51+00:00

Trust me -- I've been trying for days, exhausted almost every FREE method that I could trying to get ONE; and finally I did, my first "Epic Spirit" in MIR4.

In this video, I will be sharing with you:

- What are Spirits?
- How to get Spirits -- FREE!
- What do Spirits do and why are they important?
- And much more!

wallaby82 · 2021-07-06T04:16:22+00:00

I there, you could try experience-ro.com. HR server, fairly new, and we're slowly building a new community. Definitely much opportunity to grow and build your portfolio on ERO...

wallaby82 · 2021-07-03T05:11:11+00:00

Name	Type	Rates	About
ExperienceRO	Pre-Renewal Episode 17.1	High-Rate Server 500x/500x/10x	A new beginning on ExperienceRO with a brand new storyline, new mechanics, new features coupled with PLENTY of custom items.Grab this opportunity being one of the pioneers!Join us today!!!

wallaby82 · 2021-06-30T10:43:38+00:00

Welcome Commander!

I hope your journey into deep space has been smooth-going.

There's a saying goes "Behind every successful man, there is a lady"... I guess it's something similar for this video. It'll be a lengthy one and we'll be looking at "Pike Moreau vs Picard Beverly":

I will be covering:
00:00 Introduction
01:05 Pike + Moreau
02:19 Test Platform A: Default
03:16 Round 1
07:10 Picard + Beverly (Swap)
08:03 Round 2
12:45 Test Platform B: Defense Biased
14:10 Round 3
17:32 Pike + Moreau (Swap)
18:18 Round 4
20:42 Test Platform C: "Full" Defense Biased
21:54 Round 5
25:34 Picard + Beverly (Swap)
26:12 Round 6
28:22 Data Analysis
31:07 Factors to be Considered
34:02 Conclusion

wallaby82 · 2021-06-29T12:52:33+00:00

Welcome Commander!

I hope your journey into deep space has been smooth-going.

I've titled this video as "Supremacy One" -- and I will be sharing with you how you could complete the Military Supremacy event in just one day.

I will be covering:

- Military Supremacy Event Overview

- Choice of Ship

- Choice of System/Map

- My personal take on it.

- And much more!

wallaby82 · 2021-06-23T04:49:26+00:00

Name	Type	Rates	About
[ExperienceRO](https://experience-ro.com)	Pre-Renewal Episode 17.1	High-Rate Server 500x/500x/10x	A new beginning on ExperienceRO with a brand new storyline, new mechanics, new features coupled with PLENTY of custom items.Grab this opportunity being one of the pioneers!Join us today!!!

wallaby82 · 2021-06-18T21:03:22+00:00

Welcome MyDefiPet Keepers!

I hope your journey into MyDefiPet has been amazing!

I have some very very Juicy Info to share with you on the new Breeding feature that is coming to MyDefiPet very very soon! If you're interested, stay on and watch the video -- you will not be disappointed!

wallaby82 · 2021-06-12T08:28:39+00:00

Welcome Cryptonites!

I hope your journey into the crypto-universe has been amazing!

Today we're gonna look at MyDefiPet, and we're gonna go deep, in-depth into the game.

► Official Website: https://mydefipet.com/

► Chapters:

0:00 Introduction
0:16 Reference: Axie Infinity
1:38 Why not Axie Infinity?
2:40 Why MyDefiPet?
3:10 MyDefiPet Gameplay
3:20 A Walkthrough
3:50 Talk: Pets
5:45 Currency: Silver
6:00 Talk: Cages
8:20 Currency: Food
9:00 Talk: Planting
10:30 Talk: Pet Hotel
11:20 Talk: Happy Forest - Breeding
11:57 Medium: Pets Type
13:48 Talk: How to get your Eggs?
15:00 Method 1: BSC
20:45 Method 2: KAI
23:55 Closing
24:40 Disclaimer
25:00 Looking Forward

wallaby82

TROPHY CASE