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I reverse-engineered Claude Code's binary to add a feature I always wanted: When context fills up - instead of nuking everything with /compact - I can now surgically strip tool calls/results and thinking blocks while keeping all actual messages intact.

198,284 views • 7 months ago •via X (Twitter)

68 Comments

Convergence Boy's profile picture
Convergence Boy7 months ago

The problem was: when you're deep in a session, context is 96% full, and your options are: - /compact: summarizes everything, loses detail, costs an API call - /clear: nuclear option, start over I wanted to strip the heavy garbage and leave only user/agent messages instead.

Convergence Boy's profile picture
Convergence Boy7 months ago

So I cracked open the binary. Claude Code is a Bun-compiled executable: ~183MB. All JS is embedded in a __BUN Mach-O section - 4,945 modules, fully minified. Even with `--bytecode`, Bun always stores the full JS source alongside. The bytecode is just a startup optimization.

Convergence Boy's profile picture
Convergence Boy7 months ago

What I found inside: Claude already HAS a microcompact() system. It runs before every API call, strips old tool results, saves them to disk, replaces images with placeholders. But it doesn't touch everything and leaves many of the thinking intact...

Convergence Boy's profile picture
Convergence Boy7 months ago

It has limitations: - 20K token minimum savings - only kicks in near context limits - keeps last 3 tool results - never removes tool_use blocks. Even after it runs, tons of tool artifacts remain in context. That's by design, but it's not enough when you're running out of space.

Convergence Boy's profile picture
Convergence Boy7 months ago

There's also a thinking cleanup before every API call: - filterOrphanedThinking(): removes messages that are ONLY thinking - removeTrailingThinking(): strips thinking from end of last message But thinking blocks inside messages with tool_use? Those survive. They pile up.

Convergence Boy's profile picture
Convergence Boy7 months ago

So I built two new commands: /microcompact: strips ALL tool calls + results + media. No thresholds, no "keep last 3". Picker lets you choose how far back to strip. /clear-thinking: strips ALL thinking blocks backward from selected message. Both instant with no LLM calls.

Convergence Boy's profile picture
Convergence Boy7 months ago

The meta part: I reverse-engineered Claude Code using Claude Code :) 48 sessions over several days. Built 20 tools: binary extraction, module splitting, vendor fingerprinting, AI renaming (23,105 identifiers via Gemini for ~$2), and a full round-trip pipeline.

Convergence Boy's profile picture
Convergence Boy7 months ago

I also built bun-demincer - a generic toolkit for cracking open ANY Bun-compiled binary. Extract embedded JS, split into modules, identify npm packages (fingerprint DB is 1,668 packages rn), deobfuscate, organize into directories and reassemble it back!

Convergence Boy's profile picture
Convergence Boy7 months ago

The irony: Claude couldn't finish the job - started forgetting things after another Plan mode run :) After 42 sessions it hit a wall kept looping the full pipeline instead of isolating the failing stage. Classic. Switched to Codex for the final stretch. One shot of course :)

Convergence Boy's profile picture
Convergence Boy7 months ago

For the Claude-specific patches (microcompact, clear-thinking) - I'm holding off on publishing them for now. Don't want to step on anyone's toes, unless @AnthropicAI are cool with it. cc: @alexalbert__

Convergence Boy's profile picture
Convergence Boy7 months ago

But would love these to be built-in honestly - the code paths are already there, just need manual triggers and looser thresholds. Also /compact should let you pick a message: summarize everything before it, keep everything after. Right now it just nukes the whole conversation.

Convergence Boy's profile picture
Convergence Boy7 months ago

All this reverse engineering really helped me to understand what's under the hood of Claude Code. I will be posting more about my explorations... Hold on for new Memory threads!

0xSero's profile picture
0xSero7 months ago

@vicnaum @banteg @claudeai everything with /compact - I can now surgically strip tool calls/results and thinking blocks while keeping all actual messages intact. You’d be destroying the cache which will cost you tons of tokens and make the model less reliable

Convergence Boy's profile picture
Convergence Boy7 months ago

@banteg @claudeai Yes. But it still wins over going in circles with the model that forgot what project it was working on... And actually, If I strip 195k tokens context into 5k (just user/agent conversation) - then who cares about cache?

0xSero's profile picture
0xSero7 months ago

@vicnaum @banteg @claudeai Mainly that it will usually just reread all the files you stripped out again anyway. I’m not arguing with you it’s something I was interested in exploring too but I never quite got it right

Convergence Boy's profile picture
Convergence Boy7 months ago

@banteg @claudeai I usually ask it to use sub-agents for file reading & modifications, and report back. but sometimes it still does things itself..

Pascal Brokmeier's profile picture
Pascal Brokmeier7 months ago

@vicnaum @claudeai I built this thing maybe this will also be helpful for you @vicnaum Basically per git repo backup of AI convos.

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai Oh yeah! I had a simple skill with a script for that: But yours is on a whole new level!

Alessio Masucci's profile picture
Alessio Masucci7 months ago

@vicnaum @claudeai Cool hack, but we're essentially writing manual garbage collection for LLM context now. /compact is a grenade. This is a scalpel. But the real question is why we're still doing memory management by hand in 2026

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai Exactly! Memory and context management is in such an infancy phase right now that I’m surprised this is still an untackled problem

Youssef Tharwat's profile picture
Youssef Tharwat7 months ago

@vicnaum @SucciMas @claudeai We’re trying @noodl_box

Alessio Masucci's profile picture
Alessio Masucci7 months ago

@vicnaum @claudeai @noodl_box How is it going?

maddada • ghostex.dev's profile picture
maddada • ghostex.dev7 months ago

You might've heard about this already, but this flow does the same thing and it's built in (keeps the messages, strips the tool calls): 1- Do /export and select md file 2- /new to start a new conversation 3- paste that md's path as context in the chat 4- Send any request and the previous messages will be in context The issue with this trick (and /microcompact) is you get deeper and deeper into the dumb zone of the context after a few cycles of this since you're keeping all the chat messages even the unnecessary ones. Still great job on bun-demincer.

Marcel Samyn's profile picture
Marcel Samyn7 months ago

@vicnaum @claudeai The model should be deciding this on its own.

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai Ideally yes!

Conor's profile picture
Conor7 months ago

@vicnaum @claudeai Yep, context adjustments are the single biggest unlock and why you should generally create and use your own harnesses. OpenAI if you are reading this, you are missing out by not enabling more functionality here in the vanilla instance

SIGKITTEN's profile picture
SIGKITTEN7 months ago

@vicnaum @claudeai rip limits

heswithme's profile picture
heswithme7 months ago

@vicnaum @claudeai there's dynamic context pruner for opencode that does the same automatically during the session

AzFlin 🗿's profile picture
AzFlin 🗿7 months ago

@vicnaum @banteg @claudeai That’s great. The tool calls take the most space

Convergence Boy's profile picture
Convergence Boy7 months ago

@banteg @claudeai exactly! It was around 150k of tool calls - crazy..

zodomo.gwei (🌍,💻)'s profile picture
zodomo.gwei (🌍,💻)7 months ago

@vicnaum @claudeai @bcherny add this to Claude Code

Daniel's profile picture
Daniel7 months ago

@vicnaum @claudeai You reverse engineered an open source binary?

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai Its not really opensource - its still minified (later I found it on NPM, but would had saved me a few minutes on extracting the JS from bun-binary)

Matt Pistachio's profile picture
Matt Pistachio7 months ago

@vicnaum @claudeai yesss i’ve also often felt the need for a saving grace when at 90% context. you could, alternatively, build a script that runs on the transcript’s JSONL, without touching the Claude binary?

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai Yeah, thats what I was doing before, and also asked another instance of Claude to break it down to me, see what takes most context and help us decide what to trim.

Matt Pistachio's profile picture
Matt Pistachio7 months ago

@vicnaum can you post the script version?

Convergence Boy's profile picture
Convergence Boy7 months ago

i was doing it on 2.1.63, but many new versions came out. I still have the transfer functionality to move my patches to newer versions - but havent tried it on latest yet. will probably post the patch soon

Nick Richardson's profile picture
Nick Richardson7 months ago

@vicnaum @claudeai How did you give Clawd a hat???????? This is very important information I need.

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai I painted it in :) but pistol didn't turn out that good Wanted to make it a pirate )

ʘ ZERO's profile picture
ʘ ZERO7 months ago

@vicnaum @claudeai Fascinating work. ~5000 modules is revealing CC as sloppy patchwork. Pi agent main binary has ~20 direct deps and <400 unique transitive packages. Comparing apples to oranges here in terms of functionality out of the box. Just to illustrate how bloated CC is

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai not really, its more of minification artifacts, I’d say - we can never tell what the original source was

ʘ ZERO's profile picture
ʘ ZERO7 months ago

@vicnaum @claudeai Thanks for clarifying. We think that the number is plausible from React ink deps alone.

ʘ ZERO's profile picture
ʘ ZERO7 months ago

@vicnaum @claudeai Mastra has an interesting concept called Observational Memory where 2 external models curate the transcript at runtime which basically results in unlimited context, preserving important details

AI Now's profile picture
AI Now7 months ago

@vicnaum @claudeai Context limit hits, most people restart the whole conversation. This guy cracked open the binary and built what he needed. That’s the real AI skill gap

Blacktop's profile picture
Blacktop7 months ago

@vicnaum @claudeai @claudeai hire this person

Dan Pralea's profile picture
Dan Pralea7 months ago

@vicnaum @claudeai anthropic ships this as a feature in 2 weeks and this becomes the most well-documented wasted weekend ever

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai Let them do :) I have much more features in my mind - if that’s the only way I can contribute to Claude - so be it 😁

ʘ ZERO's profile picture
ʘ ZERO7 months ago

@vicnaum @claudeai The number of ~5000 dependencies for a CLI is staggering. Worth a good rant:

Kyriakos's profile picture
Kyriakos7 months ago

@vicnaum @claudeai Hack the tool until it fits the workflow

Rob Schmidt's profile picture
Rob Schmidt7 months ago

@vicnaum @claudeai I’ve asked Claude to build a .md context file from current session and load it into a new session. It’s simple and I’ve had great results doing that.

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai Yeah, I was also doing that, and even have a skill for this: But I wanted something native, and still keep the tool-calls/thinking from some later messages.

NΞ∆'s profile picture
NΞ∆7 months ago

@vicnaum @claudeai That's classic.. bro you're lucky you didn't have to go through what I did back then haha

עדי (Adi)'s profile picture
עדי (Adi)7 months ago

@vicnaum @claudeai Yo, this is genius. Well done bro 👏

Gregor's profile picture
Gregor7 months ago

@vicnaum @claudeai It sounds like you turned a feature limitation into an opportunity for more precision. Reminds me of when I had to deal with similar limitations in my app, and I ended up designing a custom data compression algorithm to prioritize certain data types.

Subhash Dasyam's profile picture
Subhash Dasyam7 months ago

150k tokens of tool calls sitting in context is wild. The fact that Claude already has microcompact() internally but caps it with a 20K minimum and "keep last 3" feels like they were being cautious about cache invalidation costs. Stripping everything down to 5k of pure conversation and letting the model rebuild its understanding from that is a bold tradeoff, but honestly probably better than watching it loop on forgotten state. The bun-demincer tool sounds more generally useful than the Claude patches themselves.

2018's Most Trusted Webzone's profile picture
2018's Most Trusted Webzone7 months ago

@vicnaum @claudeai

otman.ETH's profile picture
otman.ETH7 months ago

@vicnaum @claudeai the dawn of self-editing code

TelepathicPug's profile picture
TelepathicPug7 months ago

@vicnaum @claudeai Very cool feature.

Asaf Fisher's profile picture
Asaf Fisher7 months ago

@vicnaum @claudeai Cool!

winston's profile picture
winston7 months ago

@vicnaum @claudeai Can I install your version of claude code with this feature? Absolutely need it

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai i think I will post a patch soon that anyone can install

James Epps 🌞's profile picture
James Epps 🌞7 months ago

@vicnaum @claudeai 😂😂😂

jake cukjati's profile picture
jake cukjati7 months ago

@vicnaum @claudeai This sounds like it would have side affects? Like dementia

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai not really, quite the opposite - if you compact at this stage - it will forget much more than if you keep the conversation intact, but remove the tools

jake cukjati's profile picture
jake cukjati7 months ago

@vicnaum @claudeai

hazle11's profile picture
hazle117 months ago

@vicnaum @claudeai Smart approach. The built-in compaction heuristics always felt too conservative for long sessions. Surgically stripping tool artifacts while keeping the conversation intact is the fix power users need.

Kay's profile picture
Kay7 months ago

this solves my biggest claude code frustration tbh lost count of how many times ive hit 96% context in a deep debugging session and had to choose between /compact (lose everything) or start over the message picker approach is perfect. sometimes you just need to clear tool noise from the middle of a session, not nuke the whole conversation

Convergence Boy's profile picture
Convergence Boy7 months ago

@claudeai Here I've made it a skill also:

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Pi was built when there were already agent harnesses around. Here’s why Mario Zechner(Mario Zechner), found them suboptimal and built Pi, a minimalist self-modifying agent: #1 - Mario initially was a believer in Claude Code: "I was a believer in Claude code because they were the first that packaged agentic search up in a really compelling package. And at the time that fit my workflow really well. Everything around the LLM was kind of nice and tidy and easy to understand. I was super happy. I was proselytising Claude code." #2 - Reverse engineering Claude Code highlighted the degradation that Mario felt as a user: "I personally like simple tools that are stable and that I can rely on. Even if they have non-deterministic parts, all the deterministic parts should be as stable as possible. That was just not the experience with Claude Code around summer 2025. They would take away your control of the context. They would inject stuff behind your back, which is bad. Then, your workflows stopped working because there's now a system reminder that you don't even see in the UI that would modify the behaviour of the model. They would also do this to the system prompt. I built a little service where I can track the progression or evolution of the system, prompt and tool definitions and, with every release, it was messing with stuff. That just messed with my workflows and I don't appreciate that." #3 - PI was built with an appreciation for simple and reliable tools: "If I commit to a development tool, I want it to be a stable, reliable thing like a hammer. I don't want my hammer to break a different spot every day. That's terrible. We need somebody who goes the full velocity kind of way. But I don't want to work with a tool like that."

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