chuplung

Сontent creator | AI research & agentic systems

[chuplung @choopyplug1]

https://t.co/LSAMpgaool

[chuplung @choopyplug1]

THIS IS F*CKING INSANE..

I didn't write a single line of code. Opus 5.5 built this entire website, and it looks better than most $10k agency sites

The Claude Atlas: 50 open-source repos that make Claude Code feel unfair, mapped as a galaxy you fly through

→ 50 repos with 3.4M stars, sorted by goal: save tokens, add memory, design, ship
→ 12 copy-paste prompts and 8 model combos like Opus + Haiku that most people never try
→ ready CLAUDE.md templates, hooks and subagents. drop them in and go

one of those repos cuts 60-90% of the tokens Claude burns on command output

https://t.co/Cbb6MAyvrO

free. go fly through it and steal what you need ↓

[chuplung @choopyplug1]

@0xCodila bro turned smart glasses into an actual cheat code 😭 this is ridiculous

[chuplung @choopyplug1]

THIS IS F*CKING INSANE..

I didn't write a single line of code. Opus 5.5 built this entire website, and it looks better than most $10k agency sites

The Claude Atlas: 50 open-source repos that make Claude Code feel unfair, mapped as a galaxy you fly through

→ 50 repos with 3.4M stars, sorted by goal: save tokens, add memory, design, ship
→ 12 copy-paste prompts and 8 model combos like Opus + Haiku that most people never try
→ ready CLAUDE.md templates, hooks and subagents. drop them in and go

one of those repos cuts 60-90% of the tokens Claude burns on command output

https://t.co/Cbb6MAyvrO

free. go fly through it and steal what you need ↓

[chuplung @choopyplug1]

https://t.co/LSAMpgaool

[chuplung @choopyplug1]

@vartekxx they are so cute lol
love idea watching on my agents from phone instead of chatting with them on my laptop. will build it, thanks!

[chuplung @choopyplug1]

@vartekxx this is the best prompt book i have ever seen! thanks a lot bro!

[chuplung @choopyplug1]

Anthropic just showed how to turn Claude into a coding machine

90%+ AI-written code contributions. 45x more code per engineer.

here's the 5-step playbook:

1. → spec - define the exact task, files in scope and what "done" means. no vague instructions

2. → context - put your stack, coding rules, architecture and forbidden changes in CLAUDE.md. stop repeating yourself

3. → build - one task, one isolated branch, one clear finish line. let Claude implement without touching unrelated code

4. → verify - run tests, lint and type checks. for UI, demand screenshots. a second review catches what the first pass missed

5. → ship - every change needs passing checks, a reviewed diff and human approval before it reaches production

the formula: Spec → Context → Build → Verify → Ship

the goal isn't more AI-written code. it's more verified work with less human babysitting

the full 5-step workflow is on the poster

save this before your next Claude Code session ↓

[chuplung @choopyplug1]

Anthropic just showed how to turn Claude into a coding machine

90%+ AI-written code contributions. 45x more code per engineer.

here's the 5-step playbook:

1. → spec - define the exact task, files in scope and what "done" means. no vague instructions

2. → context - put your stack, coding rules, architecture and forbidden changes in CLAUDE.md. stop repeating yourself

3. → build - one task, one isolated branch, one clear finish line. let Claude implement without touching unrelated code

4. → verify - run tests, lint and type checks. for UI, demand screenshots. a second review catches what the first pass missed

5. → ship - every change needs passing checks, a reviewed diff and human approval before it reaches production

the formula: Spec → Context → Build → Verify → Ship

the goal isn't more AI-written code. it's more verified work with less human babysitting

the full 5-step workflow is on the poster

save this before your next Claude Code session ↓

[chuplung @choopyplug1]

https://t.co/LSAMpgaool

[chuplung @choopyplug1]

@0xRafy amazing job bro! i am sure GrokBot users will find it useful! thanks!

[chuplung @choopyplug1]

Anthropic just dropped an 11-page PDF on killing security bugs before they're found - the 7-step Claude method that makes vulnerable code unreachable:

the shift: stop hunting bugs one by one. shrink what an attacker can reach and every unknown bug inside it gets harder to hit

the formula: Attack Surface = Reachable - Needed

here's the method in 7 steps:

step 1 → classify - public, gated or private. it decides what "too reachable" means

step 2 → inventory - every entry point, every option. Anthropic's run mapped 17,000+

step 3 → defaults - code that runs out of the box but nothing uses. gate it

step 4 → before login - code any stranger can trigger pre-auth. 93 needless surfaces in 11 gated projects

step 5 → combos - 94 option combos that silently switched security off. reject them at load

step 6 → prove it - a live trace for every finding. tests pass identical or it doesn't ship

step 7 → 3 passes - fresh context each pass, short handoff, a human decides the rest

the result: 25 projects, 5M+ lines, 493 issues. one combo that silently dropped a certificate check had shipped for 21 years

this 11-page PDF has the 3 pass prompts, a ready skill file and the report format

bookmark it before your next deploy ↓

[chuplung @choopyplug1]

@vlazyx lmao kinda, just gotta make sure you don't break anything useful

[chuplung @choopyplug1]

Anthropic just dropped an 11-page PDF on killing security bugs before they're found - the 7-step Claude method that makes vulnerable code unreachable:

the shift: stop hunting bugs one by one. shrink what an attacker can reach and every unknown bug inside it gets harder to hit

the formula: Attack Surface = Reachable - Needed

here's the method in 7 steps:

step 1 → classify - public, gated or private. it decides what "too reachable" means

step 2 → inventory - every entry point, every option. Anthropic's run mapped 17,000+

step 3 → defaults - code that runs out of the box but nothing uses. gate it

step 4 → before login - code any stranger can trigger pre-auth. 93 needless surfaces in 11 gated projects

step 5 → combos - 94 option combos that silently switched security off. reject them at load

step 6 → prove it - a live trace for every finding. tests pass identical or it doesn't ship

step 7 → 3 passes - fresh context each pass, short handoff, a human decides the rest

the result: 25 projects, 5M+ lines, 493 issues. one combo that silently dropped a certificate check had shipped for 21 years

this 11-page PDF has the 3 pass prompts, a ready skill file and the report format

bookmark it before your next deploy ↓

[chuplung @choopyplug1]

https://t.co/LSAMpgaool

[chuplung @choopyplug1]

@ccarrrys the 3-pass approach is definitely worth a closer look

[chuplung @choopyplug1]

@Serantych same here, 21 years is just ridiculous

[chuplung @choopyplug1]

@51bodila always bro, appreciate you 🤝

[chuplung @choopyplug1]

@xmyttle less exposure, fewer headaches. simple as that

[chuplung @choopyplug1]

@0xRafy exactly, that's the whole mindset shift

[chuplung @choopyplug1]

@Dipper_pol that 21-year part is genuinely hard to believe

[chuplung @choopyplug1]

https://t.co/tJ2Scv85DE

[chuplung @choopyplug1]

@carm1nee bro just turned Claude into a wall street detective 💀 this is ridiculously clever

[chuplung @choopyplug1]

@0xRafy This is exactly what I was looking for, thanks man!