Cute video production. I already achieved this with ~97% token savings with kcode which is opensource and free. Use any model & have persistent smart synthesized working memory. github.com/icedmoca/kcode

I highly suggest kcode @yacineMTB It doesn’t have drift. github.com/icedmoca/kcode In 2 mins it one shot a very very simple game. github.com/icedmoca/surfsmok…

That’s fair I was just trying to over explain fast. Kcode is an AI coding runtime built for extremely long, tool heavy agent workflows without losing context or exploding token costs. It keeps exact memory externally, dynamically injects only what matters, and orchestrates multiple models/tools like a real cognitive system instead of a normal chat loop.

Why aren’t you just using kcode then? github.com/icedmoca/kcode

Average Claude user. Use kcode instead, github.com/icedmoca/kcode

Two cascade verifier runs on KCode v2.10.406. Same binary, same flags. 🛰️ NASA Mission Control: 13 candidates → 0 false alerts ⚠️ OWASP Benchmark v1.2: 15 candidates → 5 confirmed via ensemble The verifier knows the difference between clean code and real bugs. 🧵

After many hours of benchmarking and fighting with LLMs... KCode v2.10.406 is finally out with proper cascade ensemble. This is the one I've been waiting for. Great work team @AstrolexisAI 🔥 @hackerfantastic curious what you think about the Grok Opus combo.

Download v2.10.406 (Linux, macOS, Windows): → kulvex.ai/kcode Recommended command to try the ensemble: kcode audit . -m grok-4-fast-non-reasoning --fallback-model claude-opus-4-7

🚀 KCode v2.10.406 is now available. We just shipped and fully verified end-to-end cascade ensemble (Grok-4-fast → Opus-4.7). Real results on OWASP Benchmark SQLi (1,494 findings): → F1: 0.829 → Precision: 69.8% → Recall: 99.6% → Cost: ~$17 kulvex.ai/kcode/benchmarks

up up down down left right left right b a select start Kazuhisa Hashimoto #kcode Peace, Love, and Understanding

We ship KCode, a security audit tool. Today we audited it against itself and found a bug we'd flag in someone else's code: shell injection in our own PR generator. Fix shipped in v2.10.380. ↓

KCode created this with @grok well done @AstrolexisAI @elonmusk @xai

Yes KCode is a strong software. Use it, is open source we wanted to be like that for the world.

KCode audited OpenSSL — the library that secures the internet. 144 candidates scanned in 0.5s. 24 confirmed by local LLM (from 500 files). Findings include unchecked buffer access in MySQL handshake parsing and unbounded ASN.1 loops. Full report needs expert review before claiming specific vulnerability counts. Demo: asciinema.org/a/HxuNfWKVj1Vn…

KCode just audited FFmpeg — the tool that processes your videos. 217 confirmed vulnerabilities in 500 files. 62 unchecked buffer accesses. 20 memcpy with untrusted lengths. Scanned in 0.8s. Verified with local LLM in 13 min. Zero cloud tokens. Demo: asciinema.org/a/NehtS1JLzlgj…

KCode found 28 real bugs in NASA's code in 50 seconds — using a local LLM, zero cloud tokens. /scan → /fix → /pr Three commands. From audit to Pull Request. 🧵

Just launched @AstrolexisAI — sovereign AI that stays on your hardware. KCode: terminal coding agent → 100% local GPU (llama.cpp / Ollama / MLX) → 46 tools • 150 slash commands • multi-agent swarm (Pro) → mnemo:mark5 (curated abliterated Qwen variants) No cloud. Your code never leaves. Try it: github.com/AstrolexisAI/KCod… Stars & feedback welcome! 🚀 #LocalAI #SelfHosted #CodingAgent

Just for info: my 82 mum has received a Kcode tax notice. This now means her secondary small pension will be all taxed at the prevailing rate plus HMRC will add an extra £330 for tax calc purposes. Meaning she pays 20% tax plus 20% of £330 which is tax on her state pension. WOW!

Bucking Mustang 🐎 This 1965 Ford Mustang Fastback is a K-Code example featuring the 289 cu. in. V8 engine! #bringatrailer #ford #fordmustang #fastback #kcode #289 #v8 #enginesounds #revs

i can’t wait for kcode kyungsoo n charles… charles is like soo big in korea and she’s super funnyy😭😭😭😭