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Invitational Beta

Autonomouslow-level security.

World's first autonomous memory-level security researcher.

We research on how transformers system
overpowers human in hardcore security research.

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Roadmap

How far along are us

Jul 8, 2025

Pwno Pre-Release

Pwno pre-release to invitational beta members. Zero-shot a heap off-by-one vulnerability with complex heap fengshui & heap unlink attack (inarguable).

Jul 7, 2025

MLM Transformers Integration

Pwno integrated Tsinghua's MLM Transformers in pwno.io

Jun 24, 2025

Continuous Research Development

Pwno start Pwno Continuous Research development for ggml.ai (llama.cpp, whisper.cpp)

Jun 19, 2025

Inarguable CVE Discovery

Pwno found it's inarguable CVE, a heap-overflow in Llama.cpp Tokenizer (https://pwno.io/blog/prompt-to-heap-overflow)

Jun 11, 2025

Revenue Milestone

Pwno reached 135 users, with gross revenue of $324 within three days

Jun 10, 2025

First Invitational Beta

We started our first invitational beta of Pwno, Pwno gathered 80 users with researcher from Google, Alibaba, YC security company in our first day

May 2025

Second Stage MVP

We started the development of second stage MVP of pwno, pwno.io

May 2025

Black Hat USA 25 Acceptance

Tree-of-AST (component of Pwno) Accepted to Black Hat USA 25 (https://arc.net/l/quote/bogdufrk)

May 2025

Tsinghua Collaboration

We collaborated with ML research group at Tsinghua University, AscendGrac, on Machine-Language native LLM (MLM), with CLAP and jTrans

Apr 2025

AutoGDB Release

We released AutoGDB, a demo for doing one simple thing: Giving the tool of GDB (binary-level debugger) to zero-shot generalized LLMs: Transformers were able to successfully exploit CTF binary-exploitation challenges within one trial, through just purely playing with GDB, putting together exploits with shellcodes, ROP chains.

Sep 2024 - Mar 2025

Tree-of-AST Framework

Tree-of-AST dataflow analysis framework inspired by Tree-of-Thoughts: Tree-of-AST can find real-life zero-day vulnerabilities in I/O-heavy software. We recently submitted our call-for-paper for Blackhat.

Jan 2024

Tsinghua Partnership

Working with Tsinghua University on binary-exploitation automation.

Dec 2023 - Mar 2024

AutoGDB Development

AutoGDB: Double ReAct reasoning, for GDB.

Jan 2023 - Nov 2023

Chat-With-Binary

Chat-With-Binary: RetDec + RAG, LLM Reverse-Engineer.

Mar 2023

PwnBERT

PwnBERT: semantic-based BERT vulnerability classifier.

Latest Works

Insights and updates from our security research.

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Invitational Beta for the Ingenious low-level researchers.

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