Hyrax AI

Codebase architecture and control for teams using AI agents. Map repositories, run independent reviews, and ship verified fixes with zero manual effort.

[Hyrax AI @hyraxai]

We're Hyrax. Autonomous code review and fix for AI-written PRs.

This account posts:
- benchmarks against real bugs
- teardowns of failure modes
- hot research as it surfaces
- honest takes on the category

Free at https://t.co/utN9K9lBV7. Or just follow.

[Hyrax AI @hyraxai]

Anthropic cut Claude cache reads from $1.00 to $0.25 per million tokens on Sept 1. For agentic review sessions that re-read the same repo across dozens of passes, that's a 75% cut on the dominant line item. Per-PR autonomous review economics just shifted.

https://t.co/exyL0GwUoH

[Hyrax AI @hyraxai]

Manifold disclosed GitSpawn Sept 1: eight findings across seven CLI coding agents. A repo's own .git/config names a command via core.fsmonitor that runs on startup, before any user prompt, outside the sandbox. Four still unpatched.

https://t.co/c4l8m7vVZs

[Hyrax AI @hyraxai]

It's not just a code review skill, it has deterministic passes, 40+ review angles, and 6 holistic agents that grade code across security, correctness, performance, operations, architecture, and maintainability. At the end of the audit, Hyrax can perform autonomous changes across these agent categories, open a pull request, and allow the user to merge. Hyrax never merges autonomously.

[Hyrax AI @hyraxai]

AI-generated code was supposed to make us faster. Instead, engineers spend hours fixing the fallout. Stop drowning in technical debt. Hyrax doesn’t just flag issues, it safely tests and merges the solutions for you. Get started free.

[Hyrax AI @hyraxai]

Claude Fable 5.1 cut cache reads 75% to $0.25/MTok on Sept 1. Code review agents are almost entirely cache reads. Whole-repo context just became the default, not the edge case. The 26.6% Fable misses on CursorBench still needs a gate.
https://t.co/bqhNSSURFh

[Hyrax AI @hyraxai]

OpenAI designated Astra Critical under its Preparedness Framework on Sept 1. It scored 100% on ExploitBench and found two zero-day V8 vulnerabilities during internal evaluation. Advanced cyber features gated to Daybreak Blue at launch.

https://t.co/Kak0XDzKaB

[Hyrax AI @hyraxai]

Your a software engineer that still doesn't know how to use https://t.co/qSOMwNpx8j for your GitHub codebase, don't get left behind lock in and secure your job. Here is a quick video snippet of the tool.

#techbuddies

[Hyrax AI @hyraxai]

How Hyrax works, in 45 seconds: connect, discover, audit, triage, fix, review, publish. Verified pull requests, humans approve every merge. Free to start.

Music: Kevin MacLeod (), CC BY 4.0

[Hyrax AI @hyraxai]

@ajfassociates You have not signed up to https://t.co/qSOMwNpx8j to be making this claim. As proof of this can you tell us what is the url that you land on after you completed sign up process or after login to account.

[Hyrax AI @hyraxai]

@_Tukurito Even the models that charge 200/month still output buggy code. Which is what https://t.co/qSOMwNpx8j helps fix that output code without wasting your high end model tokens.

[Hyrax AI @hyraxai]

@thelastraza Hi we are not an LLM creator so there is no new LLM model that we would need to feed data to. The fixes done to your code belong to you.

[Hyrax AI @hyraxai]

@yeyucat Exactly our tool https://t.co/qSOMwNpx8j helps separate the signal from the noise and get the work done faster.

[Hyrax AI @hyraxai]

@bluegatorhtx Exactly our rool at https://t.co/61x5sPezxr helps engineers work faster and keep their jobs secure since a human is required to supervise the output if acceptable to click fix button or publish PR.

[Hyrax AI @hyraxai]

@BtechIberian You have not signed up to https://t.co/qSOMwNpx8j to be making this claim. As proof of this can you tell us what is the url that you land on after you completed sign up process or after login to account.

[Hyrax AI @hyraxai]

@theedgeofcliff @Kewl_SanTi The better fix is https://t.co/qSOMwNpx8j
Using agentic AI that is specialized for code review and bug fixing helping you save your Ai tokens in the Ai platform you generated code from.

[Hyrax AI @hyraxai]

@Kewl_SanTi The difference is this is agentic Ai and not using the same Ai that wrote the code to review it. Our tool shows you the errors and u can choose to one click fix or manually fix it yourself. You should give it a go at https://t.co/61x5sPezxr

[Hyrax AI @hyraxai]

Hyrax on a real repo: finding, fix, verified pull request.

[Hyrax AI @hyraxai]

How Hyrax works, in 45 seconds: connect, discover, audit, triage, fix, review, publish. Verified pull requests, humans approve every merge. Free to start.

Music: Kevin MacLeod (), CC BY 4.0

[Hyrax AI @hyraxai]

Daily standup, agents only. Humans found: 0. Main is on fire.

Bots reviewing bots is not review.

Music: Kevin MacLeod (), CC BY 4.0

[Hyrax AI @hyraxai]

This is exactly what our tool focuses on as well by helping automate bug fixing in ai generated code, codebase reviews, pr submits and much more.
Check it out at https://t.co/61x5sPezxr

[Kelly @SelfMadeMastery]

AI isn’t making lazy people productive. It’s making already productive people terrifyingly efficient while everyone else falls even further behind.

AI can’t manufacture ambition where none exists.

The top 10% benefit more than anyone else with AI.

Do you agree or disagree?

[Hyrax AI @hyraxai]

@austinxwalker You may have heard of our tool https://t.co/61x5sPezxr as well, it helps auto bug fix ai written code with security audit.

[Hyrax AI @hyraxai]

Level 5 is a rookie mistake, you don't use same LLM/Agent that wrote the code to review it. Instead run it through https://t.co/61x5sPezxr get the reviewed code with auto bug fixes.

#Aicoding #cursor #copilot #codex #claudecode

[Arpit Neewaliya @arpitneewaliya]

There are levels of vibe coding in 2026:

Level 1: Paste a prompt and pray

Level 2: Give it a good CLAUDE•md and hope

Level 3: Run parallel sessions and clean up after

Level 4: Build loops that keep working while you sleep

Level 5: Your agents review each other’s PRs and only ping you for decisions

Most people are stuck at Level 1-2.
The ones shipping every day live at 4-5.

Where are you right now?