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Shahed-107 UAV Components

https://war-sanctions.gur.gov.ua/en/page-shahed-107
1•IndrekR•2m ago•0 comments

Ask HN: How to Find Investors?

3•karanveer•7m ago•0 comments

Tiny tweak for Pi OS, big makeover for the Imager

https://www.theregister.com/2025/11/27/new_raspberry_pi_imager/
1•rbanffy•7m ago•0 comments

Can you share how your team handles FinOps and cloud cost optimization?

https://qualtricsxm6y7fnpxlk.qualtrics.com/jfe/form/SV_3t9duUd1bWwJrn0
1•avinashgaurav_•10m ago•1 comments

CIA Menu Collection

http://ciadigitalcollections.culinary.edu/digital/collection/p16940coll1/search
2•pseudolus•10m ago•0 comments

Ask HN: Would you use a fast/cheap "prior art" service instead of a patent?

1•shaheeniquebal•11m ago•0 comments

R.O.B. Robotic Operating Buddy

https://en.wikipedia.org/wiki/R.O.B.
1•debo_•11m ago•0 comments

There's still no free lunch in information retrieval

https://www.getbluemorpho.com/blog/there-s-still-no-free-lunch-in-information-retrieval
1•matthieu_bl•13m ago•0 comments

Super-recognizers sample visual information for facial recognition

https://royalsocietypublishing.org/doi/10.1098/rspb.2025.2005
1•mfld•16m ago•0 comments

Rust

https://en.wikipedia.org/wiki/Rust_(video_game)
1•tosh•18m ago•0 comments

Docker Superpowers You Forget to Use

https://oneuptime.com/blog/post/2025-11-27-ten-docker-superpowers-youre-probably-not-using/view
4•ndhandala•25m ago•0 comments

Show HN: Ioc-Arise

https://ioc-arise.notjustcoders.com/
1•stormsidali2001•25m ago•0 comments

Cross ratio to define a metric on the hyperbolic plane

https://www.johndcook.com/blog/2025/11/26/hyperbolic-metric/
1•ibobev•25m ago•0 comments

OBR calls in cyber expert over botched release of Budget analysis

https://www.bbc.co.uk/news/articles/cgmn991pz9jo
2•adrianhon•25m ago•1 comments

Hey there You are using WhatsApp: Enumerating Three Billion Accounts [pdf]

https://github.com/sbaresearch/whatsapp-census/blob/main/Hey_there_You_are_using_WhatsApp.pdf
1•miniBill•26m ago•0 comments

Brief thoughts on the recent Cloudflare outage

https://surfingcomplexity.blog/2025/11/26/brief-thoughts-on-the-recent-cloudflare-outage/
1•gpi•29m ago•0 comments

Implementing Drift Search with Neo4j and LlamaIndex

https://neo4j.com/blog/developer/drift-search-with-neo4j-and-llamaindex/
1•tsenturk•29m ago•0 comments

China launches an emergency lifeboat to bring three astronauts back to Earth

https://arstechnica.com/space/2025/11/china-launches-an-emergency-lifeboat-to-bring-three-astrona...
1•taubek•35m ago•0 comments

Ask HN: To Bring your project in front of 4000 people, how much should I charge?

1•karanveer•36m ago•0 comments

I Made Playing Cards to Teach English

https://landenlove.xyz/i-made-playing-cards-to-teach-english/
2•LandenLove•36m ago•4 comments

We are all mosaics: genetic diversity found between cells in a single person

https://www.nature.com/articles/d41586-025-03768-0
5•bookofjoe•37m ago•1 comments

Managing Side Effects: A JavaScript Effect System in 30 Lines or Less

https://lackofimagination.org/2025/11/managing-side-effects-a-javascript-effect-system-in-30-line...
1•birdculture•39m ago•0 comments

Books by Bitfield Consulting

https://bitfieldconsulting.com/books
2•chautumn•40m ago•0 comments

iPhone Air Flop Sparks Industry Retreat from Ultra-Thin Phones

https://www.macrumors.com/2025/11/27/iphone-air-flop-industry-drops-thin-phones/
3•mgh2•43m ago•0 comments

Robinhood CEO's math-focused AI startup Harmonic valued at $1.45B

https://www.reuters.com/business/robinhood-ceos-math-focused-ai-startup-harmonic-valued-145-billi...
1•ig1•43m ago•0 comments

The Untold Story of Charlie Munger's Final Years

https://www.wsj.com/finance/investing/charlie-munger-life-final-years-berkshire-7c20c18e
2•owenmakes•44m ago•1 comments

Effective harnesses for long-running agents

https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents
2•pretext•44m ago•0 comments

Learn to Program

https://janetdocs.org/tutorials/learn-to-program
1•smartmic•45m ago•0 comments

Show HN: Litterbox – Somewhat Isolated Development Environments

https://litterbox.work/
2•Gerharddc•47m ago•0 comments

Why (Senior) Engineers Struggle to Build AI Agents

https://www.philschmid.de/why-engineers-struggle-building-agents
2•danieloj•49m ago•0 comments
Open in hackernews

Show HN: SpecX – Workflow Automation for AI Agents

https://redoxsoft.com/
1•dhaundy•1h ago
Hi HN,

I'm excited to share SpecX, a task orchestration engine for teams using coding agents like Cursor and Claude.

## Motivation

While building projects with AI coding agents, I noticed a few patterns:

* As projects grew in size, writing effective prompts became progressively harder * Agents performed best when requirements were short and well-defined * Many everyday tasks — testing, deployment, documentation, reporting — were structured and repeatable, even across projects.

> The manual translation from goal to prompt felt redundant, lossy, and inefficient.

I decided to remove prompts from the equation entirely. Instead: * For automation, focus on the workflow and break it into steps. * For feature work, focus on requirements and break them into tasks.

## The Core Solution: Reliable Workflow Automation

At the center of SpecX is the Task Orchestration Engine.

You define Pipelines — reusable sequences of actions the agent must perform. Common use cases include:

* Automated compliance or audit checks * Reporting (code coverage, engineering velocity, documentation) * Refactor → test → verify loops

Built on top of the orchestration engine is the Requirement Tree, a structured, AI-assisted way to turn rough, unstructured ideas into well-defined tasks.

You write requirements the way you think; the engine builds them using one of the pipelines.

## Status

SpecX is in preview. I'd love feedback from the HN community — especially on the Pipeline model and the idea of separating goal definition from prompt generation.

* Login required (to protect your project context) * Requires a coding agent (Cursor or any MCP-enabled agent).

Try SpecX: https://redoxsoft.com Demo: https://www.youtube.com/watch?v=1JNYIhoHmbQ

Happy to answer questions about the architecture, design choices, or roadmap.