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Compiling Prolog to Forth [pdf]

https://vfxforth.com/flag/jfar/vol4/no4/article4.pdf
1•todsacerdoti•1m ago•0 comments

Show HN: Cymatica – an experimental, meditative audiovisual app

https://apps.apple.com/us/app/cymatica-sounds-visualizer/id6748863721
1•_august•2m ago•0 comments

GitBlack: Tracing America's Foundation

https://gitblack.vercel.app/
1•martialg•2m ago•0 comments

Horizon-LM: A RAM-Centric Architecture for LLM Training

https://arxiv.org/abs/2602.04816
1•chrsw•3m ago•0 comments

We just ordered shawarma and fries from Cursor [video]

https://www.youtube.com/shorts/WALQOiugbWc
1•jeffreyjin•3m ago•1 comments

Correctio

https://rhetoric.byu.edu/Figures/C/correctio.htm
1•grantpitt•4m ago•0 comments

Trying to make an Automated Ecologist: A first pass through the Biotime dataset

https://chillphysicsenjoyer.substack.com/p/trying-to-make-an-automated-ecologist
1•crescit_eundo•8m ago•0 comments

Watch Ukraine's Minigun-Firing, Drone-Hunting Turboprop in Action

https://www.twz.com/air/watch-ukraines-minigun-firing-drone-hunting-turboprop-in-action
1•breve•9m ago•0 comments

Free Trial: AI Interviewer

https://ai-interviewer.nuvoice.ai/
1•sijain2•9m ago•0 comments

FDA Intends to Take Action Against Non-FDA-Approved GLP-1 Drugs

https://www.fda.gov/news-events/press-announcements/fda-intends-take-action-against-non-fda-appro...
5•randycupertino•10m ago•1 comments

Supernote e-ink devices for writing like paper

https://supernote.eu/choose-your-product/
2•janandonly•12m ago•0 comments

We are QA Engineers now

https://serce.me/posts/2026-02-05-we-are-qa-engineers-now
1•SerCe•13m ago•0 comments

Show HN: Measuring how AI agent teams improve issue resolution on SWE-Verified

https://arxiv.org/abs/2602.01465
2•NBenkovich•13m ago•0 comments

Adversarial Reasoning: Multiagent World Models for Closing the Simulation Gap

https://www.latent.space/p/adversarial-reasoning
1•swyx•13m ago•0 comments

Show HN: Poddley.com – Follow people, not podcasts

https://poddley.com/guests/ana-kasparian/episodes
1•onesandofgrain•21m ago•0 comments

Layoffs Surge 118% in January – The Highest Since 2009

https://www.cnbc.com/2026/02/05/layoff-and-hiring-announcements-hit-their-worst-january-levels-si...
7•karakoram•21m ago•0 comments

Papyrus 114: Homer's Iliad

https://p114.homemade.systems/
1•mwenge•22m ago•1 comments

DicePit – Real-time multiplayer Knucklebones in the browser

https://dicepit.pages.dev/
1•r1z4•22m ago•1 comments

Turn-Based Structural Triggers: Prompt-Free Backdoors in Multi-Turn LLMs

https://arxiv.org/abs/2601.14340
2•PaulHoule•23m ago•0 comments

Show HN: AI Agent Tool That Keeps You in the Loop

https://github.com/dshearer/misatay
2•dshearer•24m ago•0 comments

Why Every R Package Wrapping External Tools Needs a Sitrep() Function

https://drmowinckels.io/blog/2026/sitrep-functions/
1•todsacerdoti•25m ago•0 comments

Achieving Ultra-Fast AI Chat Widgets

https://www.cjroth.com/blog/2026-02-06-chat-widgets
1•thoughtfulchris•27m ago•0 comments

Show HN: Runtime Fence – Kill switch for AI agents

https://github.com/RunTimeAdmin/ai-agent-killswitch
1•ccie14019•29m ago•1 comments

Researchers surprised by the brain benefits of cannabis usage in adults over 40

https://nypost.com/2026/02/07/health/cannabis-may-benefit-aging-brains-study-finds/
1•SirLJ•31m ago•0 comments

Peter Thiel warns the Antichrist, apocalypse linked to the 'end of modernity'

https://fortune.com/2026/02/04/peter-thiel-antichrist-greta-thunberg-end-of-modernity-billionaires/
3•randycupertino•32m ago•2 comments

USS Preble Used Helios Laser to Zap Four Drones in Expanding Testing

https://www.twz.com/sea/uss-preble-used-helios-laser-to-zap-four-drones-in-expanding-testing
3•breve•37m ago•0 comments

Show HN: Animated beach scene, made with CSS

https://ahmed-machine.github.io/beach-scene/
1•ahmedoo•38m ago•0 comments

An update on unredacting select Epstein files – DBC12.pdf liberated

https://neosmart.net/blog/efta00400459-has-been-cracked-dbc12-pdf-liberated/
3•ks2048•38m ago•0 comments

Was going to share my work

1•hiddenarchitect•41m ago•0 comments

Pitchfork: A devilishly good process manager for developers

https://pitchfork.jdx.dev/
1•ahamez•41m ago•0 comments
Open in hackernews

MetaSpec – Meta-framework for generating spec-driven toolkits for any domain

https://mataspec.figma.site/
3•acnai•2mo ago

Comments

acnai•2mo ago
Hi HN!

I'm the creator of MetaSpec. Here's what it does and why I built it:

## The Problem

After building spec-kit and OpenSpec (spec-driven development tools), I realized a pattern: *AI agents need domain-specific specifications to generate good results*.

For example, to help AI build MCP projects effectively, you need MCP domain specs—not just generic development specs. Every domain has repetitive toolkit infrastructure that could be automated.

## The Solution

MetaSpec is a *meta-framework* that generates complete, production-ready spec-driven toolkits for ANY domain:

- *SDS (Spec-Driven Specification)*: Define what your specifications look like - *SDD (Spec-Driven Development)*: Build the actual toolkit implementation - *19 built-in commands*: AI-assisted workflow from constitution to optimization

## Key Technical Innovation

*Precision-Guided Navigation* for AI agents:

Traditional: AI reads entire 800-line template file MetaSpec: AI jumps to specific 25-line section (97% token savings)

This makes AI-assisted development significantly faster and cheaper.

## Real-World Example

We used MetaSpec to build `marketing-spec-kit`—a Spec-Driven Marketing (SDM) toolkit. It went from idea to production in days, with 10 SDM commands covering the complete campaign lifecycle.

## Not Just Development

Unlike traditional dev tools, MetaSpec works for: - Design systems - Testing frameworks - Documentation generators - Operations automation - Marketing campaigns - API tooling - Data pipelines - Any domain with structured specifications

## Why Open Source

The spec-driven philosophy should be universal. By open-sourcing MetaSpec, I hope to enable a community of domain-specific toolkits that compose and reuse specifications across contexts.

## Try It

```bash uv pip install git+https://github.com/ACNet-AI/MetaSpec.git metaspec init my-speckit ```

What's generated: CLI tool, parser, validator, templates, AGENTS.md, and 19 built-in MetaSpec commands for AI-assisted development.

## Current Status

- v0.9.5 (Alpha) - 151 tests, 90.99% coverage - MIT licensed - Python 3.11+

*Questions and feedback welcome!* I'm here to answer anything about spec-driven workflows, AI-assisted development, or the technical implementation.

GitHub: https://github.com/ACNet-AI/MetaSpec Docs: https://github.com/ACNet-AI/MetaSpec/blob/main/AGENTS.md

Thanks for checking it out!