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Show HN: MOL – A programming language where pipelines trace themselves

https://github.com/crux-ecosystem/mol-lang
2•MouneshK•1h ago
Hi HN,

I built MOL, a domain-specific language for AI pipelines. The main idea: the pipe operator |> automatically generates execution traces — showing timing, types, and data at each step. No logging, no print debugging.

Example:

    let index be doc |> chunk(512) |> embed("model-v1") |> store("kb")
This auto-prints a trace table with each step's execution time and output type. Elixir and F# have |> but neither auto-traces.

Other features: - 12 built-in domain types (Document, Chunk, Embedding, VectorStore, Thought, Memory, Node) - Guard assertions: `guard answer.confidence > 0.5 : "Too low"` - 90+ stdlib functions - Transpiles to Python and JavaScript - LALR parser using Lark

The interpreter is written in Python (~3,500 lines). 68 tests passing. On PyPI: `pip install mol-lang`.

Online playground (no install needed): http://135.235.138.217:8000

We're building this as part of IntraMind, a cognitive computing platform at CruxLabx. """

Newspapers aren't reaching subscribers on time

https://www.niemanlab.org/2026/02/terribly-frustrating-after-usps-changes-more-newspapers-arent-r...
1•sonicrocketman•1m ago•0 comments

AGI v1.0 Will Be Harness and Skills

https://languageops.com/blog/agi-v1-will-be-harness-plus-skills/
1•luxpir•2m ago•0 comments

Identifying Alternative Work Arrangements in the United States

https://journals.sagepub.com/doi/10.1177/00197939251411263
1•bikenaga•3m ago•0 comments

Thread Safety Analysis in Clang

https://clang.llvm.org/docs/ThreadSafetyAnalysis.html
1•michaelkrem•5m ago•0 comments

Jesus Nut

https://en.wikipedia.org/wiki/Jesus_nut
1•jacquesm•6m ago•0 comments

Live: Pam Bondi testifies at DOJ oversight hearing [video]

https://www.youtube.com/watch?v=sMahB2lD70Y
3•embedding-shape•7m ago•2 comments

The Perceptron

https://blog.engora.com/2026/02/the-perceptron.html
1•Vermin2000•10m ago•0 comments

Show HN: Open Benchmarks Grants– a $3M commitment to close the AI eval gap

https://benchmarks.snorkel.ai/closing-the-evaluation-gap-in-agentic-ai/
2•vincentschen•10m ago•0 comments

Self-Employment: Ownership Is Not Freedom

http://charleshughsmith.blogspot.com/2026/02/self-employment-series-2-ownership-is.html
2•dxs•10m ago•0 comments

My WordPress

https://my.wordpress.net
1•GavinAnderegg•10m ago•1 comments

Polymarket to Offer Attention Markets

https://www.forbes.com/sites/aliciapark/2026/02/10/polymarket-to-offer-attention-markets-in-partn...
1•m-hodges•11m ago•0 comments

Show HN: Project Promo – startup and project promotion platform

https://project.promo/
2•AlesBeg•11m ago•0 comments

Decapod: A local, daemonless control plane for AI agents

https://github.com/DecapodLabs/decapod
1•alexhr•12m ago•1 comments

How I built Fluxer, a Discord-like chat app

https://blog.fluxer.app/how-i-built-fluxer-a-discord-like-chat-app/
1•pr337h4m•14m ago•1 comments

Are ads the only way to scale AI to mainstream users?

https://nanonets.com/blog/openai-ads-vs-claude-real-fight-is-business-model/
1•nobsagents•14m ago•0 comments

The LLM Context Tax: Best Tips for Tax Avoidance

https://www.nicolasbustamante.com/p/the-llm-context-tax-best-tips-for
1•nbstme•16m ago•0 comments

Linux 7.0 Brings an EFI Framebuffer Quirk for Valve's Steam Deck

https://www.phoronix.com/news/Linux-7.0-EFI
3•Bender•16m ago•0 comments

Supercomputer simulations test turbulence theories at 35T grid points

https://phys.org/news/2026-02-supercomputer-simulations-turbulence-theories-trillion.html
2•mikhael•17m ago•0 comments

Add voice support for terminal coding assistants on Apple Silicon

https://github.com/shreyaskarnik/voice-mcp
1•shreyask•19m ago•1 comments

Geoff's Projects – ASCII Video Terminal

https://geoffg.net/terminal.html
2•rbanffy•19m ago•0 comments

Ask HN: Freelance Dev Available – Discord Bots, Web Scraping, GitHub Automation

1•deepakbot•20m ago•0 comments

Majutsu, Magit for Jujutsu

https://github.com/0WD0/majutsu
2•todsacerdoti•22m ago•0 comments

Evidence for the earliest hominin use of wooden handheld tools found in Greece

https://www.pnas.org/doi/10.1073/pnas.2515479123
1•bikenaga•23m ago•1 comments

Writing a Lisp JIT Interpreter with GraalVM Truffle

https://kyo.iroiro.party/en/posts/emacs-lisp-interpreter-with-graalvm-truffle/
1•PaulHoule•23m ago•0 comments

macOS Tahoe 26.3

https://www.macrumors.com/2026/02/11/apple-releases-macos-tahoe-26-3/
3•tosh•24m ago•0 comments

iOS 26.3

https://www.macrumors.com/2026/02/11/apple-releases-ios-26-3-and-ipados-26-3/
4•tosh•24m ago•0 comments

Chrome 146 Now in Beta with WebNN Origin Trial for Neural Networks in Browser

https://www.phoronix.com/news/Chrome-146-Beta
1•Bender•25m ago•0 comments

Preparing Your Website for LLMs

https://www.speakeasy.com/blog/prepare-your-website-for-llms
2•ndimares•25m ago•0 comments

The $6 Bug

https://campedersen.com/idle
1•ecto•26m ago•0 comments

Show HN: Open-source monitoring for AI agents (MCP-compatible)

1•yohanpoul•27m ago•0 comments