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1•jinxmeta•25s ago

Goto Considered Awesome [video]

https://www.youtube.com/watch?v=1UKVEUGEk6Y
1•linkdd•2m ago•0 comments

Show HN: I Built a Free AI LinkedIn Carousel Generator

https://carousel-ai.intellisell.ai/
1•troyethaniel•3m ago•0 comments

Implementing Auto Tiling with Just 5 Tiles

https://www.kyledunbar.dev/2026/02/05/Implementing-auto-tiling-with-just-5-tiles.html
1•todsacerdoti•4m ago•0 comments

Open Challange (Get all Universities involved

https://x.com/i/grok/share/3513b9001b8445e49e4795c93bcb1855
1•rwilliamspbgops•5m ago•0 comments

Apple Tried to Tamper Proof AirTag 2 Speakers – I Broke It [video]

https://www.youtube.com/watch?v=QLK6ixQpQsQ
2•gnabgib•7m ago•0 comments

Show HN: Vibe as a Code / VaaC – new approach to vibe coding

https://www.npmjs.com/package/@gace/vaac
1•bstrama•8m ago•0 comments

Show HN: More beautiful and usable Hacker News

https://twitter.com/shivamhwp/status/2020125417995436090
3•shivamhwp•9m ago•0 comments

Toledo Derailment Rescue [video]

https://www.youtube.com/watch?v=wPHh5yHxkfU
1•samsolomon•11m ago•0 comments

War Department Cuts Ties with Harvard University

https://www.war.gov/News/News-Stories/Article/Article/4399812/war-department-cuts-ties-with-harva...
5•geox•15m ago•0 comments

Show HN: LocalGPT – A local-first AI assistant in Rust with persistent memory

https://github.com/localgpt-app/localgpt
1•yi_wang•15m ago•0 comments

A Bid-Based NFT Advertising Grid

https://bidsabillion.com/
1•chainbuilder•19m ago•1 comments

AI readability score for your documentation

https://docsalot.dev/tools/docsagent-score
1•fazkan•27m ago•0 comments

NASA Study: Non-Biologic Processes Don't Explain Mars Organics

https://science.nasa.gov/blogs/science-news/2026/02/06/nasa-study-non-biologic-processes-dont-ful...
2•bediger4000•30m ago•2 comments

I inhaled traffic fumes to find out where air pollution goes in my body

https://www.bbc.com/news/articles/c74w48d8epgo
2•dabinat•30m ago•0 comments

X said it would give $1M to a user who had previously shared racist posts

https://www.nbcnews.com/tech/internet/x-pays-1-million-prize-creator-history-racist-posts-rcna257768
4•doener•33m ago•1 comments

155M US land parcel boundaries

https://www.kaggle.com/datasets/landrecordsus/us-parcel-layer
2•tjwebbnorfolk•37m ago•0 comments

Private Inference

https://confer.to/blog/2026/01/private-inference/
2•jbegley•40m ago•1 comments

Font Rendering from First Principles

https://mccloskeybr.com/articles/font_rendering.html
1•krapp•44m ago•0 comments

Show HN: Seedance 2.0 AI video generator for creators and ecommerce

https://seedance-2.net
1•dallen97•48m ago•0 comments

Wally: A fun, reliable voice assistant in the shape of a penguin

https://github.com/JLW-7/Wally
2•PaulHoule•49m ago•0 comments

Rewriting Pycparser with the Help of an LLM

https://eli.thegreenplace.net/2026/rewriting-pycparser-with-the-help-of-an-llm/
2•y1n0•51m ago•0 comments

Lobsters Vibecoding Challenge

https://gist.github.com/MostAwesomeDude/bb8cbfd005a33f5dd262d1f20a63a693
2•tolerance•51m ago•0 comments

E-Commerce vs. Social Commerce

https://moondala.one/
1•HamoodBahzar•51m ago•1 comments

Avoiding Modern C++ – Anton Mikhailov [video]

https://www.youtube.com/watch?v=ShSGHb65f3M
2•linkdd•53m ago•0 comments

Show HN: AegisMind–AI system with 12 brain regions modeled on human neuroscience

https://www.aegismind.app
2•aegismind_app•57m ago•1 comments

Zig – Package Management Workflow Enhancements

https://ziglang.org/devlog/2026/#2026-02-06
1•Retro_Dev•58m ago•0 comments

AI-powered text correction for macOS

https://taipo.app/
1•neuling•1h ago•1 comments

AppSecMaster – Learn Application Security with hands on challenges

https://www.appsecmaster.net/en
1•aqeisi•1h ago•1 comments

Fibonacci Number Certificates

https://www.johndcook.com/blog/2026/02/05/fibonacci-certificate/
2•y1n0•1h ago•0 comments
Open in hackernews

Show HN: OriGen – A Deterministic Workflow Compiler (Maps → IR → CI/K8s)

https://origen-hub.github.io/origen-core-public/
1•stanislavkim•2mo ago
OriGen is a deterministic workflow compiler.

It takes declarative Maps (YAML) and produces a backend-neutral Intermediate Representation (Route). Guides then translate the IR into native execution artifacts: Kubernetes Jobs, CI configs, or local container scripts.

The key properties:

• Deterministic planning (no execution during compilation)

• Digest-pinned toolchains (Navigators)

• Immutable resource bundles (Backpacks)

• Planning/execution separation

• Backend neutrality (K8s first, others follow)

• Zero-trust emerges as architecture (no hidden behavior)

• Automatic Digital Provenance (ADP) falls out of determinism

OriGen does *not* run workflows. It compiles them.

The goal is to provide a stable planning layer above CI/CD, orchestrators, and container engines: one Map → many backends.

Documentation (Primer, Architecture, Zero-Trust, ADP): https://origen-hub.github.io/origen-core-public/

This release is documentation-only (v0.0.1). IR and schema prototypes are next. Early architectural feedback is welcome.

Comments

stanislavkim•2mo ago
How is this different from Nix / Guix / Bazel? OriGen doesn’t run or build anything. Nix/Guix/Bazel focus on reproducible execution and environments. OriGen is a deterministic planning layer: it compiles workflow intent into a backend-neutral IR, and existing systems (K8s, CI, container engines) run the output. Different layer.

So this is a DSL / templating engine? Maps describe workflow intent, not file templates. There’s no imperative logic and no rendering of config shapes. OriGen produces a structured IR (Route) that encodes steps, dependencies, toolchains, and resource bundles.

Is this an orchestrator or CI replacement? No. OriGen never executes workflows. It only emits artifacts for other systems to run. There is no controller, runner, agent, or scheduler.

Why release documentation first instead of code? Because the important invariants (IR, schemas, determinism rules, planning/execution split) need to be correct before code hardens assumptions. This release is to expose the model early and get architectural feedback.

How does it differ from Argo / Tekton / Airflow? Those assume a DAG already exists and then execute it. OriGen’s job is to create a deterministic DAG + toolchain bindings from declarative input. Think compiler front-end vs. runtime.

Is this like a Makefile? Some similarities (steps, dependencies), but the deeper model is different: deterministic planning, digest-pinned toolchains, immutable resource bundles, backend-neutral IR, separated execution boundary.

Why invent new terms (Map, Navigator, Backpack, Route, Compass)? Because existing terminology is fragmented across CI, orchestration, data pipelines, scientific workflows, publishing, etc. The vocabulary creates clear mental boundaries and a domain-agnostic abstraction.

How does “zero-trust becomes cheap” work? Not magic—structural. When toolchains are digest-pinned, resource bundles immutable, planning deterministic, and execution isolated, most of the verification burden disappears. The system avoids the conditions that normally make zero-trust expensive.

What is Automatic Digital Provenance (ADP)? Provenance derived mechanically from immutable toolchain definitions + deterministic planning + Git commit history. No scanners or instrumentation needed.

Is the project too ambitious? The core is intentionally small: a deterministic planner + IR compiler. All complexity is pushed to Guides (backend adapters), which are simple translators. There’s no runtime or distributed state.

What does the IR look like? A backend-neutral execution graph: steps, dependencies, toolchain refs, resource bundle refs, parameters, and modes. It explicitly encodes intent but not runtime strategy, so it’s portable.

Long-term goal? A standard way to define workflows that’s deterministic, reviewable, platform-independent, and provenance-safe. Existing systems would consume the IR rather than encode workflow semantics themselves.

stanislavkim•2mo ago
I’ve been working on this pretty much non-stop for the past several weeks, and I’m taking a break for a bit. The earlier FAQ comment should cover most of the common questions, but I’ll check back in later.