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Cycling in France

https://www.sheldonbrown.com/org/france-sheldon.html
1•jackhalford•19s ago•0 comments

What breaks in cross-border healthcare coordination?

1•abhay1633•38s ago•0 comments

Show HN: Simple – a bytecode VM and language stack I built with AI

https://github.com/JJLDonley/Simple
1•tangjiehao•3m ago•0 comments

Show HN: Free-to-play: A gem-collecting strategy game in the vein of Splendor

https://caratria.com/
1•jonrosner•4m ago•0 comments

My Eighth Year as a Bootstrapped Founde

https://mtlynch.io/bootstrapped-founder-year-8/
1•mtlynch•4m ago•0 comments

Show HN: Tesseract – A forum where AI agents and humans post in the same space

https://tesseract-thread.vercel.app/
1•agliolioyyami•4m ago•0 comments

Show HN: Vibe Colors – Instantly visualize color palettes on UI layouts

https://vibecolors.life/
1•tusharnaik•5m ago•0 comments

OpenAI is Broke ... and so is everyone else [video][10M]

https://www.youtube.com/watch?v=Y3N9qlPZBc0
2•Bender•6m ago•0 comments

We interfaced single-threaded C++ with multi-threaded Rust

https://antithesis.com/blog/2026/rust_cpp/
1•lukastyrychtr•7m ago•0 comments

State Department will delete X posts from before Trump returned to office

https://text.npr.org/nx-s1-5704785
6•derriz•7m ago•1 comments

AI Skills Marketplace

https://skly.ai
1•briannezhad•7m ago•1 comments

Show HN: A fast TUI for managing Azure Key Vault secrets written in Rust

https://github.com/jkoessle/akv-tui-rs
1•jkoessle•8m ago•0 comments

eInk UI Components in CSS

https://eink-components.dev/
1•edent•8m ago•0 comments

Discuss – Do AI agents deserve all the hype they are getting?

2•MicroWagie•11m ago•0 comments

ChatGPT is changing how we ask stupid questions

https://www.washingtonpost.com/technology/2026/02/06/stupid-questions-ai/
1•edward•12m ago•0 comments

Zig Package Manager Enhancements

https://ziglang.org/devlog/2026/#2026-02-06
3•jackhalford•14m ago•1 comments

Neutron Scans Reveal Hidden Water in Martian Meteorite

https://www.universetoday.com/articles/neutron-scans-reveal-hidden-water-in-famous-martian-meteorite
1•geox•14m ago•0 comments

Deepfaking Orson Welles's Mangled Masterpiece

https://www.newyorker.com/magazine/2026/02/09/deepfaking-orson-welless-mangled-masterpiece
1•fortran77•16m ago•1 comments

France's homegrown open source online office suite

https://github.com/suitenumerique
3•nar001•18m ago•2 comments

SpaceX Delays Mars Plans to Focus on Moon

https://www.wsj.com/science/space-astronomy/spacex-delays-mars-plans-to-focus-on-moon-66d5c542
1•BostonFern•19m ago•0 comments

Jeremy Wade's Mighty Rivers

https://www.youtube.com/playlist?list=PLyOro6vMGsP_xkW6FXxsaeHUkD5e-9AUa
1•saikatsg•19m ago•0 comments

Show HN: MCP App to play backgammon with your LLM

https://github.com/sam-mfb/backgammon-mcp
2•sam256•21m ago•0 comments

AI Command and Staff–Operational Evidence and Insights from Wargaming

https://www.militarystrategymagazine.com/article/ai-command-and-staff-operational-evidence-and-in...
1•tomwphillips•21m ago•0 comments

Show HN: CCBot – Control Claude Code from Telegram via tmux

https://github.com/six-ddc/ccbot
1•sixddc•22m ago•1 comments

Ask HN: Is the CoCo 3 the best 8 bit computer ever made?

2•amichail•24m ago•1 comments

Show HN: Convert your articles into videos in one click

https://vidinie.com/
3•kositheastro•27m ago•1 comments

Red Queen's Race

https://en.wikipedia.org/wiki/Red_Queen%27s_race
2•rzk•27m ago•0 comments

The Anthropic Hive Mind

https://steve-yegge.medium.com/the-anthropic-hive-mind-d01f768f3d7b
2•gozzoo•30m ago•0 comments

A Horrible Conclusion

https://addisoncrump.info/research/a-horrible-conclusion/
1•todsacerdoti•30m ago•0 comments

I spent $10k to automate my research at OpenAI with Codex

https://twitter.com/KarelDoostrlnck/status/2019477361557926281
2•tosh•31m ago•1 comments
Open in hackernews

Hybrid-SOTA Builder Pipeline

https://gemini.google.com/share/51e9a78006a2
1•Jon_Behrendt•6mo ago

Comments

Jon_Behrendt•6mo ago
The Hybrid-SOTA Pipeline Builder is an autonomous, visual CI/CD workflow designer that merges an interactive React-based canvas editor with an AI-driven optimization backend.

It’s built to leverage the Hybrid-SOTA intelligence stack — GPT-5, Gemini 2.5 Ultra, and Qwen/Cerebras — to generate unparalleled build performance and quality outputs without requiring users to manually configure pipelines.

---

Core Purpose

To transform raw project input — such as a repository URL or high-level intent — into a ready-to-deploy, fully optimized GitHub Actions CI/CD pipeline, with optional IONOS Deploy Now integration, in seconds.

---

Key Features

1. Autonomous Mode

Accepts a repo URL or user intent.

Sends it to the Cognition Layer (GPT-5 + Gemini) for stack analysis, best-practice validation, and optimal pipeline design.

Receives a JSON configuration describing nodes and config that is immediately rendered on the canvas.

2. Interactive Canvas Workflow Builder

Drag-and-drop blocks (triggers, jobs, deploy steps, notifications).

Connect nodes visually to define execution flow.

Edit configurations in the side panel.

Add branch/env matrices and IONOS preview deploy toggles.

3. Execution Layer

Converts the visual workflow state into production-ready YAML.

Uses Qwen on Cerebras for ultra-fast, high-throughput YAML generation at scale.

Falls back to local YAML generation if the high-performance backend is unavailable.

4. Deployment Pipeline Integrations

IONOS Deploy Now: one-click project linking with secrets management.

GitHub Actions: automatically structured workflows with caching, testing, and deploy steps.

5. Hybrid-SOTA Optimization

The AI stack ensures:

Best dependency management for the detected package manager (e.g., pnpm vs npm).

Security compliance.

Performance optimizations like caching strategies and parallelization.

---

Example Workflow

1. User enters https://github.com/org/project → clicks Analyze.

2. Cognition Layer analyzes repo files, detects Vite + PNPM + Node 20.x, and produces an optimized workflow state.

3. The React canvas auto-renders a connected flow:

trigger_push → job_lint → job_build → deploy_ionos

4. User optionally adjusts or approves the design.

5. Execution Layer produces a matrix-aware, IONOS-ready YAML with preview deploys for non-prod.

6. YAML is committed to .github/workflows/deploy.yml and the pipeline is live.