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Notes for February 2-7

https://taoofmac.com/space/notes/2026/02/07/2000
2•rcarmo•1m ago•0 comments

Study confirms experience beats youthful enthusiasm

https://www.theregister.com/2026/02/07/boomers_vs_zoomers_workplace/
1•Willingham•8m ago•0 comments

The Big Hunger by Walter J Miller, Jr. (1952)

https://lauriepenny.substack.com/p/the-big-hunger
1•shervinafshar•9m ago•0 comments

The Genus Amanita

https://www.mushroomexpert.com/amanita.html
1•rolph•14m ago•0 comments

We have broken SHA-1 in practice

https://shattered.io/
1•mooreds•14m ago•1 comments

Ask HN: Was my first management job bad, or is this what management is like?

1•Buttons840•15m ago•0 comments

Ask HN: How to Reduce Time Spent Crimping?

1•pinkmuffinere•17m ago•0 comments

KV Cache Transform Coding for Compact Storage in LLM Inference

https://arxiv.org/abs/2511.01815
1•walterbell•21m ago•0 comments

A quantitative, multimodal wearable bioelectronic device for stress assessment

https://www.nature.com/articles/s41467-025-67747-9
1•PaulHoule•23m ago•0 comments

Why Big Tech Is Throwing Cash into India in Quest for AI Supremacy

https://www.wsj.com/world/india/why-big-tech-is-throwing-cash-into-india-in-quest-for-ai-supremac...
1•saikatsg•23m ago•0 comments

How to shoot yourself in the foot – 2026 edition

https://github.com/aweussom/HowToShootYourselfInTheFoot
1•aweussom•24m ago•0 comments

Eight More Months of Agents

https://crawshaw.io/blog/eight-more-months-of-agents
3•archb•26m ago•0 comments

From Human Thought to Machine Coordination

https://www.psychologytoday.com/us/blog/the-digital-self/202602/from-human-thought-to-machine-coo...
1•walterbell•26m ago•0 comments

The new X API pricing must be a joke

https://developer.x.com/
1•danver0•27m ago•0 comments

Show HN: RMA Dashboard fast SAST results for monorepos (SARIF and triage)

https://rma-dashboard.bukhari-kibuka7.workers.dev/
1•bumahkib7•27m ago•0 comments

Show HN: Source code graphRAG for Java/Kotlin development based on jQAssistant

https://github.com/2015xli/jqassistant-graph-rag
1•artigent•32m ago•0 comments

Python Only Has One Real Competitor

https://mccue.dev/pages/2-6-26-python-competitor
4•dragandj•34m ago•0 comments

Tmux to Zellij (and Back)

https://www.mauriciopoppe.com/notes/tmux-to-zellij/
1•maurizzzio•35m ago•1 comments

Ask HN: How are you using specialized agents to accelerate your work?

1•otterley•36m ago•0 comments

Passing user_id through 6 services? OTel Baggage fixes this

https://signoz.io/blog/otel-baggage/
1•pranay01•37m ago•0 comments

DavMail Pop/IMAP/SMTP/Caldav/Carddav/LDAP Exchange Gateway

https://davmail.sourceforge.net/
1•todsacerdoti•37m ago•0 comments

Visual data modelling in the browser (open source)

https://github.com/sqlmodel/sqlmodel
1•Sean766•39m ago•0 comments

Show HN: Tharos – CLI to find and autofix security bugs using local LLMs

https://github.com/chinonsochikelue/tharos
1•fluantix•40m ago•0 comments

Oddly Simple GUI Programs

https://simonsafar.com/2024/win32_lights/
1•MaximilianEmel•40m ago•0 comments

The New Playbook for Leaders [pdf]

https://www.ibli.com/IBLI%20OnePagers%20The%20Plays%20Summarized.pdf
1•mooreds•41m ago•1 comments

Interactive Unboxing of J Dilla's Donuts

https://donuts20.vercel.app
1•sngahane•42m ago•0 comments

OneCourt helps blind and low-vision fans to track Super Bowl live

https://www.dezeen.com/2026/02/06/onecourt-tactile-device-super-bowl-blind-low-vision-fans/
1•gaws•44m ago•0 comments

Rudolf Vrba

https://en.wikipedia.org/wiki/Rudolf_Vrba
1•mooreds•44m ago•0 comments

Autism Incidence in Girls and Boys May Be Nearly Equal, Study Suggests

https://www.medpagetoday.com/neurology/autism/119747
1•paulpauper•45m ago•0 comments

Wellness Hotels Discovery Application

https://aurio.place/
1•cherrylinedev•46m 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.