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Adobe recently announced the end-of-life for Adobe Animate, then walked it back after community backlash.

Regardless of what Adobe decides next, the message was clear: animators who depend on proprietary tools are one corporate decision away from losing their workflow.

2D animation deserves an open-source option that isn't a toy. We've been working with a professional animator to guide feature priorities and ensure we're building something that actually fits real production workflows - not just a tech demo.

Github Repo: https://github.com/17twenty/inamate

We're at the stage where community feedback shapes the direction. If you're an animator, motion designer, or just someone who's been frustrated by the state of 2D animation tools — we'd love to hear:

- What features would make you switch from your current tool?

- What's the biggest pain point in your animation workflow?

- Is real-time collaboration actually useful for animation, or is it a gimmick?

Try it out, break it, and tell us what you think.

Built with Go, TS & React, WebAssembly, PostgreSQL, WebSocket, ffmpeg (for video exports).

Comments URL: https://news.ycombinator.com/item?id=46953567

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Article URL: https://technobabble.bearblog.dev/fine-ill-try-ai/

Comments URL: https://news.ycombinator.com/item?id=46953557

Points: 2

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Article URL: https://github.com/AgriciDaniel/claude-seo

Comments URL: https://news.ycombinator.com/item?id=46953527

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Article URL: https://www.iankduncan.com/engineering/2026-02-09-what-functional-programmers-get-wrong-about-systems/

Comments URL: https://news.ycombinator.com/item?id=46953491

Points: 2

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Article URL: https://github.com/Waraq-Labs/review-for-agent

Comments URL: https://news.ycombinator.com/item?id=46953473

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We published the first public benchmark for insurance AI agents on HuggingFace.

What it contains: - 510 real insurance scenarios - 10 categories across 9 insurance lines - Train/val/test splits (357/76/77) - 4 routing decisions per scenario: AI handles, AI with verification, human handoff, hybrid collaboration - 3 evaluation metrics: intent accuracy, routing accuracy, action completeness

Why it matters: Insurance is precision work. A wrong routing decision costs money and trust. Most AI benchmarks miss this. They don't test what matters in production.

This data came from a real voice AI system. Years of customer calls. Actual insurance decisions. The scenarios are messy. They're real.

Open source: Apache 2.0 license. Ready to use.

Implementation: https://github.com/pavelsukhachev/hybrid-orchestrator Paper: TechRxiv (IEEE) - "The Hybrid Orchestrator: A Framework for Coordinating Human-AI Teams"

Comments URL: https://news.ycombinator.com/item?id=46953463

Points: 1

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I built AI systems for banking and insurance. They failed too often. So I created a framework for human-AI teams.

The Hybrid Orchestrator has four patterns: (1) session state that survives context window limits, (2) multi-channel communication routing, (3) activity monitoring with triggers, and (4) human escalation pathways.

These patterns come from a production voice AI system for insurance applications. The code is Python, 97 tests, Apache 2.0.

I also published a research paper on TechRxiv (IEEE) describing the architecture.

Feedback welcome. What patterns do you use for reliable AI agents?

Comments URL: https://news.ycombinator.com/item?id=46953458

Points: 1

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Article URL: https://trends.google.com/trends/explore?date=today%205-y&geo=US&q=learn%20python&hl=en

Comments URL: https://news.ycombinator.com/item?id=46953437

Points: 3

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Article URL: https://www.ssp.sh/brain/data-modeling-is-changing/

Comments URL: https://news.ycombinator.com/item?id=46953428

Points: 1

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Article URL: https://twitter.com/rauchg/status/2020616857561284848

Comments URL: https://news.ycombinator.com/item?id=46953420

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Article URL: https://meltingasphalt.com/ads-dont-work-that-way/

Comments URL: https://news.ycombinator.com/item?id=46953398

Points: 1

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Article URL: https://bryanfinster.substack.com/p/ai-is-a-high-pass-filter-for-software

Comments URL: https://news.ycombinator.com/item?id=46953227

Points: 1

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Article URL: https://vault.oshu.dev/

Comments URL: https://news.ycombinator.com/item?id=46953223

Points: 1

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Article URL: https://bigthink.com/starts-with-a-bang/where-are-blueshifted-galaxies/

Comments URL: https://news.ycombinator.com/item?id=46953212

Points: 1

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Article URL: https://github.com/astuto/astuto/issues/487

Comments URL: https://news.ycombinator.com/item?id=46953197

Points: 1

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Article URL: https://trumpaccounts.gov

Comments URL: https://news.ycombinator.com/item?id=46953181

Points: 1

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Article URL: https://www.nature.com/articles/s41591-025-04074-y

Comments URL: https://news.ycombinator.com/item?id=46953150

Points: 2

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Article URL: https://www.cbc.ca/news/canada/ottawa/after-6-decades-steve-s-music-to-close-most-locations-in-ontario-quebec-9.7080134

Comments URL: https://news.ycombinator.com/item?id=46953146

Points: 1

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Article URL: https://www.quantamagazine.org/is-particle-physics-dead-dying-or-just-hard-20260126/

Comments URL: https://news.ycombinator.com/item?id=46953136

Points: 3

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Article URL: https://www.insidehighered.com/news/faculty-issues/tenure/2026/02/05/tenure-eliminated-oklahoma-colleges

Comments URL: https://news.ycombinator.com/item?id=46953120

Points: 1

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