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Dark Side of Bug Bounty Pogrammes

https://medium.com/@christoscoming/dark-side-of-bug-bounty-programs-stop-wasting-time-to-report-a...
1•kalkikriva•1m ago•0 comments

Spyware Allows Cyber Threat Actors to Target Users of Messaging Applications

https://www.cisa.gov/news-events/alerts/2025/11/24/spyware-allows-cyber-threat-actors-target-user...
1•HelloUsername•1m ago•0 comments

When Poetry Meets AI Safety: A Critical Look at "Universal" Jailbreaks

https://daridor.blog/2025/11/23/when-poetry-meets-ai-safety-a-critical-look-at-universal-jailbreaks/
1•beagle3•1m ago•0 comments

Arduino's new terms of service worries hobbyists ahead of Qualcomm acquisition

https://arstechnica.com/gadgets/2025/11/arduinos-new-terms-of-service-worries-hobbyists-ahead-of-...
1•donutshop•2m ago•0 comments

The Value of Turning Around

https://steplong.substack.com/p/the-backwardsness-of-ideas-part-1
2•p44v9n•4m ago•0 comments

Germany wakes up to US tech dominance

https://www.politico.eu/article/germany-france-us-tech-dominance/
1•aa_is_op•4m ago•0 comments

We built a AI system that scores RW SMBs in 24–48h (curious about feedback)

1•rivellium•4m ago•0 comments

What does it mean to be massively against AI?

https://pythonbynight.com/blog/massively-against-ai
1•todsacerdoti•5m ago•0 comments

Content Repurposing Tools (and What They Do)

https://aiforcontentmarketing.ai/the-best-content-repurposing-tools-and-what-they-actually-do/
1•pakostina•6m ago•0 comments

Starlink Direct to Cell Available in Ukraine

https://kyivstar.ua/starlink
1•defly•7m ago•0 comments

Cheetos and Doritos to offer "no orange dust" variations starting December 1

https://www.pepsico.com/newsroom/stories/2025/cheetos-and-doritos-are-getting-naked
1•bookofjoe•7m ago•0 comments

Building AI Agents for DevOps: From CI/CD Automation to Autonomous Deployments

https://muhammadraza.me/2025/building-ai-agents-devops-automation/
2•mr_o47•7m ago•0 comments

Age Verification, Estimation, Assurance, Oh My a Guide to the Terminology

https://www.techdirt.com/2025/11/24/age-verification-estimation-assurance-oh-my-a-guide-to-the-te...
2•speckx•7m ago•0 comments

Microsoft is speeding up the Teams desktop client for Windows

https://www.bleepingcomputer.com/news/microsoft/microsoft-to-boost-teams-performance-with-new-cal...
1•fleahunter•7m ago•0 comments

My New Yorker college roommate and I vibe-coded "Mamdani Run"

https://mamdanirun.cc/
3•gavrielamati•8m ago•1 comments

Authenticating AI Agents

https://fusionauth.io/blog/ai-agent-identity-overview
1•mooreds•8m ago•0 comments

Hotelling's Law

https://fffej.substack.com/p/hotellings-law
2•mooreds•9m ago•0 comments

Show HN: Deft-Intruder – Real-time malware detection daemon for Linux

https://github.com/539hex/deft-intruder
1•539hex•9m ago•0 comments

Lessons from two failed promotions and what changed after ZIRP

https://world.hey.com/joaoqalves/lessons-from-two-failed-promotions-and-what-changed-after-zirp-d...
1•joaoqalves•10m ago•0 comments

Show HN: Bindu – an auth, payment, and communication layer for AI agents

https://github.com/GetBindu/Bindu
1•raahul_rahl•11m ago•0 comments

Leveraging tech communities for your career

https://sia.codes/posts/career-and-community/
1•mooreds•11m ago•0 comments

Markdown Translator

https://github.com/fanzhidongyzby/markdown-translator
1•fanzhidongyzby•11m ago•0 comments

Launch HN: Onyx (YC W24) – The open-source chat UI

1•Weves•13m ago•0 comments

Apt Rust requirement raises questions

https://lwn.net/SubscriberLink/1046841/5bbf1fc049a18947/
2•todsacerdoti•15m ago•0 comments

Built an AI Agent from Scratch to Measure Token Costs. Here's What I Found

1•harsharanga•16m ago•0 comments

Pragmatism, not idealism, will determine the fate of Google's ad tech empire

https://digiday.com/media-buying/ad-tech-briefing-pragmatism-not-idealism-will-determine-the-fate...
1•doener•18m ago•0 comments

High-Performance Query Processing with NVMe Arrays

https://dl.acm.org/doi/10.1145/3698813
1•blakepelton•19m ago•1 comments

'A's will soon be most common university grade (New Zealand)

https://www.rnz.co.nz/news/national/579974/grade-inflation-think-tank-warns-a-s-will-soon-be-most...
2•robocat•27m ago•0 comments

Historic Engineering Wonders: Photos That Reveal How They Pulled It Off

https://rarehistoricalphotos.com/engineering-methods-from-the-past/
2•dxs•28m ago•0 comments

The Archaeologist and the Oil Drop – Ben Landau-Taylor

https://www.benlandautaylor.com/p/the-archaeologist-and-the-oil-drop
1•bilsbie•29m ago•0 comments
Open in hackernews

PUNKU.AI Generative automation that outputs editable node graphs

https://www.punku.ai
1•Dquiroga•1h ago

Comments

Dquiroga•1h ago
Hi HN,

I’m Daniel. I’ve spent the last few years building internal tools and automations for companies like FINN and Personio. I built PUNKU.AI to solve a frustration I had with the current state of automation.

Right now, you generally have two choices: Manual: Dragging and dropping nodes in tools like Make/Zapier (reliable, but tedious for complex logic). "Magic" AI Agents: Giving a prompt to an agent and hoping it works (fast, but impossible to debug or trust with sensitive data).

PUNKU.AI is an attempt to bridge the gap. It uses an LLM to "architect" the workflow, but it outputs a fully editable visual node graph (JSON-based) that you can verify before running.

How it works: 1. The "Interview": Instead of taking a zero-shot prompt, the system acts proactively. It parses your request and asks clarifying questions to resolve ambiguity (e.g., "If the API returns a 404, should I retry or alert you via Slack?").

    2. Graph Generation: It generates the logic, loops, and branching, visualizing it as a node graph. You can manually tweak connections if the LLM hallucinated a step, or ask it to regenerate specific parts.

    3. Integrations: We are connecting to ~3,000 API endpoints. The agent handles the authentication handshake and schema mapping.
The Tech: We are focusing heavily on the "translation layer" between natural language and structured automation flows. The goal is to have the speed of a chat interface but the determinism of a state machine.

I’d love for you to try breaking it. Ask it to build something complex (loops, conditional logic) and let me know if the generated graph makes sense.

Link: https://www.punku.ai

Thanks!