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GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•7m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•9m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
1•helloplanets•12m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•20m ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•21m ago•0 comments

Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.netlify.app/
1•zizoulegrande•23m ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•23m ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
1•basilikum•26m ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•26m ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•31m ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
3•throwaw12•33m ago•1 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•33m ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•33m ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•36m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•39m ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
2•andreabat•41m ago•1 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
2•mgh2•47m ago•0 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•49m ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•54m ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•56m ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
1•lifeisstillgood•56m ago•0 comments

Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•59m ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
1•keepamovin•1h ago•0 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
2•birdculture•1h ago•0 comments

System time, clocks, and their syncing in macOS

https://eclecticlight.co/2025/05/21/system-time-clocks-and-their-syncing-in-macos/
1•fanf2•1h ago•0 comments

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
2•ramenbytes•1h ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•1h ago•0 comments

Ed Zitron: The Hater's Guide to Microsoft

https://bsky.app/profile/edzitron.com/post/3me7ibeym2c2n
2•vintagedave•1h ago•1 comments

UK infants ill after drinking contaminated baby formula of Nestle and Danone

https://www.bbc.com/news/articles/c931rxnwn3lo
1•__natty__•1h ago•0 comments

Show HN: Android-based audio player for seniors – Homer Audio Player

https://homeraudioplayer.app
3•cinusek•1h ago•2 comments
Open in hackernews

Show HN: Inaya – AI agent for manufacturers managing commodity volatility

https://www.inaya.ai/
3•davide_db•2mo ago
Hi HN, We're Davide, Gianluca and Marco from INAYA. We’re building autonomous AI analysts that help manufacturing procurement plan and buy under commodity price volatility. We applied to YC W26 and are waiting for feedback. We previously led AI/Data programs at a Big Four with manufacturing clients; that vantage point made the procurement wedge obvious.

THE PROBLEM (AND WHY NOW)

Procurement is being asked to manage more risk with fewer people and tighter budgets. Price swings collide with slow approvals, expiring supplier quotes, and data scattered across tools. The result: missed hedging windows, re-sourcing under pressure, and margin leakage that finance sees only after month-end. Recent CPO surveys show risk management and resilience have moved to the top of the agenda; teams need earlier signals, clearer explanations, and faster decisions — volatility didn’t end; slack did. - Sunflower oil +39% (Q1 ’25) - Aluminum premiums +250% (Oct ’25) - Cocoa +85% (Apr ’25)

WHAT WE BUILT FIRST (BEFORE AGENTS)

To validate the need, we shipped four apps that teams use today:

1) Global OSINT Engine Configurable and fully parametric. Define query templates, select countries and languages, and capture local-language signals (policy, logistics, trade) across 80+ languages and 230+ countries. It often surfaces indicators before market feeds.

2) Predictive Core Uses market, macro, and sentiment features (500+ signals) to generate price forecasts up to 18 months. On commodities currently released in our platform, backtests show 90–95% accuracy, outperforming the tools our pilot manufacturers use today. (We can share evaluation details—splits, metrics, baselines—in the comments.)

3) Spot & Forward Prices Combines quoted and non-quoted spot prices with forward curves from major exchanges to give a full time view and a simple way to compare forecasts to market structure.

4) Multimodal What-If Runs instant simulations to quantify exposure and show how price shifts flow into unit costs and margins (useful for make/buy timing and hedging).

Together, these apps give procurement comparable views (signals ↔ forecasts ↔ forward curves ↔ P&L impact) so decisions aren’t made in the dark or too late.

WHAT WE'RE ADDING ON

We’re adding an agent that uses these apps together, so teams can work conversationally instead of hunting through dashboards.

Ask:

- “Why did copper rise this week?” - “What happens to our cost base if gas is +10%?” - “Simulate Chinese export limits on copper.”

The agent runs OSINT → Forecasts → Spot/Forward → What-If, cross-checks the results, and returns a sourced explanation in plain language (in the app or via Teams/Slack). The goal isn’t to replace judgment but to shorten the path to a defensible decision.

WHERE WE ARE

Early access with manufacturers in the EU and US. Next milestones: proactive alerts, deeper ERP/P2P integrations, and public notebooks for long-horizon forecast evaluation.

WHAT WE’D LIKE FEEDBACK ON

- Better ways to evaluate long-horizon forecast quality (beyond MAPE/hit-rate). - How to design explanations users can trust (data traces, competing hypotheses, ablations). - First integration points you’d want (ERP, P2P, Teams/Slack workflows). - Any additional valuable feedback is more than welcome.

LINK

Website: https://www.inaya.ai

Thanks for reading — happy to go deep on the technical details.