GPT-5
Show HN: IP ranges for 22 cloud providers in 12 formats, updated daily
I built an open-source dataset that aggregates IP ranges from 22 cloud providers and outputs them in 21 formats per provider updated daily via GitHub ActionsProviders: AWS, Azure, GCP, Cloudflare, DigitalOcean, Oracle, Fastly, GitHub, Vultr, Linode, Telegram, Zoom, Atlassian, plus bot crawlers (Googlebot, GPTBot, BingBot, AppleBot, AmazonBot, etc.)Formats: JSON, CSV, SQL, plain text (combined/v4/v6), merged CIDRs, and drop-in configs for nginx, Apache, iptables, nftables, HAProxy, Cad
Zero State Architecture deep dive
AbëONE's Zero State Architecture: How We Eliminated Drift and Recursive LoopsMost LLMs accumulate context drift over long conversations. AbëONE doesn't. Here's how:*THE PROBLEM WITH STATEFUL AI:*Traditional conversational AI maintains state across turns. This creates:
1. Context window pollution (irrelevant early context affects late responses)
2. Coherence drift (model "forgets" constraints it accepted earlier)
3. Recursive loops (model enters infinite reasoning spirals
Show HN: Spelling Riddle – Think Spellbee with crossword clue and visual hint
I wanted a daily spelling game that tested semantic knowledge rather than vocab, and a riddle game with both text and visual hints. So I combined them.Each day you get 9 letters and up to 15 hidden words to find. Every word has two orthogonal clues: a text hint and a image hint. The hints are crossword puzzle style — you need to figure out what the clues are pointing at, then spell it.The site is fully static.## How the clues get madeThe pipeline has three stages:1. Dictionary curation — Start f
Tell HN: GPT-5.3-codex is now available in the API
Enjoy.
Show HN: Tako AI – Agent for Okta With Natural language (zero hallucination)
Hi HN,Every week I watched Okta admins burn hours answering ad-hoc questions from security teams: "Who has access to Salesforce?", "Find all contractors with GitHub access who haven't used MFA in 30 days." The answers always involved the same painful loop: dig through a slow web console, chain API calls, correlate CSVs, write throwaway Python scripts. Repeat next week.I spent 12 months building Tako AI to fix this. You ask a question in plain English, it returns verified
Show HN: AI Shortcuts – Hotkeys for ChatGPT on macOS
I caught myself copy-pasting into ChatGPT like 50 times a day. Too lazy for that, so I built a shortcut.Select text anywhere on Mac, press a hotkey — text gets rewritten / translated / summarized / whatever, right where you are. No tabs, no copy-paste dance.Native Swift app, hooks into macOS accessibility APIs. Bring your own API key and calls go straight to OpenAI / Anthropic. Or just use the free tier — 20 requests/day, no signup.https://aihotkeys.techCurious
Show HN: I lost $200 from an agent loop, so I built per-tool AI budget controls
I left an agent running before bed. It got stuck in a loop. By morning it had burned through $200 in LLM calls.That was the breaking point, but the real problem had been building for a while. I use tools like OpenClaw and Cursor daily, each hitting various AI providers. But I had no idea what each tool was actually costing me. One shared key across everything, no per-tool visibility, no way to cap spend.So I built AI Spend into Lava. The idea is simple. Create isolated API keys, each with their
Show HN: TinyFish Web Agent (82% on hard tasks vs. Operator's 43%)
Enterprises need ~90% accuracy to deploy web agents. Until now, no agent has come close on real-world tasks. TinyFish is the first production-ready web agent. Here's the evidence.Results of hard task scores on Online-Mind2Web (300 tasks, 136 live websites, human-correlated judge):- TinyFish: 81.9%
- OpenAI Operator: 43.2%
- Claude Computer Use: 32.4%
- Browser Use: 8.1%Why not WebVoyager like everyone else?Because it's broken. Easy tasks, Google Search shortcuts, and a judge that agree
Ask HN: What's the current state of ChatGPT Apps?
It’s been quite some time since OpenAI announced the ChatGPT Apps SDK in late October last year.Looking at the ChatGPT Apps directory, there seem to be many apps available, but are people actually using them actively in practice?I’ve been trying to find information or metrics about real usage, but it’s been surprisingly hard. As a rough proxy, I checked the app versions, and noticed that most of them are still at version 1.0.0, which makes me wonder how actively they are being maintained or used
Show HN: Been using this for my setup. Now opening it. AI hedge fund
Lets collaborate
AI News: Feb 2 - 8, 2026
In this episode, we explore:
• The "AI Bowl": The simultaneous launch of Anthropic’s Claude Opus 4.6 and OpenAI’s GPT-5.3-Codex, bringing 1-million-token contexts and self-correcting code.
• Autonomous Agents: The rise of Moltbook (an AI-only social network) and "RentAHuman" platforms where bots hire people.
• Market Disruption: How new agent capabilities triggered a $1 trillion "SaaSpocalypse" in enterprise software stocks while hyperscalers committed $650 billion to new infrastructure.
• Secu
AI News: Sunday, February 8th, 2026
In this episode, we explore:
• The "AI Bowl": The simultaneous launch of Anthropic’s Claude Opus 4.6 and OpenAI’s GPT-5.3-Codex, bringing 1-million-token contexts and self-correcting code.
• Autonomous Agents: The rise of Moltbook (an AI-only social network) and "RentAHuman" platforms where bots hire people.
• Market Disruption: How new agent capabilities triggered a $1 trillion "SaaSpocalypse" in enterprise software stocks while hyperscalers committed $650 billion to new infrastructure.
• Secu
NEW ChatGPT Code 5.3 Update
Explore the technical architecture of OpenAI’s GPT-5.3 Codex, the first model meaningfully
instrumental in its own training and deployment. This release introduces Interactive Steering,
allowing developers to course-correct the AI mid-task without losing context—making it feel more like
a pair programmer than a black-box tool.
OpenAI Codex App beats Claude!?
Step inside the new OpenAI Codeex app, a desktop command center that is changing the way we
think about AI agents. This walkthrough explores the power of running parallel agent threads, each
with its own terminal and workspace. We highlight the "Skills" feature for reusable bundles of
instructions and the background "Automations" that triage issues and summarize failures without
manual intervention.
Claude Opus 4.6 Vs GPT-5.3 Codex: Who Wins?
This technical overview explores how OpenAI’s GPT 5.3 Codex and Anthropic’s Claude Opus 4.6 are
redefining the role of the developer. Gone are the days of simple autocomplete; these models function
as senior-level agents capable of debugging, testing, and autonomous execution.
GPT-5.3 Spotted in OpenAI Codebase, Details Remain Unknown
GPT-5.3 inside OpenAI’s public GitHub repository, suggesting that the general-purpose version of the model is already in development. The First sighting of GPT 5.3 has been spotted!
ChatGPT 5.3 Codex Moves Ahead on Code, While Claude’s 4.6 AI Banks on Reliability
On a 2.0 terminal benchmark, OpenAI’s model scores about 10% higher, guiding users toward stronger results on long, complex coding tasks.
OpenAI's GPT-5.3-Codex Faces California AI Safety Law Scrutiny As Watchdog Alleges High-Risk Violations
Last week, The Midas Project claimed OpenAI failed to implement legally required safeguards for models classified as high ...
Show HN: Claude SaaS Starter – Next.js Boilerplate for Claude Streaming
Product: https://bydaewon.gumroad.com/l/claude-saas-starterI built this because every SaaS boilerplate I found was OpenAI-first. Claude's SSE streaming differs from OpenAI's — the Anthropic SDK's messages.stream() returns a different event structure, and you need a custom ReadableStream transform to pipe it as Server-Sent Events on Edge Runtime.The stack:- Next.js 16 (App Router, TypeScript)
- Supabase for auth and PostgreSQL (with RLS)
- Anthropic SDK for Clau
Show HN: Give Your AI the Ability to Find, Install, and Use Skill Autonomously
URL: https://github.com/twwch/next-chat-skills---Text (paste into the "text" field):Hi HN,I built an open-source AI assistant that can autonomously discover, install, and execute Skills to actually complete tasks for you.The Problem:Most AI chatbots today are stuck in "read-only" mode. They can tell you how to do something, but they can't do it. Want to convert a PPTX to PDF? The AI will explain how, but you still have to run the commands yourself.The