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Ask HN: How much of your token use is fixing the bugs Claude Code causes?

1•laurex•1m ago•0 comments

Show HN: Agents – Sync MCP Configs Across Claude, Cursor, Codex Automatically

https://github.com/amtiYo/agents
1•amtiyo•2m ago•0 comments

Hello

1•otrebladih•3m ago•0 comments

FSD helped save my father's life during a heart attack

https://twitter.com/JJackBrandt/status/2019852423980875794
1•blacktulip•6m ago•0 comments

Show HN: Writtte – Draft and publish articles without reformatting, anywhere

https://writtte.xyz
1•lasgawe•8m ago•0 comments

Portuguese icon (FROM A CAN) makes a simple meal (Canned Fish Files) [video]

https://www.youtube.com/watch?v=e9FUdOfp8ME
1•zeristor•10m ago•0 comments

Brookhaven Lab's RHIC Concludes 25-Year Run with Final Collisions

https://www.hpcwire.com/off-the-wire/brookhaven-labs-rhic-concludes-25-year-run-with-final-collis...
2•gnufx•12m ago•0 comments

Transcribe your aunts post cards with Gemini 3 Pro

https://leserli.ch/ocr/
1•nielstron•16m ago•0 comments

.72% Variance Lance

1•mav5431•17m ago•0 comments

ReKindle – web-based operating system designed specifically for E-ink devices

https://rekindle.ink
1•JSLegendDev•19m ago•0 comments

Encrypt It

https://encryptitalready.org/
1•u1hcw9nx•19m ago•1 comments

NextMatch – 5-minute video speed dating to reduce ghosting

https://nextmatchdating.netlify.app/
1•Halinani8•20m ago•1 comments

Personalizing esketamine treatment in TRD and TRBD

https://www.frontiersin.org/articles/10.3389/fpsyt.2025.1736114
1•PaulHoule•21m ago•0 comments

SpaceKit.xyz – a browser‑native VM for decentralized compute

https://spacekit.xyz
1•astorrivera•22m ago•0 comments

NotebookLM: The AI that only learns from you

https://byandrev.dev/en/blog/what-is-notebooklm
1•byandrev•22m ago•1 comments

Show HN: An open-source starter kit for developing with Postgres and ClickHouse

https://github.com/ClickHouse/postgres-clickhouse-stack
1•saisrirampur•22m ago•0 comments

Game Boy Advance d-pad capacitor measurements

https://gekkio.fi/blog/2026/game-boy-advance-d-pad-capacitor-measurements/
1•todsacerdoti•23m ago•0 comments

South Korean crypto firm accidentally sends $44B in bitcoins to users

https://www.reuters.com/world/asia-pacific/crypto-firm-accidentally-sends-44-billion-bitcoins-use...
2•layer8•24m ago•0 comments

Apache Poison Fountain

https://gist.github.com/jwakely/a511a5cab5eb36d088ecd1659fcee1d5
1•atomic128•25m ago•2 comments

Web.whatsapp.com appears to be having issues syncing and sending messages

http://web.whatsapp.com
1•sabujp•26m ago•2 comments

Google in Your Terminal

https://gogcli.sh/
1•johlo•27m ago•0 comments

Shannon: Claude Code for Pen Testing: #1 on Github today

https://github.com/KeygraphHQ/shannon
1•hendler•27m ago•0 comments

Anthropic: Latest Claude model finds more than 500 vulnerabilities

https://www.scworld.com/news/anthropic-latest-claude-model-finds-more-than-500-vulnerabilities
2•Bender•32m ago•0 comments

Brooklyn cemetery plans human composting option, stirring interest and debate

https://www.cbsnews.com/newyork/news/brooklyn-green-wood-cemetery-human-composting/
1•geox•32m ago•0 comments

Why the 'Strivers' Are Right

https://greyenlightenment.com/2026/02/03/the-strivers-were-right-all-along/
1•paulpauper•34m ago•0 comments

Brain Dumps as a Literary Form

https://davegriffith.substack.com/p/brain-dumps-as-a-literary-form
1•gmays•34m ago•0 comments

Agentic Coding and the Problem of Oracles

https://epkconsulting.substack.com/p/agentic-coding-and-the-problem-of
1•qingsworkshop•34m ago•0 comments

Malicious packages for dYdX cryptocurrency exchange empties user wallets

https://arstechnica.com/security/2026/02/malicious-packages-for-dydx-cryptocurrency-exchange-empt...
1•Bender•35m ago•0 comments

Show HN: I built a <400ms latency voice agent that runs on a 4gb vram GTX 1650"

https://github.com/pheonix-delta/axiom-voice-agent
1•shubham-coder•35m ago•0 comments

Penisgate erupts at Olympics; scandal exposes risks of bulking your bulge

https://arstechnica.com/health/2026/02/penisgate-erupts-at-olympics-scandal-exposes-risks-of-bulk...
4•Bender•36m ago•0 comments
Open in hackernews

Ask HN: Why does AI even bother with high level code?

3•sans_souse•8mo ago
Disclaimer: I am not a programmer/coder

AI's native tongue is essentially machine code, is it not? If everything higher level than this is an abstraction created to simplify things (essentially) for human coders, shouldn't AI excel in creating solid efficient programs from the ground-up, entirely at the lowest level?

Hope that made sense if not read the disclaimer ;p

Comments

josephcsible•8mo ago
AI is basically just a fancy text autocomplete guesser, trained on most of the publicly available Internet. Since most humans don't write directly in machine code, there's very little of it in the training data, so AI has virtually no capability to write any.
sans_souse•8mo ago
That makes sense, but then, why the heck are we training it with IoT in the first place? If we trained it to be an expert in all things hardware, for instance..
downboots•8mo ago
Imagine a robot programmed to shuffle balls from a bin and pick one, like for the lottery. The implementation is deterministic, but the outcome 'random'.

Edit: (about LLMs) balls on the bin repeat if we like them more, and instead of numbers we put "tokens" on them: pieces of text. Also, the bin gets updated every time you take a ball out. The human can then interpret the text from the balls to form a meaningful message. A significant improvement from geomancy (\s?)

browsejobs5•8mo ago
Actually, AI does not really think in machine code. It learns by looking at the kinds of code humans usually write, like Python or Java, which are much easier to understand and work with. Writing directly in machine code, those ones and zeros, is very complicated and specific to the hardware, so it is not really practical even for AI. High level code is like a common language everyone understands, making it easier for AI to help write useful and flexible programs. Plus, since AI trains on tons of this high level code, that is where it is naturally strongest.
yawpitch•8mo ago
If you were taught the sum total of the publicly available text on the Internet, would you speak machine code as your native tongue?

Or, let’s put this slightly differently… your underlying operating system speaks synapse discharge potentials mediated over chemicals like seratonin, but you’ve learned mainly in English… why don’t you write me a poem in excited hippocampus?

These things don’t think, they don’t understand what they’re doing, and they haven’t got the slightest clue that machine code and, say, Ruby even are related, except through a vague N-dimensional vector that averages over the fact that humans relate the two more than they do butterflies and industrial lubricant.

owebmaster•8mo ago
> Hope that made sense if not read the disclaimer ;p

it does not. You got it backwards. AI doesn't understand "Machine code" and low level abstractions isn't better than high level, pretty much the opposite. AI uses these high level abstractions and can kind of understand it but it definitely cannot understand assembly code.