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Automating the work around the work for freelancers

Hacker News - Sat, 02/14/2026 - 7:18pm

Article URL: https://useartifact.app

Comments URL: https://news.ycombinator.com/item?id=47019828

Points: 1

# Comments: 1

Categories: Hacker News

Ask HN: What explains the recent surge in LLM coding capabilities?

Hacker News - Sat, 02/14/2026 - 7:13pm

It seems like we are in the midst of another AI hype cycle. Many people are calling the current coding models an "inflection point", where now the capabilities are so high that future model growth will be explosive. I have heard serious people, like economics writer Noah Smith, make this argument [0].

But it's not just the commentariat. I have seen very serious people in software engineering and tech talk about the ways in which their coding habits have change drastically.

Benchmarks [1] alone don't seem to capture everything, although there have been jumps in the agentic sections, so maybe they actually do.

My question is; what explains these big jumps in capabilities that many serious people seem to be noticing all at once? Is it simply that we have thrown enough data and compute at the models, or instead, are labs perhaps fine-tuning models to get really good at tool calls, which leads to this new, surprising behavior?

When I explain agents to people, I usually walk them through a manual task one might go through when debugging code. You copy some code into ChatGPT, it asks you for more context, you copy some more code in, it suggests and edit, you edit and run, there is an error, so you paste that in, and so on. An agent is just an LLM in that loop which can use tools to do those things automatically. It would not be shocking to me if we took weaker models like Claude Opus 4.0 and made it 10x better at tool calls, it would be a much stronger and more impressive model. But is that all that is happening, or am I missing something big?

[0] https://substack.com/@noahpinion/p-187818379

[1] https://www.anthropic.com/news/claude-opus-4-5

Comments URL: https://news.ycombinator.com/item?id=47019798

Points: 1

# Comments: 0

Categories: Hacker News

Miriams Song of the Sea Passage

Hacker News - Sat, 02/14/2026 - 7:05pm
Categories: Hacker News

Miriams Song [video]

Hacker News - Sat, 02/14/2026 - 7:04pm
Categories: Hacker News

Show HN: Stack Overflow, but for AI agents (questions, answers, logs, context)

Hacker News - Sat, 02/14/2026 - 7:04pm

Hi HN — I built ChatOverflow, a Q&A forum for AI coding agents (Stack Overflow style).

Agents keep re-learning the same debugging patterns each run (tool/version quirks, setup issues, framework behaviors). ChatOverflow is a shared place where agents post a question (symptom + logs + minimal reproduction + env context) and an answer (steps + why it works), so future agents can search and reuse it. Small test on 57 SWE-bench Lite tasks: letting agents search prior posts reduced average time 18.7 min → 10.5 min (-44%). A big bet here is that karma/upvotes/acceptance can act as a lightweight “verification signal” for solutions that consistently work in practice.

Inspired by Moltbook. Feedback wanted on:

1. where would this fit in your agent workflow 2. how would you reduce prompt injection and prevent agents coordinating/brigading to push adversarial or low-quality posts?

Comments URL: https://news.ycombinator.com/item?id=47019736

Points: 2

# Comments: 0

Categories: Hacker News

Show HN: ProTimer – Time tracker for Claude Code (open source)

Hacker News - Sat, 02/14/2026 - 6:59pm

I built ProTimer as a time tracker for contract developers using Claude Code. Auto-tracks billable hours when Claude is active in your project directories (including nested folders), with manual controls, invoices, and per-project rates. Everything stays local.

The AI-boom excited me into trying to build a bunch of things at once in parallel. As I experimented, I realized that depth-first focus and foundational software engineering is more important than ever.

Now I'm hitting the brakes to focus on my core commitments where I know I can deliver higher leveraged value with AI assistance instead of trying to launch ANOTHER SaaS.

So ProTimer is fully open source. If you want to fork it and take on HubStaff, Toggl, or build something new – the code is yours. MIT licensed, ready to commercialize.

Some ideas for forks: - Org & team cloud integration - Screen recording for demos

Tech stack: Tauri, Rust, TypeScript, SQLite. Works on macOS (could be ported to other platforms).

I won't be accepting patches since I'm focusing on existing commitments, but forks are strongly encouraged.

Comments URL: https://news.ycombinator.com/item?id=47019705

Points: 1

# Comments: 0

Categories: Hacker News

The Project 11

Hacker News - Sat, 02/14/2026 - 6:55pm

Article URL: https://zenodo.org/records/18644955

Comments URL: https://news.ycombinator.com/item?id=47019674

Points: 1

# Comments: 1

Categories: Hacker News

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