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Show HN: I built a clawdbot that texts like your crush

Hacker News - Sat, 02/07/2026 - 5:38pm

It's valentine's week, so I built a chat app that you can acrually customize your crush and shoot your shot. ( Safely )

Comments URL: https://news.ycombinator.com/item?id=46928941

Points: 1

# Comments: 0

Categories: Hacker News

GitBlack: Tracing America's Foundation

Hacker News - Sat, 02/07/2026 - 5:32pm

Article URL: https://gitblack.vercel.app/

Comments URL: https://news.ycombinator.com/item?id=46928894

Points: 2

# Comments: 0

Categories: Hacker News

Correctio

Hacker News - Sat, 02/07/2026 - 5:31pm
Categories: Hacker News

Free Trial: AI Interviewer

Hacker News - Sat, 02/07/2026 - 5:26pm

Article URL: https://ai-interviewer.nuvoice.ai/

Comments URL: https://news.ycombinator.com/item?id=46928826

Points: 1

# Comments: 0

Categories: Hacker News

Show HN: Measuring how AI agent teams improve issue resolution on SWE-Verified

Hacker News - Sat, 02/07/2026 - 5:22pm

Hi HN,

We recently ran an experiment to answer a simple question:

Does coordinating multiple AI agents as a team actually help with real software engineering tasks, compared to a single strong agent?

To test this, we evaluated our system on SWE-bench Verified. The benchmark consists of real GitHub issues that require understanding codebases, modifying multiple files, running tests, and iterating.

Instead of treating software engineering as a single-agent patch generation problem, we model it as an organizational process.

Our system uses a team of agents with explicit roles:

* manager: plans work, assigns tasks, integrates results * researcher: explores the codebase, issue history, constraints * engineer: implements fixes in isolated environments * reviewer: inspects changes, requests revisions, validates results

There is no fixed pipeline and no predefined number of steps. Agents communicate via structured artifacts (plans, diffs, reviews) and produce real GitHub pull requests with full history.

For evaluation, we compared three setups on SWE-bench Verified:

* single-agent baseline: GPT-5 medium reasoning + shell * agent team (ours): GPT-5 (manager, researcher) + GPT-5 Codex (engineer, reviewer), both medium reasoning * stronger single-model reference: GPT-5.2 (high reasoning)

Results:

* the agent team resolves ~7% more issues than the single-agent GPT-5 medium reasoning baseline * despite using medium reasoning models, the agent team shows ~0.5% better quality than a single GPT-5.2 (high reasoning) agent

Beyond resolution rate, the main benefits are cleaner responsibility boundaries, context isolation, easier debugging and the ability to use different models for different roles.

Code + trajectories are open source: https://github.com/agynio/platform

Paper with methodology and results: https://arxiv.org/abs/2602.01465

Would love to hear your thoughts.

Comments URL: https://news.ycombinator.com/item?id=46928777

Points: 2

# Comments: 0

Categories: Hacker News

Show HN: Poddley.com – Follow people, not podcasts

Hacker News - Sat, 02/07/2026 - 5:13pm

Hey, so I built a way to search podcast transcripts by speaker and hence also a way to follow people within them.

Poddley let's you search quotes and filter by name and vice versa. You can find ev everything they've said across all their with timestamps and with a read-along UI.

You can also RSS feeds for specific people instead subscribing to entire shows. I started this because I wanted to find podcasts where my favorite speakers talked about my favorite things (in my case that was certain longevity-research). However simply searching for stuff like "rapamycin", would yield quotes by 99% people I wasn't interested in.

I think this could be useful for people that are journalists, hobbyists, casual people and pretty much everyone that's interested in finding quotes and talking-areas in a podcast by people they respect/want to listen more to etc.

Currently indexing about 10 podcasts due to POC.

Comments URL: https://news.ycombinator.com/item?id=46928683

Points: 1

# Comments: 0

Categories: Hacker News

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