Hacker News

Article URL: https://robdodson.me/posts/i-gave-my-second-brain-a-gardener/

Comments URL: https://news.ycombinator.com/item?id=46939443

Points: 1

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Article URL: https://100daystooffload.com/

Comments URL: https://news.ycombinator.com/item?id=46939088

Points: 1

# Comments: 0

Hi everyone,

I built EasyMemory, an open-source Python library that provides a fully local-first memory layer for chatbots and agent-based systems, with no cloud dependency.

Most existing agent memory solutions rely on third-party services or embeddings-only retrieval. EasyMemory is designed as a local, modular system to experiment with how agents store, structure, and retrieve information beyond pure vector search.

Key features • Automatic conversation persistence • Hybrid retrieval: embeddings + keyword search + graph-style links • Supports PDF, TXT, DOCX, and Markdown • Optional integrations with Slack, Notion, and Google Drive • MCP server for connecting local or remote LLMs

The goal is to provide a flexible foundation for exploring different memory patterns locally, without locking into a single retrieval strategy or external service.

Feedback and comparisons with other approaches to agent memory, RAG, or long-term context management are very welcome.

Repo: https://github.com/JustVugg/easymemory

Comments URL: https://news.ycombinator.com/item?id=46939050

Points: 1

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Article URL: https://twitter.com/bouazizalex/status/2020159203382550530

Comments URL: https://news.ycombinator.com/item?id=46939045

Points: 1

# Comments: 0

I built a small runtime safety layer for LLM outputs called ZTGI Safety Gateway.

This is not a new foundation model and not an AGI claim. It is a post-generation control layer that sits between candidate outputs and final response selection.

What it does: - Scores each candidate with two risk tracks: - legacy risk (`p_break`) - hybrid risk (`z_next`: instruction breach + sycophancy + divergence signals) - Enforces hard blocks for: - security abuse prompts - contradiction-actionable prompts - high-risk finance-actionable prompts - Returns SAFE/WARN/BREAK with telemetry.

Current repo: https://github.com/capterr/ztgi-safety-gateway

Quick run: 1) Set API key: export GEMINI_API_KEY=YOUR_KEY 2) Build evidence pack: python ztgi_build_submission_pack.py --model "gemini-2.0-flash" --out "ztgi_submission_pack" 3) Inspect: - ztgi_submission_pack/evidence/ztgi_evidence_live.json - ztgi_submission_pack/evidence/ztgi_evidence_live.csv - ztgi_submission_pack/assets/ztgi_manifund_evidence.png

What I’d like feedback on: - failure modes I’m missing - overblocking vs underblocking tradeoff - better eval set design for independent validation

I’m happy to share raw outputs and discuss limitations directly.

FIRST COMMENT (pin this under your post): Technical notes + limitations

- This project is a runtime guard, not model-level alignment. - Some safety behavior can still come from base-model policy itself. - I’m trying to measure where the gateway actually adds value via hard-block reasons + telemetry. - Current stress set is small and intentionally adversarial. - Next step is broader independent eval (including false-positive tracking).

If you want to reproduce quickly: - Python 3.10+ - GEMINI_API_KEY set - matplotlib installed - run: python ztgi_build_submission_pack.py --model "gemini-2.0-flash" --out "ztgi_submission_pack"

Happy to add your suggested test prompts to the regression suite and report back with results.

Comments URL: https://news.ycombinator.com/item?id=46939042

Points: 1

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Article URL: https://www.wired.com/story/the-only-thing-standing-between-humanity-and-ai-apocalypse-is-claude/

Comments URL: https://news.ycombinator.com/item?id=46939033

Points: 1

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Article URL: https://www.zolkos.com/2026/02/04/deep-dive-how-claude-codes-insights-command-works.html

Comments URL: https://news.ycombinator.com/item?id=46939008

Points: 1

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Article URL: https://www.freep.com/story/news/columnists/neal-rubin/2026/02/08/achatz-homemade-pie-dubai-chocolate-valentines-day/88516230007/

Comments URL: https://news.ycombinator.com/item?id=46939003

Points: 1

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Article URL: https://github.com/yattee/yattee/releases/tag/2.0.0-250

Comments URL: https://news.ycombinator.com/item?id=46938961

Points: 1

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Article URL: https://localghost.dev/blog/stop-generating-start-thinking/

Comments URL: https://news.ycombinator.com/item?id=46938958

Points: 1

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Article URL: https://www.cell.com/iscience/fulltext/S2589-0042(25)02769-5?_returnURL=https%3A%2F%2Flinkinghub.elsevier.com%2Fretrieve%2Fpii%2FS2589004225027695%3Fshowall%3Dtrue

Comments URL: https://news.ycombinator.com/item?id=46938945

Points: 1

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Article URL: https://brtkwr.com/posts/2026-02-08-installing-openclaw-on-jetson-nano/

Comments URL: https://news.ycombinator.com/item?id=46938941

Points: 1

# Comments: 1

Article URL: https://asadjb.com/blog/2026-02-08-i-keep-coming-back-to-amp

Comments URL: https://news.ycombinator.com/item?id=46938940

Points: 1

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Article URL: https://www.theverge.com/tech/862070/lcars-homes-assistant-star-trek

Comments URL: https://news.ycombinator.com/item?id=46938927

Points: 2

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Article URL: https://www.zdnet.com/article/my-top-4-browsers-chrome-not-included/

Comments URL: https://news.ycombinator.com/item?id=46938926

Points: 1

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Article URL: https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2843415

Comments URL: https://news.ycombinator.com/item?id=46938920

Points: 2

# Comments: 2

Hi HN

I built WrapClaw, a SaaS wrapper around Open Claw.

Open Claw is a developer-first tool that gives you a dedicated terminal to run tasks and AI workflows (including WhatsApp integrations). It’s powerful, but running it as a hosted, multi-user product requires a lot of infra work.

WrapClaw focuses on that missing layer.

What WrapClaw adds:

A dedicated terminal workspace per user

Isolated Docker containers for each workspace

Ability to scale CPU and RAM per user (e.g. 2GB → 4GB)

A no-code UI on top of Open Claw

Managed infra so users don’t deal with Docker or servers

The goal is to make Open Claw usable as a proper SaaS while keeping the developer flexibility.

This is early, and I’d love feedback on:

What infra controls are actually useful

Whether no-code on top of terminal tools makes sense

Pricing expectations for managed compute

Link: https://wrapclaw.com

Happy to answer questions.

Comments URL: https://news.ycombinator.com/item?id=46938916

Points: 2

# Comments: 1

Article URL: https://www.bbc.com/news/articles/cx2y7d2z29xo

Comments URL: https://news.ycombinator.com/item?id=46938911

Points: 1

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Article URL: https://github.com/lilify-jp/Squre

Comments URL: https://news.ycombinator.com/item?id=46938906

Points: 1

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Article URL: https://arxiv.org/abs/2510.25417

Comments URL: https://news.ycombinator.com/item?id=46938903

Points: 6

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