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DD Photos App – desktop front end to ddphotos photo album site generator

https://github.com/dougdonohoe/ddphotos-app
1•dougdonohoe•2m ago•1 comments

Cloudflare – Majorly Impacted

https://new.cloudflarestatus.com/incidents/v3yl7jqmqj51
1•rxmux•3m ago•0 comments

Show HN: No-OAuth Stripe Fee Auditor from Balance CSVs

https://feeauditor.com
1•Ksantor•3m ago•0 comments

Tracking one object through hyperspectral video

https://medium.com/@alanscottencinas/i-entered-a-competition-to-track-objects-in-light-you-cant-s...
1•encinas88•4m ago•0 comments

Tech Influence Watch – tracking crypto and AI industry 2026 U.S. election spend

https://influence.citationneeded.news/
1•ChrisArchitect•4m ago•1 comments

Are You Burning Tokens?

https://savetokens.netlify.app/
1•prengaraj•5m ago•0 comments

Constraining U.S. wind and solar deployment could cost an unnecessary $121B

https://pv-magazine-usa.com/2026/06/20/constraining-u-s-wind-and-solar-deployment-could-trigger-1...
1•epistasis•5m ago•0 comments

A public Sentry key is all it takes to hijack Claude Code, Cursor, and Codex

https://thenewstack.io/agentjacking-sentry-mcp-attack/
1•Brajeshwar•6m ago•0 comments

The most trusted code on Earth is being rewritten in Rust [video]

https://www.youtube.com/watch?v=Sntj4HmuykI
1•tcfhgj•6m ago•0 comments

Show HN: S3FileViewer – A lightweight browser interface to preview S3 files

https://github.com/cgopalan/s3fileviewer
1•cgopalan•6m ago•0 comments

Agent minimalism: what shipping OpenClaw in production taught us

https://autoclaw.sh/blog/agent-minimalism/
2•anuveyatsu•7m ago•0 comments

Super AI Agentic Android App (BYOK)

1•Jeff9James•9m ago•0 comments

Show HN: Building an Autonomous Drone with Codex – Hardware Phase

https://jakedecamp.com/engineering/autonomous-drone-phase-3-real-hardware/
1•silksowed•10m ago•0 comments

Xiaomi YU7 GT Completes the First Officially Timed Autonomous Lap at Nürburgring

https://nuerburgring.de/news/10-29-483-der-xiaomi-yu7-gt-absolviert-die-erste-offiziell-gemessene...
1•gainsurier•10m ago•0 comments

A.I. Doomaxxing Is Bad for Our Economy

https://www.nytimes.com/2026/06/22/opinion/ai-doom-jobs-economy.html
1•tysone•10m ago•0 comments

Update Your Secure Boot Cert Before It Expires

https://nochan.net/b/Internet-Crap/20260621-Update-Secure-Boot-Cert-Before-It-Expires/
2•Bender•11m ago•1 comments

Ask HN: How many hours a day do you genuinely spend using AI?

1•akashwadhwani35•11m ago•0 comments

Never compete when applying for jobs

https://xcancel.com/gabriel1/status/1898566138352820561
1•UltimateEdge•12m ago•0 comments

Show HN: Opus Magnum Bench -- Shape Rotation and Alchemical Engineering

https://opusmagnumbench.com/
1•ClassicRob•12m ago•0 comments

I Wrote the Book on Cloudflare's Developer Platform. Here's Why

https://blog.cds.co.uk/i-wrote-the-book-on-cloudflares-developer-platform-heres-why
1•wilsonfiifi•14m ago•0 comments

What Is A Programming Language? – Advent of Computing Episode 184

https://adventofcomputing.libsyn.com/episode-184-what-is-a-programming-language
1•matt_d•14m ago•0 comments

San Francisco is booming. Why is Oakland still slumping?

https://sfstandard.com/2026/06/22/san-francisco-booming-oakland-still-slumping/
1•mikhael•15m ago•0 comments

National Science Foundation slashes basic science to fund new tech initiative

https://www.science.org/content/article/exclusive-nsf-slashes-research-programs-support-new-tech-...
4•strangeloops85•15m ago•0 comments

Will the US Experience a Violent Upheaval in 2020? (2012)

https://www.livescience.com/22109-cycles-violence-2020.html
1•downbad_•16m ago•0 comments

Phlox: A full-featured AI platform you own

https://robert-mcdermott.github.io/phlox/
2•mcdermott•16m ago•0 comments

Everything you say CAN and WILL be used against you

https://idiallo.com/blog/the-right-to-remain-silent
4•garo-pro•20m ago•1 comments

AI Co-Founder for Solo Builders

https://taskachu.com
2•ndha•21m ago•1 comments

Baseten raised a $1.5B Series F and achieved a $13B valuation

https://www.baseten.co/blog/announcing-our-series-f/
3•kodablah•21m ago•0 comments

AI law firm wins UK court case for first time

https://www.ft.com/content/b4f8f589-6771-4df5-ac4d-cb15d94991fb
2•mmarian•22m ago•2 comments

Linear outage

https://linearstatus.com
1•alihashemi7•23m ago•0 comments
Open in hackernews

Show HN: PMB – local-first memory for AI coding agents over MCP

https://github.com/oleksiijko/pmb/blob/main/README.md
6•oleksiibond•1h ago
How it works: - Storage uses one SQLite database file, plus a local LanceDB index of vectors. No need for a server, cloud services, or any API keys. - Retrieval is a hybrid approach using BM25 (rank-bm25) and vector-based search (sentence-transformers) combined with a co-occurrence graph of entities, using reciprocal rank fusion. The idea is to find the right memory, not the closest one. - It plugs into the agent's lifecycle via MCP: before the agent responds, relevant memories are added to its input; after each turn, decisions and new learnings are automatically recorded. No need to manually remember "remember this". - It maintains a dictionary for each project which builds itself based on your memories, which improves recall performance for the project-specific vocabulary. - It can run fully offline, pointing to a locally installed Ollama model and even the optional large language model features such as consolidation, de-duplication, and chatting about your memories stays on your machine. Embedding is done locally by default.

Comments

oleksiijko•1h ago
Could we discuss how it works in more detail?
oleksiibond•1h ago
Loops - Two.

Write: while working, PMB stores facts, decision, and learnings on MCP (automatically using hooks). Everything is saved to SQLite, gets embedded, and the entities get linked to a graph.

Read: before answering the prompt, a hook does a search (BM25 + embedding + entities graph using RRF) and provides the best matches. No manual recall required.

All on-premises: SQLite + LanceDB, embedder on-premises, and optionally Ollama.

Dosik•1h ago
Why would I use this over Mem0 or Zep? What does it do that they don't?
oleksiibond•1h ago
But if what you need is a hosted, managed memory API, which you can plug into your own app, both Mem0 and Zep have great offerings and are more developed along those lines:

- Not local but hosted, meaning the memory will be stored remotely on their servers via an API. - Not directly integrated with your codebase but with the agent itself, which means that memory is automatically injected and captured within Claude Code, Cursor or Codex without any custom code of your own. Their offerings are SDKs which you have to integrate yourself. - Tool agnostic, since it uses MCP, meaning that memory is not tied to one specific app.

Summary: if privacy and "works in my existing agent with no code" is what you care about, go for PMB. If you need a hosted service for your own product, go for theirs.

Dosik•1h ago
It does make sense, but Mem0 is an open-source product and self-hosted as well. Zep also uses OSS as its core, so "local" is not the key point here. Apart from the ease of use brought to you by the MCP injection, is there anything else in the retrieval process that is better than that?
oleksiibond•1h ago
Fair enough, you are correct that both can be self-hosted, and thus "local" by itself is not the moat. And I do not want to make claims about being able to beat them in recall, since I have no benchmark to compare against, and I believe the temporal graph of Zep is powerful.

Two things that do make it different from their solutions:

1. An adaptive per-project lexicon that is created from your own memories and adjusts the weighting to give more relevance to your project's lexicon. It focuses on one codebase only. I have never seen that in both.

2. Memories are rule-aware: "lesson" is a first-class citizen, and the retrieval process tries to show the rule rather than the event where it was applied and whether the rule was followed.

Thus, the advantage is in project specialization and rule awareness.