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Article URL: https://stacked-game-of-life.koenvangilst.nl/

Comments URL: https://news.ycombinator.com/item?id=47197218

Points: 1

# Comments: 0

Article URL: https://www.profgalloway.com/the-epstein-tax/

Comments URL: https://news.ycombinator.com/item?id=47197214

Points: 1

# Comments: 0

Article URL: https://www.livescience.com/space/mars/giant-string-of-organic-molecules-on-mars-may-be-one-of-the-best-signs-of-life-yet

Comments URL: https://news.ycombinator.com/item?id=47197185

Points: 3

# Comments: 0

Article URL: https://www.atlasobscura.com/articles/kowloon-walled-city

Comments URL: https://news.ycombinator.com/item?id=47197143

Points: 3

# Comments: 0

Article URL: https://inem.gumroad.com/l/unfreeze-for-chatgpt

Comments URL: https://news.ycombinator.com/item?id=47197141

Points: 1

# Comments: 1

Article URL: https://www.youtube.com/watch?v=xjo0iLssbI8

Comments URL: https://news.ycombinator.com/item?id=47197139

Points: 1

# Comments: 0

Article URL: https://fireborn.mataroa.blog/blog/because-fuck-you-why-consumer-choice-is-being-stripped-away-and-how-the-tech-industry-profits-from-it/

Comments URL: https://news.ycombinator.com/item?id=47197104

Points: 3

# Comments: 0

Article URL: https://en.wikipedia.org/wiki/Polyworld

Comments URL: https://news.ycombinator.com/item?id=47197062

Points: 2

# Comments: 0

Article URL: https://mates.symploke.dev?hn-ph

Comments URL: https://news.ycombinator.com/item?id=47197049

Points: 1

# Comments: 0

Article URL: https://github.com/francescogabrieli/Spectra

Comments URL: https://news.ycombinator.com/item?id=47197041

Points: 1

# Comments: 1

Hey HN,

I've been building and running autonomous AI agents (recently consulting on systems testing high on MLE-Bench), and I kept hitting the exact same architectural wall: memory poisoning.

Right now, the industry standard for agent memory is to dump text into storage with very little thought about correctness. If an agent hits a transient network error and writes "this environment has no GPU" to its memory, and later realizes it actually does have a GPU and writes a correction... a standard vector search returns both. Your agent is now schizophrenic, holding contradictory beliefs because they are semantically similar.

Furthermore, memory systems are mostly "write-through." If a user jailbreaks your bot into an offensive persona, the bot saves that as a "user preference" and it persists across sessions forever. We don't let untested code reach main, so why do we let unvalidated agent thoughts reach shared memory?

I built FAVA Trails to fix this. It's an agentic memory layer that uses Jujutsu (JJ) version control under the hood.

For the version control nerds: why Jujutsu? I originally looked at standard Git and SQL-based VCS like Dolt. But JJ is the perfect substrate for autonomous agents. Its conflict resolution, first-class operation log, and the fact that the working copy is a commit makes it inherently crash-proof for long-running agent scripts. If an agent session crashes mid-thought, the JJ commit is already there. No detached HEAD nightmares, no staging area rituals for the agent to mess up. Just atomic state snapshots. (It's colocated with Git, so you can still push the data to a standard remote).

How it works:

- Draft Isolation: Agents write to a local draft namespace first. It doesn't pollute shared memory.

- Trust Gate: A mandatory promotion workflow. An independent LLM (or explicit human approval) reviews the draft before it merges into canonical truth.

- Supersession Chains: Corrections don't silently overwrite history. They link back to it, so you get a full causal graph of why the agent changed its mind.

- MCP Native: It runs as a Model Context Protocol (MCP) server, so agents interact with it via semantic tools (recall, save_thought, propose_truth) and never run VCS commands directly.

It's Apache 2.0 and strictly a pip-installable tool (no cloud lock-in, the data is just Markdown files with YAML frontmatter in your own repo).

Repo: https://github.com/MachineWisdomAI/fava-trails Case Study/Docs: https://fava-trails.org

I'd love to hear your thoughts on using JJ as a backend for state, or how you're handling the "gaslighting agent" problem in your own multi-agent stacks.

Comments URL: https://news.ycombinator.com/item?id=47197011

Points: 1

# Comments: 0

Hey HN! We posted Rivet Actors here previously [1] as an open-source alternative to Cloudflare Durable Objects.

Today we've released SQLite storage for actors (Apache 2.0).

Every actor gets its own SQLite database. This means you can have millions of independent databases: one for each agent, tenant, user, or document.

Useful for:

- AI agents: per-agent DB for message history, state, embeddings

- Multi-tenant SaaS: real per-tenant isolation, no RLS hacks

- Collaborative documents: each document gets its own database with built-in multiplayer

- Per-user databases: isolated, scales horizontally, runs at the edge

The idea of splitting data per entity isn't new: Cassandra and DynamoDB use partition keys to scale horizontally, but you're stuck with rigid schemas ("single-table design" [3]), limited queries, and painful migrations. SQLite per entity gives you the same scalability without those tradeoffs [2].

How this compares:

- Cloudflare Durable Objects & Agents: most similar to Rivet Actors with colocated SQLite and compute, but closed-source and vendor-locked

- Turso Cloud: Great platform, but closed-source + diff use case. Clients query over the network, so reads are slow or stale. Rivet's single-writer actor model keeps reads local and fresh.

- D1, Turso (the DB), Litestream, rqlite, LiteFS: great tools for running a single SQLite database with replication. Rivet is for running lots of isolated databases.

Under the hood, SQLite runs in-process with each actor. A custom VFS persists writes to HA storage (FoundationDB or Postgres).

Rivet Actors also provide realtime (WebSockets), React integration (useActor), horizontal scalability, and actors that sleep when idle.

GitHub: https://github.com/rivet-dev/rivet

Docs: https://www.rivet.dev/docs/actors/sqlite/

[1] https://news.ycombinator.com/item?id=42472519

[2] https://rivet.dev/blog/2025-02-16-sqlite-on-the-server-is-mi...

[3] https://www.alexdebrie.com/posts/dynamodb-single-table/

Comments URL: https://news.ycombinator.com/item?id=47197003

Points: 2

# Comments: 0

Article URL: https://assistplant.com/

Comments URL: https://news.ycombinator.com/item?id=47196977

Points: 1

# Comments: 1

Article URL: https://www.epstein-isi.net/

Comments URL: https://news.ycombinator.com/item?id=47196963

Points: 3

# Comments: 1

As Israeli airstrikes hit Tehran this morning, Iranians received mysterious push notifications saying that “help is on the way,” promising amnesty if they surrender.

Article URL: https://github.com/susam/hnskins

Comments URL: https://news.ycombinator.com/item?id=47196339

Points: 1

# Comments: 0

Article URL: https://apnews.com/article/brazil-amazon-akuntsu-indigenous-deforestation-rondonia-2833ceada04a9922935e4869ce66317a

Comments URL: https://news.ycombinator.com/item?id=47196324

Points: 1

# Comments: 0

Article URL: https://github.com/VioletCranberry/coco-search

Comments URL: https://news.ycombinator.com/item?id=47196312

Points: 1

# Comments: 1

Article URL: https://www.nightshift.sh/blog/less-cursed-vm

Comments URL: https://news.ycombinator.com/item?id=47196308

Points: 2

# Comments: 1