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New coding harness that seems to have some novel concepts and one of the pretty cool things on their landing page for it here: https://deepseek.com/harness/en/ is the Every Run is Traceable view:

"Everything the model sees is recorded in an append-only session log: system prompts, reasoning, tool calls and results, subagent scheduling, and every context injection. In the Trajectory view, you can inspect these records by source. Resume, fork, search, and replay all operate on the same event stream."

Seems pretty helpful - have sort of wanted something similar (I use Pi).

They also released this research paper that backs their whole plugin composability system that seems pretty cool: https://github.com/cordiverse/paper

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I promise this isn't meant to be snarky, but is that not just...logs?
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It's only logging if an obsolete human does it.

But the future is here and thus it's called "Agentic causality's reified temporal traceability."

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"Temporally Reified Agentic Causality Traceability Report" - TRACTR.
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Which are unavailable with the leading American models. You can't look at the complete traces of OpenAI or Anthropic model agents, as they are encrypted (there's been discussion of a couple of different ways to expose those, but that violates terms of service, and well, you shouldn't have to find complicated ways unencrypt your own usage logs).
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It's logs of activity the US models hide from you in fear of them being used by competitors.
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It's useful logs which i think is an important distinction.
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Logs that aren't missing anything out of the box. I'd say it's pretty underused concept in time of 8TB consumer SSD drives.
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Don't those cost 1-2k?
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Closer to 1k, even pcie 5 versions.
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I'm glad they're doing this also and that more people are adopting it. Event sourcing [0] is the right way to represent informaiton like tool calls, user interactions, etc. --- it makes it easy to fork conversations and maintain a cohesive conversation stream and stable message history that does not break the cache.

[0] https://www.dreamcoder.ai -> scroll down to the event graph.

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is it just for coding? the docs don't mention code, just "agents"
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Seems like Agentsview, but built in and likely less features(at least, as of now): https://github.com/kenn-io/agentsview
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A "harness" is basically what you call Claude Code and such, i.e. a TUI to run the agent.
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A harness is any wrapper around llm calls that manipulates llm interactions to achieve the process for which it is designed. Claude code et al are just one type of harness, focusing on writing code. The kind of UI used to interact with the harness and underlying models does not matter.
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TUI?

Aren't VS Code, Claude Code, Hermes Agent, Goose or Letta harnesses, but with UI, too?

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Can be a TUI, can be a GUI.
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VSCode at least is a GUI
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Which it’s kind of strange VSCode ghcp lacks basic attributes like context % used compared to some TUIs where it’s default.
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There is a round icon at the right bottom, where white arc is how much context used - hover for extra info.
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I thought the harness was mainly a TAI (tangible AGENT interface). Its a harness for the agent, not a user interface. That is bolted on top of the harness.
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> A Meta-Framework of Spatiotemporal Composability

Good to know I was not the only one confused. Reads like word salad!

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Hacker News will mindlessly upvote anything they see as a threat to US AI labs. It's not more complicated than it having "DeepSeek" in the name.
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You don’t think it’s because titanic battles are interesting and here’s a company that (a) gives you the weights to a frontier model for free, (b) publishes great papers with LLM architecture innovations, (c) is insanely cheap?
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No, I don't.
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Unbelievable take considering announcements about US labs routinely top this website
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