event-sourced graph runtime for long running agents

Joined May 2026
6 Photos and videos
ActiveGraph retweeted
okay i think this is a much better visualization of what i mean by "log-centric agent architecture"
babyagi has ~200 citations, but 0 papers... i just published my first paper on arXiv 😆 "The Log is the Agent: Event-Sourced Reactive Graphs for Auditable, Forkable Agentic Systems" arxiv.org/abs/2605.21997 the case for agents that coordinate through persistent replayable state — no conversation loops, no workflows, no A2A — with auditability, forking, and causal lineage built in. check it out and let me know what you think!
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ActiveGraph retweeted
I’m showing and talking about @activegraphai on Monday if you wanna join
/demos @yoheinakajima · GP @UntappedVC, Creator @babyAGI_ A new approach to building agents he thinks is genuinely promising, and the open-source runtime he built around it. @0xMasonH · @merit_systems, ex @a16z Claude Code wired into a personal wiki that holds his entire context, network included. @shannholmberg · Co-founder @EspressioAI The stack running 60-70% of an agency's marketing operations, drawn from 250 projects. @shengkun_ye · Founder @monid_ai A tool that tracks your competitors and shows up where their users complain.
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ActiveGraph retweeted
in arxiv paper #2, i tackle the last topic from paper #1: @activegraphai as an architectural affordance for self-improving agents "Regimes: An Auditable, Held-Out Gated Improvement Loop Demonstrated on LongMemEval with ActiveGraph" i demonstrate this with a reproducible gated self improvement loop which autonomously shows modest improvement on longmemeval questions paper: arxiv.org/abs/2606.10241
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ActiveGraph retweeted
two things ready to share from this weekend: 📖 learn.activegraph.ai interactive site teaching activegraph concepts blog: activegraph.ai/blog/introduc… 💻 AG coder (open source) reference coding agent on activegraph GH: github.com/yoheinakajima/ag-… blog: activegraph.ai/blog/ag-coder still in progress: deep research agent, bounded self-improvement research, core packs...
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Authorship and authority are different events. Generated code shouldn't automatically become live behavior. It should enter as inert state, pass gates, and only get runtime authority at explicit promotion. activegraph.ai/blog/code-wit…
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"Self-modification" is treated as binary: either the agent rewrote its code or it didn't. Under event sourcing, every durable action is weak self-change. The question isn't did it modify itself: it's what kind, and can you fork/diff/promote/replay it. activegraph.ai/blog/self-mod…
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ActiveGraph retweeted
A task triaging system built over @ActiveGraphAI that assesses all open tasks periodically and helps me with their status updates. In this example, it is suggesting that a task (Blue node) should be marked as done (Orange node) based on a project log entry (Yellow node).
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ActiveGraph retweeted
a parallel experiment building a coding agent on top of @activegraphai. you can see everything flattened down to a single event log trace
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Our third LongMemEval experiments by adding semantic ingestion to deterministic retrieval. The hybrid approach improved end-to-end QA accuracy to 87.6% and evidence retrieval to 90.0%, but the QA gain did not reach statistical significance in this run. activegraph.ai/blog/compile-…
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[New Technical Blog Post] In our second longmemeval experiment, we introduce semantic ingestion into recall leveraging the ActiveGraph runtime. We started from a 60.6% baseline and improved to 83.4%/84.8% for flat/agentic retrieval with LLM ingestion. activegraph.ai/blog/semantic…
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ActiveGraph retweeted
Building a custom UI to view objects, relations, behaviors, logs in @ActiveGraphAI. The UI starts with a pack. The pack lists all the objects, relations and behaviors. Selecting an object shows the lifecycle from creation to current state and what behavior triggered a change in its state.
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ActiveGraph retweeted
If you are into DAG workflows, n8n and all that, stop what you are doing and look at @ActiveGraphAI. It's a bigger deal than what Claude released with Dynamic Workflows today. Believe me, you won't be disappointed! It's still a new project but shows a lot of promise. Keen to integrate this into my existing workflows.
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ActiveGraph retweeted
"If I had Cofounder three years ago," says @yoheinakajima, "BabyAGI might have been a company." Our newest case study tracks our most active user, Yohei Nakajima, building @ActiveGraphAI - the event sourced graph runtime for long running agents.
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[technical blog post] “Evidence Compilation Before Semantic Memory: ActiveGraph on LongMemEval-S” —— 🔍85.6% QA accuracy and 86.2% turn answer-in-context at 2,462 mean context tokens, with deterministic non-generative ingestion activegraph.ai/blog/evidence…
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ActiveGraph is not the highest public LongMemEval number. Its narrower position is that it is a low-context, non-generative-ingestion substrate result: 85.6% QA at 2.4k context tokens, with paired statistics, pinned artifacts, and a replayable event-sourced runtime underneath.
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Reproducibility: The benchmark harness is in github.com/yoheinakajima/act…. The repo pins the LongMemEval submodule, Python version, reader settings, judge model, embedding model, lockfile, dataset checksums, per-run manifests, and token counts
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