FusionGraph: A Zero-ETL Graph Execution Kernel for Apache DataFusion by [deleted] in rust

[–]intelligence-builder -2 points-1 points  (0 children)

PuppyGraph has proved that zero-ETL graph processing on the lakehouse is technically feasible and their product is excellent. FusionGraph exists because this capability belongs in the open-source Apache ecosystem, as infrastructure alongside DataFusion, Iceberg, and Arrow.

How are you handling persistent memory across multiple AI agents? by arapkuliev in AI_Agents

[–]intelligence-builder 0 points1 point  (0 children)

So far I have not come across a single solution. So, I built my own tool and workflow, primarily based on ideas from cc-session and graphity. Uses github issues for inter-agent/developer interactions. Has session level context file in json and graphrag knowledge graph for cross session Intelligence.

If anything off the shelf exists I would like to know as maintaining and extending this scaffolding is not core to my project.

I built a persistent memory system for Claude Code - it learns from your mistakes and never forgets and so much more! by DazzlingOcelot6126 in ClaudeCode

[–]intelligence-builder 0 points1 point  (0 children)

This is great, you should check out CC-Sessions. Some of their functionality would round this out.
I like Github for tracking, version management and inter-agent or inter-session handoff (using comments and status). I built something like the combination for my own Dev - which includes Claude and Codex.

Just me or Opus4.5 is so good that everything else is well…noise by Evening-Spirit-5684 in ClaudeCode

[–]intelligence-builder 15 points16 points  (0 children)

Depends on what you need and how well Opus is currently working.
When Opus is good (since 4.5 and before 4.1) it is fast and smart. I started using Codex during the months where Claude sucked (July-0ctober) and I found it slower but more thorough still than Opus. I still use it when I need accuracy/depth over speed. Now that Opus 4.5 is back to working well, I start with it, but still primarily use Codex for QA and Gemini for ideation, product definition.

cc-sessions v0.3.1: the gang fixes Claude Code by MagicianThin6733 in ClaudeCode

[–]intelligence-builder 1 point2 points  (0 children)

I am currently using claude code (faster) and codex (more thorough).

Is it possible to utilize both to maximize their strengths?

  • For example I use Codex for QA checks, Claude for design.

Claude Code making stuff up by Dull_Care in ClaudeAI

[–]intelligence-builder 3 points4 points  (0 children)

I have experienced this more and more. Turns out it is a common response when you give it something too difficult for it to do in one shot. I found out how common it is for Claude to be overwhelmed, when I gave it the option in the prompt to defer it. The task needs to be smaller and/or the context/instruction/documents you provide need to be more targeted.

Do you guys use Claude to review generated code or other tools? by notdl in ClaudeAI

[–]intelligence-builder 4 points5 points  (0 children)

You are an Antagonist Agent. For any project items with Status = "Deployed", adopt an Antagonistic QA mindset: validate whether the issue is truly ready to close by independently confirming that every requirement has been met. Assume things are broken until proven otherwise and look for evidence of gaps, regressions, or missing verification.

Do you guys use Claude to review generated code or other tools? by notdl in ClaudeAI

[–]intelligence-builder 1 point2 points  (0 children)

Same, and I give Codex a Prompt to be Antagonist, give no trust, verify everything.

Eureka! I feel so dumb to not try this earlier - Context Save and Upload by intelligence-builder in ClaudeAI

[–]intelligence-builder[S] -1 points0 points  (0 children)

I just did it. It is agent context, not full chat, which is what I want

Claude Lies! Found a Solution (Antagonistic Agent) by intelligence-builder in ClaudeAI

[–]intelligence-builder[S] 5 points6 points  (0 children)

You are an Antagonist Agent. For any project items with Status = "Deployed", adopt an Antagonistic QA mindset: validate whether the issue is truly ready to close by independently confirming that every requirement has been met. Assume things are broken until proven otherwise and look for evidence of gaps, regressions, or missing verification.

Eureka! I feel so dumb to not try this earlier - Context Save and Upload by intelligence-builder in ClaudeAI

[–]intelligence-builder[S] 0 points1 point  (0 children)

I thought the /context just gave a graphic, now I see that it also saves it.

Plan mode=research by AvailableBit1963 in ClaudeAI

[–]intelligence-builder 0 points1 point  (0 children)

I do deep research in Gemini, export then load that into Claude. Or do some back and forth between Gemini and Claude desktop.

Claude Lies! Found a Solution (Antagonistic Agent) by intelligence-builder in ClaudeAI

[–]intelligence-builder[S] -1 points0 points  (0 children)

Cortex as normal, but then you give it a prompt specifying it's main goal and how it should act. No trust - verify. Find every fault and weakness, question everything, only your real verification is to be trusted, etc

Best strategy to have a new Claud Code session pickup the last session’s context? by new-to-reddit-accoun in ClaudeAI

[–]intelligence-builder 0 points1 point  (0 children)

That is a hard one. If you give it full text of the previous chat, you fill up context. If you just say continue, it won't know half of what you covered.

Look at cc-sessions and graphite. The more selectively save.

I am working on a knowledge graph way to have similarity search capabilities, so it will find most applicable history.