20262 posts

1. November

   • 09A farmer that only plants wheatKaggriculture's first agent is a stub that plants wheat everywhere. Here's the modular design around it, and why heuristics and bandits come before RL.

2. August

   • 01Action space: MCP serversHow Tom reaches external platforms and agents outside his local hub, by putting their MCP servers on shared subnets.

20258 posts

1. October

   • 24AWS AI Agent Global HackathonEntering Gaby as an autonomous data-cleaning agent on AWS Bedrock AgentCore and Sagemaker, and pausing competitions afterwards to rethink security.
   • 01Gaby's architecture and integrationsThe MCP action space, FastAPI backend, 2025 cloud services comparison, service checklist and integration partner tracker behind Gaby.

2. September

   • 20AI swamp: designing smarter Python agents before they mutateTwo OOP designs for agent base classes that adapt to different model hosting platforms.
   • 08Gaby's data-cleaning pipelineThe objective, user inputs and five general stages of Gaby's self-orchestrated data-cleaning workflow.
   • 06RL and temporal isolationWhy Gaby learns with numerical methods instead of fine-tuning LLMs, the pros and cons of isolating his memory, and why cognitive modelling got shelved.
   • 05Planning Gaby's decision makingFine-tune him like a reasoning model, or corner him with test cases in a little SIM world? Both methods, side by side.

3. August

   • 20Who is Gaby?Tom's database gatekeeper, a self-maintained data workflow with a PageRank-inspired model that decides which memories go where.
   • 03Tom's Social Circle: Retaining Data from External SourcesConnecting agents over MCP, and keeping Gaby as the gatekeeper for Tom's temporal and long-term memory.

Pages

• Gaby AI: the data-cleaning gatekeeper
• Kaggriculture: the Kaggle farmer
• Tom: an AI that's meant to become someone

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