We spent years automating tasks. Now we are automating the improvement loop itself. If your architecture does not account for agents that rewrite their own logic, you are building for yesterday.
The build decision
Design for self-correction loops
Stop shipping static agent configurations. Build pipelines where the agent evaluates its own output, identifies failure modes, and updates its prompt or tool selection automatically. The trade-off is initial complexity and the need for strict guardrails. You must keep the evaluation criteria deterministic. If you let the AI drift on what good means, it will optimize for the wrong metric. Treat the system as a feedback loop, not a script. This is why we designed AgentsKit as modular glue, so the system can swap its own tools without breaking the runtime.
- 01
Recursive aims for autonomous AI evolution
Richard Socher, NLP pioneer and CEO of You.com, has launched Recursive, a $5B startup focused on RSI (Recursive Self-Improvement) AI, aiming to build systems that autonomously evolve and innovate.
Why it matters: RSI moves AI from tools to autonomous engineers
Source: latent.space
- 02
Astronauts and Google on AI in space
Astronaut Christina Koch and Google’s James Manyika discuss the intersection of space exploration, AI, and human discovery in a forward-looking dialogue.
Why it matters: Extreme environments prove the need for reliable AI agents
Source: blog.google
- 03
Fyxer builds a trusted AI assistant
Fyxer leverages OpenAI models, fine-tuning, and user feedback to create a trustworthy AI executive assistant that drafts emails in users' voices and organizes inboxes.
Why it matters: Trust comes from fine-tuning, not just bigger models
Source: openai.com
Field test
Implement a self-correction step
- 01Add a validation step after your main agent task
- 02Feed the output back to the model with a critique prompt
- 03Log the delta between the first and second attempt
Reader pulse
Your constraint can shape the next issue
Do you let your AI edit its own code? Hit reply with one sentence, I read every response.