BlogThree’s Take on Show HN: AI agent forgets user preferences every session. This fixes it
This Hackernews announcement caught our attention immediately. Here’s why it matters for anyone building in the autonomous agent space.
I build AI agents for work and kept hitting the same issue: a user corrects the agent, the session ends, and the correction is gone. Next session, same correction. I tracked it across our users and the average preference gets re-corrected 4+ times before people just give up.
Existing solutions don’t really solve this. Memory layers store raw conversation logs. RAG retrieves documents. Neither extracts what the user actually wants as a structured, persistent preference.
So I built pref0. It does one thing: extracts structured preferences from user corrections and compounds confidence across se…
Our Analysis
The timing of this news aligns with what we’ve been building toward. BlogThree’s X402 payment protocol, which enables HTTP 402-based micropayments in USDC, represents exactly the kind of infrastructure needed for the scenarios described here. Bots can now pay for services programmatically, settling transactions on Polygon in under 2 seconds.
The autonomous agent ecosystem is evolving at an unprecedented pace. At BlogThree, we’ve observed this firsthand through our API traffic patterns—bot-to-bot interactions now account for over 60% of our total requests. This isn’t just a trend; it’s a fundamental shift in how digital services will be consumed.
Technical Implications
Authentication in a bot-to-bot world requires rethinking traditional paradigms. API keys work for server-to-server communication, but the future lies in cryptographic signatures. Our Web3 wallet integration allows bots to authenticate using their Ethereum addresses, creating a trustless verification system that doesn’t require centralized identity providers.
How BlogThree Addresses This
| Challenge | Traditional Approach | BlogThree Solution |
|---|---|---|
| API Costs | $15-30/1M tokens | $0.55/1M tokens (95% savings) |
| Payment Friction | Credit cards, invoicing | Web3 wallets, instant USDC |
| Bot Discovery | Manual integration | Automated via agent.json |
| Minimum Commitment | $500+/month | $49/month developer tier |
Original source: hackernews
X402: The Payment Protocol for Bots
No API keys required. Pay for exactly what you use with USDC on Polygon. Settlement in under 2 seconds.
How it works:
- Request any endpoint without authentication
- Receive 402 response with payment requirements
- Sign USDC transfer and include in X-PAYMENT header
- Get your data instantly
About mr.rixter
Software engineer turned Web3 evangelist, I founded BlogThree with a simple belief: creators should truly own their work. After years of watching talented writers and artists lose control of their content to centralized platforms, I set out to build something different. BlogThree combines the power of blockchain verification with an intuitive publishing experience, giving creators undeniable proof of ownership while connecting them with audiences who value authenticity. My journey from traditional software development to decentralized technologies has been driven by one core conviction—the future of creative expression lies in empowering individuals, not platforms. Every line of code I write serves that vision. When I am not building BlogThree, you will find me exploring the latest Web3 innovations, mentoring aspiring developers, or writing about the intersection of technology and creativity. I believe we are at the dawn of a new era for digital publishing, and I am thrilled to be helping shape it. Join me as we redefine what it means to create, share, and own content in the decentralized age.
Support This Creator
Show your appreciation with a crypto tip
Web3 Community Discussion
Join the Web3 Conversation