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I built Context-Bridge, a self-hosted shared memory infrastructure for multi-agent AI systems. It replaces oversized transcript passing with governed, task-scoped recall under explicit token budgets.
The system combines hybrid retrieval, full provenance, confidence gating, duplicate suppression, contradiction detection, belief revision, agent reputation, procedural memory, and multi-tenant access control. It supports Qdrant, Redis, PostgreSQL, local embedding models, Docker deployment, and a typed Python SDK.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Most developers stop after building the app.
I enjoy building the tools that make developers faster.
Today I'm working on my custom Developer CLI to automate repetitive tasks and streamline my workflow.
If you could add one feature to your dream developer CLI, what would it be?
👇 I'm curious to hear your ideas.
The dream feature is usually context memory a CLI that remembers what you were doing across sessions instead of starting fresh every time. the repetitive tasks are annoying but re-establishing context after a break is the real time sink
62% today. 100% is the goal. 🚀
I challenged myself to reach a 100% Discovery Score before the end of the month.
That means showing up consistently, building in public, sharing what I learn, and creating value every day not chasing numbers.
Every post is one step closer.
What's one professional goal you're determined to achieve before this month ends?
You can go beyond that, as they are points, not percentages 💯🙃
Go go go!
A great-looking application is only as reliable as the backend behind it. While users interact with the frontend, the backend handles authentication, databases, business logic, payments, notifications, and API communication.
One of the biggest challenges businesses face is slow performance, unreliable integrations, and scaling issues caused by poor backend architecture. Building secure APIs, optimizing databases, and following a scalable architecture ensures your application remains fast, reliable, and ready for growth.
A strong backend isn't just about writing code—it's about creating a foundation that supports your business today and scales with your success tomorrow.
#BackendDevelopment #APIIntegration #FullStackDeveloper #WebDevelopment #SoftwareEngineering #NodeJS #RESTAPI #DatabaseDesign #AIApps #SaaS #React #NextJS #MobileAppDevelopment #Tech #Startup
Totally gree, well said Kayode!