RAG vs MCP: What They Do, Why They Are Not Alternatives
Coworker AI explains RAG vs MCP: retrieval fetches knowledge, MCP is a connection standard. They solve different problems and most systems need both.
Coworker AI Blog7 min read
Model Context Protocol
2,143 stories
What Is Context Rot? Why Long Contexts Degrade and What to Do About It
Coworker AI explains context rot: why model accuracy falls as the context window fills, how to measure it, and why retrieval and a knowledge graph beat volume.
Coworker AI Blog9 min readWhat Is LLM Observability? Traces, Evals, and What to Actually Measure
Coworker AI explains LLM observability: traces, spans, token and cost tracking, evaluation, and why traditional monitoring misses what matters.
Coworker AI Blog8 min readAgents on your mobile
I see so many posts ‘shipping by the beach’ or when out with the kids on the weekend.
AI News & Strategy by Ben Bites5 min readLaunchDarkly is now native on the Vercel Marketplace
You can now install LaunchDarkly from the Vercel Marketplace and evaluate your first flag in minutes. Start on our free Developer plan and upgrade when you need to, all managed from Vercel.
Launch Darkly5 min readSynter Prospector Is Now Generally Available
Explore how Synter Prospector unifies waterfall lead discovery, dedicated secondary domain deliverability, and 27-platform ad synchronization, backed by real performance data from our own campaigns.
Synter Media AI Blog4 min readThe three kinds of MCP memory server
Knowledge-graph stores, note-takers and session indexes are three different products wearing one label. Which one you need depends on a single question.
chat-recall Blog5 min readConnecting DeepSeek Harness to the Real World with AgentKey
Large language models are excellent at understanding, reasoning, and generating content. But when a task depends on today's news, social conversations, product prices, company information, or on-chain activity, the model's existing knowledge is no longer enough.That is where an agent harness…
AgentKey Blog8 min readOpen-Source Attio Alternatives, Ranked by Use Case
Compare Relaticle, Twenty, EspoCRM, and Frappe CRM by workflow, deployment, pricing, and migration requirements before leaving Attio.
Relaticle Blog6 min readAPI Descriptions That Pass the Linter and Fail the Agent
A linter flags a missing description, not a useless one, and the useless one is what an agent chokes on. What to write, what to leave out, and how to test it.
Routebase Blog6 min readAsset Generation Now Available on the ViroReact MCP Server
We've now added Studio's asset generation capabilities to the ViroReact MCP Server. Your agent can generate images and 3D models in the same session it writes your code.
ReactVision Studio Blog2 min readHow to choose an agent harness
Choose an agent harness by answering five questions in order: where does enforcement live, where does your data run, can you inspect the control plane, can you compose it to …
ToolHive Blog9 min readWeb-Based vs. Local SSH Clients: 7 Differences (2026)
A comparison of web-based SSH clients versus local SSH clients on security, latency, and daily workflow, plus a decision framework for developers in 2026.
CtrlOps Blog19 min readBest Kubernetes GUI: 6 tools compared for 2026
Compare Lens, Aptakube, Headlamp, K9s, Portainer, and Nuphos to find the right Kubernetes GUI for your workflow and team.
Nuphos Blog15 min readSend AI Gateway traces to any OpenTelemetry backend, voice agents over WebRTC, and simulations from your own harness
The AI Gateway can now export its traces over OTLP/HTTP to any backend you configure, with the request and response attached when you opt in. Voice agents run as web calls over WebRTC, simulations from the Simulate SDK and Agent Learning Kit post back into Future AGI, enterprise code joins the…
Future AGI Blog6 min readDeveloper Onboarding Documentation Review: Is MoxieDocs Worth It?
Struggling with slow developer onboarding? We tested MoxieDocs and found out if it cuts ramp-up time by 30%—plus its hidden perks for GitHub maintainers.
Moxie Docs Blog5 min readHarness-Agnostic Analytics Built for Engineering Teams
As models and harnesses keep changing, teams need more than usage totals to understand where their AI resources are going.
Replicas Blog3 min readUsing several AI coding tools without losing the thread
A practical setup for working across several AI coding tools at once: what breaks when you switch tools, and how to keep one memory across all of them.
chat-recall Blog5 min read
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