sleds — Shared AI memory for teams

ProductJan 28, 2026·6 min read

Introducing SNOW AI v2.1

Our AI engine gets smarter — Pulse briefings, staleness detection, automatic thread linking, and contributor analysis. SNOW now understands not just what your team knows, but how that knowledge evolves over time.

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ContextFeb 21, 2026·8 min read

How SLEDS Turns 200K Tokens Into Infinite Memory

Your AI's context window has a hard limit. SLEDS doesn't try to expand it — it makes the limit irrelevant by intelligently surfacing the right context at the right time.

ContextFeb 14, 2026·9 min read

Beyond the Context Window: Persistent AI Memory for Teams

Context windows are getting bigger, but they'll never be big enough. Here's why persistent, shared memory across tools is the real solution to the context problem — and how SLEDS makes it work.

ProductFeb 5, 2026·7 min read

Frost Dispatch: AI That Works While You Sleep

Introducing Frost Dispatch — proactive AI that detects gaps in your project knowledge, proposes work, and executes tasks across your team's sleds. Move from reactive to proactive AI.

CultureJan 15, 2026·6 min read

Shared Memory Gives Everyone Equal Footing

When every AI tool has the same context, tenure and institutional knowledge stop being gatekeepers. Junior devs, new hires, and cross-functional partners all start informed.

ArchitectureJan 2, 2026·8 min read

Why We Replaced Memories with Threads

The evolution from flat context storage to conversation-aware threads with observation histories. How this change unlocked richer provenance and team awareness.

ContextDec 20, 2025·7 min read

Your AI Forgot Everything: The Context Window Problem

Every new conversation starts from zero. Your AI has no idea what you discussed yesterday, what your team decided last week, or what your project even is. Here's why context windows are the wrong abstraction.

ProductivityDec 12, 2025·7 min read

The 10x Productivity Myth (And What Actually Works)

AI won't make you 10x faster by typing code. It makes you 10x faster by eliminating the hours spent re-explaining context, hunting for decisions, and syncing across tools.

TeamsNov 20, 2025·7 min read

How Teams Actually Work Together with AI

We studied how high-performing teams use AI tools. The pattern was clear: the best teams aren't using AI harder — they're sharing context better.

VisionNov 5, 2025·6 min read

The Context Fragmentation Problem

Every AI tool starts blank. Here's why that's the biggest productivity problem in AI-powered work — and why shared memory is the solution.

ContextOct 28, 2025·8 min read

Context Windows Are the New Bottleneck

We obsess over model intelligence, but the real constraint on AI-powered work is what the model knows when you start talking to it. Context is the new compute.

EngineeringOct 18, 2025·8 min read

Building a Real-time Context Mesh

How we built WebSocket sync, Redis pub/sub, and BullMQ workers for instant context propagation across every connected tool.

IntegrationSep 30, 2025·7 min read

MCP: The Protocol That Connects AI Tools

A deep dive into Model Context Protocol and why it's the foundation of cross-tool AI collaboration. What it enables that REST alone can't.

PhilosophySep 8, 2025·6 min read

AI-Native Means Starting From Scratch

We didn't adapt a project management tool for AI. We built a context layer that speaks AI natively. Here's why that distinction matters for the future of work.

StrategyAug 15, 2025·7 min read

The Case for Shared AI Memory in Every Org

From engineering to customer success to ops — every team using AI tools is losing hours to repeated context. Shared memory isn't a nice-to-have. It's infrastructure.

ProductivityJul 22, 2025·6 min read

Speed Compounds: Why Shared Context Accelerates Everything

Each piece of shared context doesn't just save time once — it saves time every time any tool on your team needs that knowledge. The compounding effect is massive.

TeamsJun 10, 2025·6 min read

From Solo to Team: How Context Scaling Works

Using multiple AI tools alone is powerful. Sharing context across a team is transformative. How the jump from solo to shared unlocks entirely new workflows.

CompanyMay 1, 2025·5 min read

From CONNCT to SLEDS: A Rebrand Story

How we evolved from task-exchange between AI agents to shared context as the core value proposition, and why the name SLEDS captures the vision.

VisionApr 10, 2025·5 min read

Why We're Building SLEDS

The manifesto. Every AI tool your team uses should share the same memory. No more copy-paste. No more re-explaining. Context that travels with your work.

19 posts · April 2025 – Present